FileBase /isis1/Yuta/YutaData/YutaMouse20-140318/YutaMouse20-140318/YutaMouse20-140318 ElecNo 7 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100000 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 1517107 data points of dimension 12. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 505702 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26870 members Mstep: Class 2 contains 26566 members Mstep: Class 3 contains 26509 members Mstep: Class 4 contains 26625 members Mstep: Class 5 contains 26664 members Mstep: Class 6 contains 26744 members Mstep: Class 7 contains 26311 members Mstep: Class 8 contains 26577 members Mstep: Class 9 contains 26633 members Mstep: Class 10 contains 26633 members Mstep: Class 11 contains 26648 members Mstep: Class 12 contains 26496 members Mstep: Class 13 contains 26640 members Mstep: Class 14 contains 26642 members Mstep: Class 15 contains 26824 members Mstep: Class 16 contains 26535 members Mstep: Class 17 contains 26598 members Mstep: Class 18 contains 26596 members Mstep: Class 19 contains 26591 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 4.499161 but Gain 597.583984 Score: -19814454.000000 Penalty: 10756.502930 Iteration 0F: 19 clusters Score -1.981445e+07 nChanged 478958 Entering Unmasked Mstep Mstep: Class 0 contains 2942 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 31247 members Mstep: Class 3 contains 16692 members Mstep: Class 4 contains 12445 members Mstep: Class 6 contains 227 members Mstep: Class 7 contains 11942 members Mstep: Class 8 contains 25695 members Mstep: Class 9 contains 18247 members Mstep: Class 10 contains 661 members Mstep: Class 11 contains 562 members Mstep: Class 12 contains 277153 members Mstep: Class 13 contains 12890 members Mstep: Class 14 contains 5246 members Mstep: Class 15 contains 33984 members Mstep: Class 16 contains 14973 members Mstep: Class 17 contains 789 members Mstep: Class 18 contains 12260 members Mstep: Class 19 contains 22070 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 405.363312 but Gain 597.583008 Score: -23460048.000000 Penalty: 10158.919922 Iteration 1F: 18 clusters Score -2.346005e+07 nChanged 141622 Entering Unmasked Mstep Mstep: Class 0 contains 2327 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 24747 members Mstep: Class 3 contains 20809 members Mstep: Class 4 contains 12833 members Mstep: Class 7 contains 10322 members Mstep: Class 8 contains 12568 members Mstep: Class 9 contains 5922 members Mstep: Class 10 contains 465 members Mstep: Class 11 contains 674 members Mstep: Class 12 contains 339722 members Mstep: Class 13 contains 1776 members Mstep: Class 14 contains 4374 members Mstep: Class 15 contains 22543 members Mstep: Class 16 contains 6278 members Mstep: Class 17 contains 555 members Mstep: Class 18 contains 15282 members Mstep: Class 19 contains 22861 members Entering Unmasked Estep ConsiderDeletion Score: -23737120.000000 Penalty: 10158.919922 Iteration 2F: 18 clusters Score -2.373712e+07 nChanged 81893 Entering Unmasked Mstep Mstep: Class 0 contains 1945 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 22771 members Mstep: Class 3 contains 44117 members Mstep: Class 4 contains 19054 members Mstep: Class 7 contains 2234 members Mstep: Class 8 contains 7049 members Mstep: Class 9 contains 2004 members Mstep: Class 10 contains 307 members Mstep: Class 11 contains 281 members Mstep: Class 12 contains 335397 members Mstep: Class 13 contains 314 members Mstep: Class 14 contains 4764 members Mstep: Class 15 contains 8976 members Mstep: Class 16 contains 2136 members Mstep: Class 17 contains 867 members Mstep: Class 18 contains 18976 members Mstep: Class 19 contains 33719 members Entering Unmasked Estep ConsiderDeletion Score: -23877868.000000 Penalty: 10158.919922 Iteration 3F: 18 clusters Score -2.387787e+07 nChanged 54781 Entering Unmasked Mstep Mstep: Class 0 contains 1363 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 23793 members Mstep: Class 3 contains 61982 members Mstep: Class 4 contains 24763 members Mstep: Class 7 contains 970 members Mstep: Class 8 contains 4771 members Mstep: Class 9 contains 955 members Mstep: Class 10 contains 558 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 310958 members Mstep: Class 13 contains 218 members Mstep: Class 14 contains 4952 members Mstep: Class 15 contains 3316 members Mstep: Class 16 contains 1064 members Mstep: Class 17 contains 1254 members Mstep: Class 18 contains 19329 members Mstep: Class 19 contains 44320 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 276.962494 but Gain 597.583984 Score: -23957698.000000 Penalty: 9561.335938 Iteration 4F: 17 clusters Score -2.39577e+07 nChanged 42506 Entering Unmasked Mstep Mstep: Class 0 contains 790 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 27438 members Mstep: Class 3 contains 73913 members Mstep: Class 4 contains 29127 members Mstep: Class 7 contains 967 members Mstep: Class 8 contains 3475 members Mstep: Class 9 contains 758 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 285236 members Mstep: Class 14 contains 5026 members Mstep: Class 15 contains 1770 members Mstep: Class 16 contains 640 members Mstep: Class 17 contains 1412 members Mstep: Class 18 contains 19023 members Mstep: Class 19 contains 53586 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 495.559387 but Gain 597.583008 Score: -24036544.000000 Penalty: 8963.752930 Iteration 5F: 16 clusters Score -2.403654e+07 nChanged 34977 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 31843 members Mstep: Class 3 contains 81773 members Mstep: Class 4 contains 31844 members Mstep: Class 7 contains 1241 members Mstep: Class 8 contains 2833 members Mstep: Class 9 contains 786 members Mstep: Class 10 contains 1555 members Mstep: Class 11 contains 648 members Mstep: Class 12 contains 263499 members Mstep: Class 14 contains 5063 members Mstep: Class 15 contains 1591 members Mstep: Class 17 contains 1484 members Mstep: Class 18 contains 18855 members Mstep: Class 19 contains 61388 members Entering Unmasked Estep ConsiderDeletion Score: -24068412.000000 Penalty: 8963.752930 Iteration 6F: 16 clusters Score -2.406841e+07 nChanged 30191 Entering Unmasked Mstep Mstep: Class 0 contains 183 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 36277 members Mstep: Class 3 contains 87340 members Mstep: Class 4 contains 34045 members Mstep: Class 7 contains 1955 members Mstep: Class 8 contains 2409 members Mstep: Class 9 contains 856 members Mstep: Class 10 contains 1567 members Mstep: Class 11 contains 715 members Mstep: Class 12 contains 243854 members Mstep: Class 14 contains 5075 members Mstep: Class 15 contains 1774 members Mstep: Class 17 contains 1491 members Mstep: Class 18 contains 19150 members Mstep: Class 19 contains 67879 members Entering Unmasked Estep ConsiderDeletion Score: -24090082.000000 Penalty: 8963.752930 Iteration 7F: 16 clusters Score -2.409008e+07 nChanged 28129 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 40774 members Mstep: Class 3 contains 92088 members Mstep: Class 4 contains 36070 members Mstep: Class 7 contains 3021 members Mstep: Class 8 contains 2021 members Mstep: Class 9 contains 963 members Mstep: Class 10 contains 1579 members Mstep: Class 11 contains 702 members Mstep: Class 12 contains 225581 members Mstep: Class 14 contains 5104 members Mstep: Class 15 contains 2067 members Mstep: Class 17 contains 1494 members Mstep: Class 18 contains 19798 members Mstep: Class 19 contains 73159 members Entering Unmasked Estep ConsiderDeletion Score: -24109994.000000 Penalty: 8963.752930 Iteration 8F: 16 clusters Score -2.410999e+07 nChanged 26328 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 44984 members Mstep: Class 3 contains 96240 members Mstep: Class 4 contains 38006 members Mstep: Class 7 contains 4275 members Mstep: Class 8 contains 1652 members Mstep: Class 9 contains 1072 members Mstep: Class 10 contains 1578 members Mstep: Class 11 contains 654 members Mstep: Class 12 contains 208833 members Mstep: Class 14 contains 5152 members Mstep: Class 15 contains 2356 members Mstep: Class 17 contains 1496 members Mstep: Class 18 contains 20474 members Mstep: Class 19 contains 77692 members Entering Unmasked Estep ConsiderDeletion Score: -24127596.000000 Penalty: 8963.752930 Iteration 9F: 16 clusters Score -2.41276e+07 nChanged 24825 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 49072 members Mstep: Class 3 contains 100314 members Mstep: Class 4 contains 39720 members Mstep: Class 7 contains 5483 members Mstep: Class 8 contains 1317 members Mstep: Class 9 contains 1187 members Mstep: Class 10 contains 1576 members Mstep: Class 11 contains 557 members Mstep: Class 12 contains 193144 members Mstep: Class 14 contains 5204 members Mstep: Class 15 contains 2616 members Mstep: Class 17 contains 1496 members Mstep: Class 18 contains 21325 members Mstep: Class 19 contains 81484 members Entering Unmasked Estep ConsiderDeletion Score: -24143050.000000 Penalty: 8963.752930 Iteration 10Q: 16 clusters Score -2.414305e+07 nChanged 23583 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 53322 members Mstep: Class 3 contains 104063 members Mstep: Class 4 contains 41153 members Mstep: Class 7 contains 6689 members Mstep: Class 8 contains 1037 members Mstep: Class 9 contains 1310 members Mstep: Class 10 contains 1577 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 178278 members Mstep: Class 14 contains 5235 members Mstep: Class 15 contains 2845 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 22176 members Mstep: Class 19 contains 84863 members Entering Unmasked Estep ConsiderDeletion Score: -24155270.000000 Penalty: 8963.752930 Iteration 11Q: 16 clusters Score -2.415527e+07 nChanged 22480 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 57774 members Mstep: Class 3 contains 107582 members Mstep: Class 4 contains 42397 members Mstep: Class 7 contains 7889 members Mstep: Class 8 contains 831 members Mstep: Class 9 contains 1432 members Mstep: Class 10 contains 1575 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 163856 members Mstep: Class 14 contains 5257 members Mstep: Class 15 contains 3053 members Mstep: Class 17 contains 1499 members Mstep: Class 18 contains 23001 members Mstep: Class 19 contains 88005 members Entering Unmasked Estep ConsiderDeletion Score: -24165662.000000 Penalty: 8963.752930 Iteration 12Q: 16 clusters Score -2.416566e+07 nChanged 21131 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 62538 members Mstep: Class 3 contains 111035 members Mstep: Class 4 contains 43151 members Mstep: Class 7 contains 9000 members Mstep: Class 8 contains 686 members Mstep: Class 9 contains 1549 members Mstep: Class 10 contains 1576 members Mstep: Class 11 contains 454 members Mstep: Class 12 contains 149984 members Mstep: Class 14 contains 5255 members Mstep: Class 15 contains 3249 members Mstep: Class 17 contains 1503 members Mstep: Class 18 contains 23823 members Mstep: Class 19 contains 90911 members Entering Unmasked Estep ConsiderDeletion Score: -24176128.000000 Penalty: 8963.752930 Iteration 13Q: 16 clusters Score -2.417613e+07 nChanged 19277 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 67581 members Mstep: Class 3 contains 113827 members Mstep: Class 4 contains 43588 members Mstep: Class 7 contains 10096 members Mstep: Class 8 contains 583 members Mstep: Class 9 contains 1668 members Mstep: Class 10 contains 1576 members Mstep: Class 11 contains 450 members Mstep: Class 12 contains 137190 members Mstep: Class 14 contains 5261 members Mstep: Class 15 contains 3365 members Mstep: Class 17 contains 1506 members Mstep: Class 18 contains 24510 members Mstep: Class 19 contains 93594 members Entering Unmasked Estep ConsiderDeletion Score: -24185336.000000 Penalty: 8963.752930 Iteration 14Q: 16 clusters Score -2.418534e+07 nChanged 16911 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 72370 members Mstep: Class 3 contains 115677 members Mstep: Class 4 contains 43611 members Mstep: Class 7 contains 11092 members Mstep: Class 8 contains 500 members Mstep: Class 9 contains 1774 members Mstep: Class 10 contains 1575 members Mstep: Class 11 contains 456 members Mstep: Class 12 contains 126367 members Mstep: Class 14 contains 5258 members Mstep: Class 15 contains 3476 members Mstep: Class 17 contains 1508 members Mstep: Class 18 contains 25097 members Mstep: Class 19 contains 96107 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 552.499573 but Gain 597.583984 Score: -24192784.000000 Penalty: 8366.168945 Iteration 15Q: 15 clusters Score -2.419278e+07 nChanged 15267 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 76467 members Mstep: Class 3 contains 117165 members Mstep: Class 4 contains 43332 members Mstep: Class 7 contains 11993 members Mstep: Class 9 contains 1954 members Mstep: Class 10 contains 1575 members Mstep: Class 11 contains 471 members Mstep: Class 12 contains 117754 members Mstep: Class 14 contains 5261 members Mstep: Class 15 contains 3588 members Mstep: Class 17 contains 1507 members Mstep: Class 18 contains 25576 members Mstep: Class 19 contains 98288 members Entering Unmasked Estep ConsiderDeletion Score: -24199054.000000 Penalty: 8366.168945 Iteration 16Q: 15 clusters Score -2.419905e+07 nChanged 12981 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 79694 members Mstep: Class 3 contains 117907 members Mstep: Class 4 contains 42710 members Mstep: Class 7 contains 12799 members Mstep: Class 9 contains 2030 members Mstep: Class 10 contains 1575 members Mstep: Class 11 contains 487 members Mstep: Class 12 contains 110953 members Mstep: Class 14 contains 5260 members Mstep: Class 15 contains 3686 members Mstep: Class 17 contains 1504 members Mstep: Class 18 contains 26019 members Mstep: Class 19 contains 100360 members Entering Unmasked Estep ConsiderDeletion Score: -24203396.000000 Penalty: 8366.168945 Iteration 17Q: 15 clusters Score -2.42034e+07 nChanged 11056 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 82089 members Mstep: Class 3 contains 118218 members Mstep: Class 4 contains 41927 members Mstep: Class 7 contains 13396 members Mstep: Class 9 contains 2075 members Mstep: Class 10 contains 1575 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 106055 members Mstep: Class 14 contains 5265 members Mstep: Class 15 contains 3780 members Mstep: Class 17 contains 1500 members Mstep: Class 18 contains 26379 members Mstep: Class 19 contains 102267 members Entering Unmasked Estep ConsiderDeletion Score: -24206576.000000 Penalty: 8366.168945 Iteration 18Q: 15 clusters Score -2.420658e+07 nChanged 9762 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 83833 members Mstep: Class 3 contains 118193 members Mstep: Class 4 contains 41044 members Mstep: Class 7 contains 13869 members Mstep: Class 9 contains 2109 members Mstep: Class 10 contains 1574 members Mstep: Class 11 contains 514 members Mstep: Class 12 contains 102528 members Mstep: Class 14 contains 5263 members Mstep: Class 15 contains 3874 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 26672 members Mstep: Class 19 contains 104100 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 581.673828 but Gain 597.583496 Score: -24209108.000000 Penalty: 7768.585449 Iteration 19Q: 14 clusters Score -2.420911e+07 nChanged 9269 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 85127 members Mstep: Class 3 contains 117817 members Mstep: Class 4 contains 40141 members Mstep: Class 7 contains 14219 members Mstep: Class 9 contains 2138 members Mstep: Class 10 contains 1574 members Mstep: Class 11 contains 523 members Mstep: Class 12 contains 100026 members Mstep: Class 14 contains 5267 members Mstep: Class 15 contains 3975 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 26877 members Mstep: Class 19 contains 106350 members Entering Unmasked Estep ConsiderDeletion Score: -24215632.000000 Penalty: 7768.585449 Iteration 20F: 14 clusters Score -2.421563e+07 nChanged 10844 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 89087 members Mstep: Class 3 contains 117156 members Mstep: Class 4 contains 39172 members Mstep: Class 7 contains 14505 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 533 members Mstep: Class 12 contains 95413 members Mstep: Class 14 contains 5248 members Mstep: Class 15 contains 4078 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 27070 members Mstep: Class 19 contains 108055 members Entering Unmasked Estep ConsiderDeletion Score: -24222232.000000 Penalty: 7768.585449 Iteration 21Q: 14 clusters Score -2.422223e+07 nChanged 11544 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 91933 members Mstep: Class 3 contains 115377 members Mstep: Class 4 contains 38180 members Mstep: Class 7 contains 14699 members Mstep: Class 9 contains 2129 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 540 members Mstep: Class 12 contains 93117 members Mstep: Class 14 contains 5246 members Mstep: Class 15 contains 4180 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 27217 members Mstep: Class 19 contains 109844 members Entering Unmasked Estep ConsiderDeletion Score: -24226654.000000 Penalty: 7768.585449 Iteration 22Q: 14 clusters Score -2.422665e+07 nChanged 10539 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 94090 members Mstep: Class 3 contains 113063 members Mstep: Class 4 contains 37169 members Mstep: Class 7 contains 14732 members Mstep: Class 9 contains 2114 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 550 members Mstep: Class 12 contains 92325 members Mstep: Class 14 contains 5216 members Mstep: Class 15 contains 4288 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 27306 members Mstep: Class 19 contains 111609 members Entering Unmasked Estep ConsiderDeletion Score: -24230124.000000 Penalty: 7768.585449 Iteration 23Q: 14 clusters Score -2.423012e+07 nChanged 9496 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 95657 members Mstep: Class 3 contains 110531 members Mstep: Class 4 contains 36107 members Mstep: Class 7 contains 14592 members Mstep: Class 9 contains 2086 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 554 members Mstep: Class 12 contains 92502 members Mstep: Class 14 contains 5164 members Mstep: Class 15 contains 4408 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 27368 members Mstep: Class 19 contains 113493 members Entering Unmasked Estep ConsiderDeletion Score: -24232694.000000 Penalty: 7768.585449 Iteration 24Q: 14 clusters Score -2.423269e+07 nChanged 8902 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 96811 members Mstep: Class 3 contains 107869 members Mstep: Class 4 contains 35102 members Mstep: Class 7 contains 14309 members Mstep: Class 9 contains 2045 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 558 members Mstep: Class 12 contains 93283 members Mstep: Class 14 contains 5083 members Mstep: Class 15 contains 4519 members Mstep: Class 17 contains 1496 members Mstep: Class 18 contains 27424 members Mstep: Class 19 contains 115460 members Entering Unmasked Estep ConsiderDeletion Score: -24234848.000000 Penalty: 7768.585449 Iteration 25Q: 14 clusters Score -2.423485e+07 nChanged 8312 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 97672 members Mstep: Class 3 contains 105149 members Mstep: Class 4 contains 34086 members Mstep: Class 7 contains 13955 members Mstep: Class 9 contains 2018 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 563 members Mstep: Class 12 contains 94494 members Mstep: Class 14 contains 5002 members Mstep: Class 15 contains 4629 members Mstep: Class 17 contains 1496 members Mstep: Class 18 contains 27478 members Mstep: Class 19 contains 117417 members Entering Unmasked Estep ConsiderDeletion Score: -24237066.000000 Penalty: 7768.585449 Iteration 26Q: 14 clusters Score -2.423707e+07 nChanged 8077 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 98302 members Mstep: Class 3 contains 102428 members Mstep: Class 4 contains 32980 members Mstep: Class 7 contains 13526 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 569 members Mstep: Class 12 contains 95985 members Mstep: Class 14 contains 4939 members Mstep: Class 15 contains 4715 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 27537 members Mstep: Class 19 contains 119490 members Entering Unmasked Estep ConsiderDeletion Score: -24239122.000000 Penalty: 7768.585449 Iteration 27Q: 14 clusters Score -2.423912e+07 nChanged 8034 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 98761 members Mstep: Class 3 contains 99705 members Mstep: Class 4 contains 31724 members Mstep: Class 7 contains 13012 members Mstep: Class 9 contains 1959 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 573 members Mstep: Class 12 contains 97767 members Mstep: Class 14 contains 4882 members Mstep: Class 15 contains 4796 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 27602 members Mstep: Class 19 contains 121680 members Entering Unmasked Estep ConsiderDeletion Score: -24241072.000000 Penalty: 7768.585449 Iteration 28Q: 14 clusters Score -2.424107e+07 nChanged 7867 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 99066 members Mstep: Class 3 contains 97123 members Mstep: Class 4 contains 30422 members Mstep: Class 7 contains 12441 members Mstep: Class 9 contains 1925 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 575 members Mstep: Class 12 contains 99595 members Mstep: Class 14 contains 4839 members Mstep: Class 15 contains 4882 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 27665 members Mstep: Class 19 contains 123928 members Entering Unmasked Estep ConsiderDeletion Score: -24242878.000000 Penalty: 7768.585449 Iteration 29Q: 14 clusters Score -2.424288e+07 nChanged 7554 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 99238 members Mstep: Class 3 contains 94777 members Mstep: Class 4 contains 29022 members Mstep: Class 7 contains 11821 members Mstep: Class 9 contains 1874 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 575 members Mstep: Class 12 contains 101441 members Mstep: Class 14 contains 4794 members Mstep: Class 15 contains 4968 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 27766 members Mstep: Class 19 contains 126185 members Entering Unmasked Estep ConsiderDeletion Score: -24244338.000000 Penalty: 7768.585449 Iteration 30Q: 14 clusters Score -2.424434e+07 nChanged 6997 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 99266 members Mstep: Class 3 contains 92649 members Mstep: Class 4 contains 27618 members Mstep: Class 7 contains 11233 members Mstep: Class 9 contains 1834 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 575 members Mstep: Class 12 contains 103192 members Mstep: Class 14 contains 4755 members Mstep: Class 15 contains 5045 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 27836 members Mstep: Class 19 contains 128458 members Entering Unmasked Estep ConsiderDeletion Score: -24245640.000000 Penalty: 7768.585449 Iteration 31Q: 14 clusters Score -2.424564e+07 nChanged 6509 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 99200 members Mstep: Class 3 contains 90763 members Mstep: Class 4 contains 26130 members Mstep: Class 7 contains 10625 members Mstep: Class 9 contains 1781 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 577 members Mstep: Class 12 contains 104887 members Mstep: Class 14 contains 4721 members Mstep: Class 15 contains 5089 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 27909 members Mstep: Class 19 contains 130779 members Entering Unmasked Estep ConsiderDeletion Score: -24246658.000000 Penalty: 7768.585449 Iteration 32Q: 14 clusters Score -2.424666e+07 nChanged 6095 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 99094 members Mstep: Class 3 contains 88995 members Mstep: Class 4 contains 24540 members Mstep: Class 7 contains 10047 members Mstep: Class 9 contains 1748 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 579 members Mstep: Class 12 contains 106572 members Mstep: Class 14 contains 4697 members Mstep: Class 15 contains 5127 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 27968 members Mstep: Class 19 contains 133094 members Entering Unmasked Estep ConsiderDeletion Score: -24247356.000000 Penalty: 7768.585449 Iteration 33Q: 14 clusters Score -2.424736e+07 nChanged 5903 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 98965 members Mstep: Class 3 contains 87155 members Mstep: Class 4 contains 22913 members Mstep: Class 7 contains 9542 members Mstep: Class 9 contains 1724 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 582 members Mstep: Class 12 contains 108366 members Mstep: Class 14 contains 4671 members Mstep: Class 15 contains 5139 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 28028 members Mstep: Class 19 contains 135376 members Entering Unmasked Estep ConsiderDeletion Score: -24248436.000000 Penalty: 7768.585449 Iteration 34Q: 14 clusters Score -2.424844e+07 nChanged 5754 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 98751 members Mstep: Class 3 contains 85281 members Mstep: Class 4 contains 21284 members Mstep: Class 7 contains 9113 members Mstep: Class 9 contains 1702 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 583 members Mstep: Class 12 contains 110235 members Mstep: Class 14 contains 4649 members Mstep: Class 15 contains 5145 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 28054 members Mstep: Class 19 contains 137664 members Entering Unmasked Estep ConsiderDeletion Score: -24249458.000000 Penalty: 7768.585449 Iteration 35Q: 14 clusters Score -2.424946e+07 nChanged 5672 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 98469 members Mstep: Class 3 contains 83458 members Mstep: Class 4 contains 19611 members Mstep: Class 7 contains 8703 members Mstep: Class 9 contains 1684 members Mstep: Class 10 contains 1573 members Mstep: Class 11 contains 584 members Mstep: Class 12 contains 112071 members Mstep: Class 14 contains 4632 members Mstep: Class 15 contains 5141 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 28096 members Mstep: Class 19 contains 140012 members Entering Unmasked Estep ConsiderDeletion Score: -24250412.000000 Penalty: 7768.585449 Iteration 36Q: 14 clusters Score -2.425041e+07 nChanged 5641 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 98054 members Mstep: Class 3 contains 81593 members Mstep: Class 4 contains 17998 members Mstep: Class 7 contains 8336 members Mstep: Class 9 contains 1661 members Mstep: Class 10 contains 1574 members Mstep: Class 11 contains 584 members Mstep: Class 12 contains 113972 members Mstep: Class 14 contains 4616 members Mstep: Class 15 contains 5141 members Mstep: Class 17 contains 1498 members Mstep: Class 18 contains 28103 members Mstep: Class 19 contains 142402 members Entering Unmasked Estep ConsiderDeletion Score: -24251514.000000 Penalty: 7768.585449 Iteration 37Q: 14 clusters Score -2.425151e+07 nChanged 5695 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 97564 members Mstep: Class 3 contains 79713 members Mstep: Class 4 contains 16285 members Mstep: Class 7 contains 7978 members Mstep: Class 9 contains 1642 members Mstep: Class 10 contains 1574 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 115918 members Mstep: Class 14 contains 4603 members Mstep: Class 15 contains 5143 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 28115 members Mstep: Class 19 contains 144915 members Entering Unmasked Estep ConsiderDeletion Score: -24252532.000000 Penalty: 7768.585449 Iteration 38Q: 14 clusters Score -2.425253e+07 nChanged 5459 Entering ConstructFrom: Score: -24252532.000000 Penalty: 7768.585449 Entering ConstructFrom: Trying to split cluster 2 (97041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97041 members Entering Unmasked Estep Score: -4964766.500000 Penalty: 522.471436 Iteration 0F: 2 clusters Score -4964766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48579 members Mstep: Class 2 contains 48462 members Entering Unmasked Estep Score: -4899117.500000 Penalty: 1044.942871 Iteration 0F: 3 clusters Score -4899118 nChanged 47250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52207 members Mstep: Class 2 contains 44834 members Entering Unmasked Estep Score: -4927964.000000 Penalty: 1044.942871 Iteration 1F: 3 clusters Score -4927964 nChanged 5230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54719 members Mstep: Class 2 contains 42322 members Entering Unmasked Estep Score: -4930242.500000 Penalty: 1044.942871 Iteration 2F: 3 clusters Score -4930242 nChanged 5963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58156 members Mstep: Class 2 contains 38885 members Entering Unmasked Estep Score: -4933382.500000 Penalty: 1044.942871 Iteration 3F: 3 clusters Score -4933382 nChanged 6488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62482 members Mstep: Class 2 contains 34559 members Entering Unmasked Estep Score: -4937696.000000 Penalty: 1044.942871 Iteration 4F: 3 clusters Score -4937696 nChanged 6633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67387 members Mstep: Class 2 contains 29654 members Entering Unmasked Estep Score: -4943246.000000 Penalty: 1044.942871 Iteration 5F: 3 clusters Score -4943246 nChanged 5957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71772 members Mstep: Class 2 contains 25269 members Entering Unmasked Estep Score: -4948638.000000 Penalty: 1044.942871 Iteration 6F: 3 clusters Score -4948638 nChanged 4516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75074 members Mstep: Class 2 contains 21967 members Entering Unmasked Estep Score: -4952174.000000 Penalty: 1044.942871 Iteration 7Q: 3 clusters Score -4952174 nChanged 3112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77694 members Mstep: Class 2 contains 19347 members Entering Unmasked Estep Score: -4954081.500000 Penalty: 1044.942871 Iteration 8Q: 3 clusters Score -4954082 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80099 members Mstep: Class 2 contains 16942 members Entering Unmasked Estep Score: -4955393.000000 Penalty: 1044.942871 Iteration 9Q: 3 clusters Score -4955393 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82421 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -4956733.500000 Penalty: 1044.942871 Iteration 10Q: 3 clusters Score -4956734 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84657 members Mstep: Class 2 contains 12384 members Entering Unmasked Estep Score: -4958135.500000 Penalty: 1044.942871 Iteration 11Q: 3 clusters Score -4958136 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86681 members Mstep: Class 2 contains 10360 members Entering Unmasked Estep Score: -4959392.000000 Penalty: 1044.942871 Iteration 12Q: 3 clusters Score -4959392 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88379 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -4960468.000000 Penalty: 1044.942871 Iteration 13Q: 3 clusters Score -4960468 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89810 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -4961425.500000 Penalty: 1044.942871 Iteration 14Q: 3 clusters Score -4961426 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91003 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -4962190.500000 Penalty: 1044.942871 Iteration 15Q: 3 clusters Score -4962190 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91898 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -4962812.000000 Penalty: 1044.942871 Iteration 16Q: 3 clusters Score -4962812 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92653 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -4963341.000000 Penalty: 1044.942871 Iteration 17Q: 3 clusters Score -4963341 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93249 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -4963720.000000 Penalty: 1044.942871 Iteration 18Q: 3 clusters Score -4963720 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93675 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -4963946.000000 Penalty: 1044.942871 Iteration 19Q: 3 clusters Score -4963946 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94017 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -4964150.500000 Penalty: 1044.942871 Iteration 20F: 3 clusters Score -4964150 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94303 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -4964243.500000 Penalty: 1044.942871 Iteration 21Q: 3 clusters Score -4964244 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94531 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -4964349.000000 Penalty: 1044.942871 Iteration 22Q: 3 clusters Score -4964349 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94731 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -4964410.000000 Penalty: 1044.942871 Iteration 23Q: 3 clusters Score -4964410 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94890 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -4964453.000000 Penalty: 1044.942871 Iteration 24Q: 3 clusters Score -4964453 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95023 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -4964482.000000 Penalty: 1044.942871 Iteration 25Q: 3 clusters Score -4964482 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95130 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -4964502.500000 Penalty: 1044.942871 Iteration 26Q: 3 clusters Score -4964502 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95217 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -4964519.500000 Penalty: 1044.942871 Iteration 27Q: 3 clusters Score -4964520 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95293 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -4964553.000000 Penalty: 1044.942871 Iteration 28Q: 3 clusters Score -4964553 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95362 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -4964572.000000 Penalty: 1044.942871 Iteration 29Q: 3 clusters Score -4964572 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95413 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -4964578.500000 Penalty: 1044.942871 Iteration 30Q: 3 clusters Score -4964578 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95453 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -4964584.000000 Penalty: 1044.942871 Iteration 31Q: 3 clusters Score -4964584 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95484 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -4964592.000000 Penalty: 1044.942871 Iteration 32Q: 3 clusters Score -4964592 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95509 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -4964592.500000 Penalty: 1044.942871 Iteration 33Q: 3 clusters Score -4964592 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95531 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -4964594.000000 Penalty: 1044.942871 Iteration 34Q: 3 clusters Score -4964594 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95549 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -4964597.500000 Penalty: 1044.942871 Iteration 35Q: 3 clusters Score -4964598 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95566 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -4964594.000000 Penalty: 1044.942871 Iteration 36Q: 3 clusters Score -4964594 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95585 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -4964583.000000 Penalty: 1044.942871 Iteration 37Q: 3 clusters Score -4964583 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95601 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -4964583.000000 Penalty: 1044.942871 Iteration 38Q: 3 clusters Score -4964583 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95615 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -4964584.000000 Penalty: 1044.942871 Iteration 39Q: 3 clusters Score -4964584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95629 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -4964576.500000 Penalty: 1044.942871 Iteration 40F: 3 clusters Score -4964576 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95642 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -4964575.500000 Penalty: 1044.942871 Iteration 41Q: 3 clusters Score -4964576 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95658 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -4964587.000000 Penalty: 1044.942871 Iteration 42Q: 3 clusters Score -4964587 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95672 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -4964586.500000 Penalty: 1044.942871 Iteration 43Q: 3 clusters Score -4964586 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95691 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -4964590.000000 Penalty: 1044.942871 Iteration 44Q: 3 clusters Score -4964590 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95709 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -4964597.500000 Penalty: 1044.942871 Iteration 45Q: 3 clusters Score -4964598 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95726 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -4964608.000000 Penalty: 1044.942871 Iteration 46Q: 3 clusters Score -4964608 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95745 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -4964609.500000 Penalty: 1044.942871 Iteration 47Q: 3 clusters Score -4964610 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95767 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -4964609.000000 Penalty: 1044.942871 Iteration 48Q: 3 clusters Score -4964609 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95785 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -4964607.000000 Penalty: 1044.942871 Iteration 49Q: 3 clusters Score -4964607 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95806 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -4964604.000000 Penalty: 1044.942871 Iteration 50Q: 3 clusters Score -4964604 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95826 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -4964609.500000 Penalty: 1044.942871 Iteration 51Q: 3 clusters Score -4964610 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95841 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -4964604.500000 Penalty: 1044.942871 Iteration 52Q: 3 clusters Score -4964604 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95856 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -4964619.500000 Penalty: 1044.942871 Iteration 53Q: 3 clusters Score -4964620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95868 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -4964612.500000 Penalty: 1044.942871 Iteration 54Q: 3 clusters Score -4964612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95874 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -4964611.000000 Penalty: 1044.942871 Iteration 55Q: 3 clusters Score -4964611 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95880 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -4964612.500000 Penalty: 1044.942871 Iteration 56Q: 3 clusters Score -4964612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95884 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -4964613.000000 Penalty: 1044.942871 Iteration 57Q: 3 clusters Score -4964613 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95893 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -4964615.500000 Penalty: 1044.942871 Iteration 58Q: 3 clusters Score -4964616 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95901 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -4964622.000000 Penalty: 1044.942871 Iteration 59Q: 3 clusters Score -4964622 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95915 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -4964628.000000 Penalty: 1044.942871 Iteration 60F: 3 clusters Score -4964628 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95934 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -4964626.500000 Penalty: 1044.942871 Iteration 61Q: 3 clusters Score -4964626 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95945 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -4964629.000000 Penalty: 1044.942871 Iteration 62Q: 3 clusters Score -4964629 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95954 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -4964625.000000 Penalty: 1044.942871 Iteration 63Q: 3 clusters Score -4964625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95958 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -4964633.000000 Penalty: 1044.942871 Iteration 64Q: 3 clusters Score -4964633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95960 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -4964630.500000 Penalty: 1044.942871 Iteration 65Q: 3 clusters Score -4964630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95963 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -4964630.000000 Penalty: 1044.942871 Iteration 66Q: 3 clusters Score -4964630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95964 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -4964630.500000 Penalty: 1044.942871 Iteration 67Q: 3 clusters Score -4964630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95964 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -4964631.000000 Penalty: 1044.942871 Iteration 68Q: 3 clusters Score -4964631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95964 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -4964631.000000 Penalty: 1044.942871 Iteration 69F: 3 clusters Score -4964631 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (78018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78018 members Entering Unmasked Estep Score: -3836036.250000 Penalty: 512.543640 Iteration 0F: 2 clusters Score -3836036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39160 members Mstep: Class 2 contains 38858 members Entering Unmasked Estep Score: -3783302.500000 Penalty: 1025.087280 Iteration 0F: 3 clusters Score -3783302 nChanged 38041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41045 members Mstep: Class 2 contains 36973 members Entering Unmasked Estep Score: -3806283.750000 Penalty: 1025.087280 Iteration 1F: 3 clusters Score -3806284 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42277 members Mstep: Class 2 contains 35741 members Entering Unmasked Estep Score: -3807329.750000 Penalty: 1025.087280 Iteration 2Q: 3 clusters Score -3807330 nChanged 3250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44097 members Mstep: Class 2 contains 33921 members Entering Unmasked Estep Score: -3809077.750000 Penalty: 1025.087280 Iteration 3Q: 3 clusters Score -3809078 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46631 members Mstep: Class 2 contains 31387 members Entering Unmasked Estep Score: -3811911.750000 Penalty: 1025.087280 Iteration 4F: 3 clusters Score -3811912 nChanged 4585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49886 members Mstep: Class 2 contains 28132 members Entering Unmasked Estep Score: -3816016.250000 Penalty: 1025.087280 Iteration 5F: 3 clusters Score -3816016 nChanged 4911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53507 members Mstep: Class 2 contains 24511 members Entering Unmasked Estep Score: -3820895.500000 Penalty: 1025.087280 Iteration 6F: 3 clusters Score -3820896 nChanged 4573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56750 members Mstep: Class 2 contains 21268 members Entering Unmasked Estep Score: -3825096.500000 Penalty: 1025.087280 Iteration 7F: 3 clusters Score -3825096 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59445 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -3828248.250000 Penalty: 1025.087280 Iteration 8F: 3 clusters Score -3828248 nChanged 3352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61583 members Mstep: Class 2 contains 16435 members Entering Unmasked Estep Score: -3830380.750000 Penalty: 1025.087280 Iteration 9Q: 3 clusters Score -3830381 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63275 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -3831744.750000 Penalty: 1025.087280 Iteration 10Q: 3 clusters Score -3831745 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64695 members Mstep: Class 2 contains 13323 members Entering Unmasked Estep Score: -3832702.750000 Penalty: 1025.087280 Iteration 11Q: 3 clusters Score -3832703 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65942 members Mstep: Class 2 contains 12076 members Entering Unmasked Estep Score: -3833336.500000 Penalty: 1025.087280 Iteration 12Q: 3 clusters Score -3833336 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67008 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -3833755.500000 Penalty: 1025.087280 Iteration 13Q: 3 clusters Score -3833756 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67932 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -3834030.250000 Penalty: 1025.087280 Iteration 14Q: 3 clusters Score -3834030 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68770 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -3834234.250000 Penalty: 1025.087280 Iteration 15Q: 3 clusters Score -3834234 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69509 members Mstep: Class 2 contains 8509 members Entering Unmasked Estep Score: -3834391.250000 Penalty: 1025.087280 Iteration 16Q: 3 clusters Score -3834391 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70136 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -3834523.250000 Penalty: 1025.087280 Iteration 17Q: 3 clusters Score -3834523 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70694 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -3834636.500000 Penalty: 1025.087280 Iteration 18Q: 3 clusters Score -3834636 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71207 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -3834708.500000 Penalty: 1025.087280 Iteration 19Q: 3 clusters Score -3834708 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71674 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -3834799.250000 Penalty: 1025.087280 Iteration 20F: 3 clusters Score -3834799 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72107 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -3834869.250000 Penalty: 1025.087280 Iteration 21Q: 3 clusters Score -3834869 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72499 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -3834936.000000 Penalty: 1025.087280 Iteration 22Q: 3 clusters Score -3834936 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72873 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -3834985.250000 Penalty: 1025.087280 Iteration 23Q: 3 clusters Score -3834985 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73206 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -3835048.250000 Penalty: 1025.087280 Iteration 24Q: 3 clusters Score -3835048 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73530 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -3835105.250000 Penalty: 1025.087280 Iteration 25Q: 3 clusters Score -3835105 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73831 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -3835156.750000 Penalty: 1025.087280 Iteration 26Q: 3 clusters Score -3835157 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74120 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -3835220.250000 Penalty: 1025.087280 Iteration 27Q: 3 clusters Score -3835220 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74380 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -3835272.500000 Penalty: 1025.087280 Iteration 28Q: 3 clusters Score -3835272 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74607 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -3835308.500000 Penalty: 1025.087280 Iteration 29Q: 3 clusters Score -3835308 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74807 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -3835358.750000 Penalty: 1025.087280 Iteration 30Q: 3 clusters Score -3835359 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75005 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -3835396.000000 Penalty: 1025.087280 Iteration 31Q: 3 clusters Score -3835396 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75198 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -3835428.750000 Penalty: 1025.087280 Iteration 32Q: 3 clusters Score -3835429 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75365 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -3835457.500000 Penalty: 1025.087280 Iteration 33Q: 3 clusters Score -3835458 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75498 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -3835480.500000 Penalty: 1025.087280 Iteration 34Q: 3 clusters Score -3835480 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75619 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -3835490.250000 Penalty: 1025.087280 Iteration 35Q: 3 clusters Score -3835490 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75728 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -3835510.500000 Penalty: 1025.087280 Iteration 36Q: 3 clusters Score -3835510 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75826 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -3835535.750000 Penalty: 1025.087280 Iteration 37Q: 3 clusters Score -3835536 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75923 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -3835545.250000 Penalty: 1025.087280 Iteration 38Q: 3 clusters Score -3835545 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76009 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -3835573.250000 Penalty: 1025.087280 Iteration 39Q: 3 clusters Score -3835573 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76085 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -3835581.750000 Penalty: 1025.087280 Iteration 40F: 3 clusters Score -3835582 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76157 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -3835600.000000 Penalty: 1025.087280 Iteration 41Q: 3 clusters Score -3835600 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76219 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -3835606.000000 Penalty: 1025.087280 Iteration 42Q: 3 clusters Score -3835606 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76277 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -3835621.500000 Penalty: 1025.087280 Iteration 43Q: 3 clusters Score -3835622 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76322 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -3835633.750000 Penalty: 1025.087280 Iteration 44Q: 3 clusters Score -3835634 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76363 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -3835642.750000 Penalty: 1025.087280 Iteration 45Q: 3 clusters Score -3835643 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76401 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -3835646.000000 Penalty: 1025.087280 Iteration 46Q: 3 clusters Score -3835646 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76433 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -3835653.000000 Penalty: 1025.087280 Iteration 47Q: 3 clusters Score -3835653 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76462 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -3835658.750000 Penalty: 1025.087280 Iteration 48Q: 3 clusters Score -3835659 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76488 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -3835661.250000 Penalty: 1025.087280 Iteration 49Q: 3 clusters Score -3835661 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76505 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -3835660.250000 Penalty: 1025.087280 Iteration 50Q: 3 clusters Score -3835660 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76512 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -3835656.500000 Penalty: 1025.087280 Iteration 51Q: 3 clusters Score -3835656 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76525 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -3835661.750000 Penalty: 1025.087280 Iteration 52Q: 3 clusters Score -3835662 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76540 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -3835664.500000 Penalty: 1025.087280 Iteration 53Q: 3 clusters Score -3835664 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76553 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -3835665.000000 Penalty: 1025.087280 Iteration 54Q: 3 clusters Score -3835665 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76567 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -3835663.250000 Penalty: 1025.087280 Iteration 55Q: 3 clusters Score -3835663 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76576 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -3835665.000000 Penalty: 1025.087280 Iteration 56Q: 3 clusters Score -3835665 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76589 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -3835664.750000 Penalty: 1025.087280 Iteration 57Q: 3 clusters Score -3835665 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76596 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -3835664.500000 Penalty: 1025.087280 Iteration 58Q: 3 clusters Score -3835664 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76604 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -3835666.250000 Penalty: 1025.087280 Iteration 59Q: 3 clusters Score -3835666 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76619 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -3835670.500000 Penalty: 1025.087280 Iteration 60F: 3 clusters Score -3835670 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76636 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -3835672.750000 Penalty: 1025.087280 Iteration 61Q: 3 clusters Score -3835673 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76649 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -3835670.500000 Penalty: 1025.087280 Iteration 62Q: 3 clusters Score -3835670 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76659 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -3835674.250000 Penalty: 1025.087280 Iteration 63Q: 3 clusters Score -3835674 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76668 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -3835678.000000 Penalty: 1025.087280 Iteration 64Q: 3 clusters Score -3835678 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76680 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -3835676.500000 Penalty: 1025.087280 Iteration 65Q: 3 clusters Score -3835676 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76697 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -3835684.500000 Penalty: 1025.087280 Iteration 66Q: 3 clusters Score -3835684 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76705 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -3835686.750000 Penalty: 1025.087280 Iteration 67Q: 3 clusters Score -3835687 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76710 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -3835689.250000 Penalty: 1025.087280 Iteration 68Q: 3 clusters Score -3835689 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76712 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3835689.750000 Penalty: 1025.087280 Iteration 69Q: 3 clusters Score -3835690 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76712 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3835690.250000 Penalty: 1025.087280 Iteration 70Q: 3 clusters Score -3835690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76712 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3835690.000000 Penalty: 1025.087280 Iteration 71Q: 3 clusters Score -3835690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76711 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -3835690.000000 Penalty: 1025.087280 Iteration 72Q: 3 clusters Score -3835690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76712 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3835689.750000 Penalty: 1025.087280 Iteration 73Q: 3 clusters Score -3835690 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76712 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3835689.750000 Penalty: 1025.087280 Iteration 74F: 3 clusters Score -3835690 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (14665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14665 members Entering Unmasked Estep Score: -735228.062500 Penalty: 436.491455 Iteration 0F: 2 clusters Score -735228.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -725453.125000 Penalty: 872.982910 Iteration 0F: 3 clusters Score -725453.1 nChanged 6940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -729944.562500 Penalty: 872.982910 Iteration 1F: 3 clusters Score -729944.6 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -730650.375000 Penalty: 872.982910 Iteration 2F: 3 clusters Score -730650.4 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -731621.875000 Penalty: 872.982910 Iteration 3F: 3 clusters Score -731621.9 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -732809.375000 Penalty: 872.982910 Iteration 4F: 3 clusters Score -732809.4 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -733797.625000 Penalty: 872.982910 Iteration 5F: 3 clusters Score -733797.6 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -734241.875000 Penalty: 872.982910 Iteration 6Q: 3 clusters Score -734241.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -734399.562500 Penalty: 872.982910 Iteration 7Q: 3 clusters Score -734399.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -734498.562500 Penalty: 872.982910 Iteration 8Q: 3 clusters Score -734498.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 12601 members Entering Unmasked Estep Score: -734562.562500 Penalty: 872.982910 Iteration 9Q: 3 clusters Score -734562.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 12706 members Entering Unmasked Estep Score: -734618.062500 Penalty: 872.982910 Iteration 10Q: 3 clusters Score -734618.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -734665.062500 Penalty: 872.982910 Iteration 11Q: 3 clusters Score -734665.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -734703.625000 Penalty: 872.982910 Iteration 12Q: 3 clusters Score -734703.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -734732.000000 Penalty: 872.982910 Iteration 13Q: 3 clusters Score -734732 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -734751.125000 Penalty: 872.982910 Iteration 14Q: 3 clusters Score -734751.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -734771.312500 Penalty: 872.982910 Iteration 15Q: 3 clusters Score -734771.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -734781.812500 Penalty: 872.982910 Iteration 16Q: 3 clusters Score -734781.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -734789.000000 Penalty: 872.982910 Iteration 17Q: 3 clusters Score -734789 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -734793.937500 Penalty: 872.982910 Iteration 18Q: 3 clusters Score -734793.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -734797.937500 Penalty: 872.982910 Iteration 19Q: 3 clusters Score -734797.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 13335 members Entering Unmasked Estep Score: -734802.000000 Penalty: 872.982910 Iteration 20F: 3 clusters Score -734802 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -734802.000000 Penalty: 872.982910 Iteration 21Q: 3 clusters Score -734802 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -734806.625000 Penalty: 872.982910 Iteration 22Q: 3 clusters Score -734806.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -734808.625000 Penalty: 872.982910 Iteration 23Q: 3 clusters Score -734808.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 13428 members Entering Unmasked Estep Score: -734813.875000 Penalty: 872.982910 Iteration 24Q: 3 clusters Score -734813.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -734824.687500 Penalty: 872.982910 Iteration 25Q: 3 clusters Score -734824.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -734837.312500 Penalty: 872.982910 Iteration 26Q: 3 clusters Score -734837.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -734846.062500 Penalty: 872.982910 Iteration 27Q: 3 clusters Score -734846.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 13589 members Entering Unmasked Estep Score: -734852.250000 Penalty: 872.982910 Iteration 28Q: 3 clusters Score -734852.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -734857.625000 Penalty: 872.982910 Iteration 29Q: 3 clusters Score -734857.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -734865.062500 Penalty: 872.982910 Iteration 30Q: 3 clusters Score -734865.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 13681 members Entering Unmasked Estep Score: -734876.375000 Penalty: 872.982910 Iteration 31Q: 3 clusters Score -734876.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 13712 members Entering Unmasked Estep Score: -734884.187500 Penalty: 872.982910 Iteration 32Q: 3 clusters Score -734884.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -734889.000000 Penalty: 872.982910 Iteration 33Q: 3 clusters Score -734889 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 13757 members Entering Unmasked Estep Score: -734891.000000 Penalty: 872.982910 Iteration 34Q: 3 clusters Score -734891 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 13769 members Entering Unmasked Estep Score: -734894.437500 Penalty: 872.982910 Iteration 35Q: 3 clusters Score -734894.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 13781 members Entering Unmasked Estep Score: -734895.687500 Penalty: 872.982910 Iteration 36Q: 3 clusters Score -734895.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 13790 members Entering Unmasked Estep Score: -734897.250000 Penalty: 872.982910 Iteration 37Q: 3 clusters Score -734897.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 13801 members Entering Unmasked Estep Score: -734901.562500 Penalty: 872.982910 Iteration 38Q: 3 clusters Score -734901.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 13811 members Entering Unmasked Estep Score: -734903.500000 Penalty: 872.982910 Iteration 39Q: 3 clusters Score -734903.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 13818 members Entering Unmasked Estep Score: -734904.687500 Penalty: 872.982910 Iteration 40F: 3 clusters Score -734904.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 13827 members Entering Unmasked Estep Score: -734904.312500 Penalty: 872.982910 Iteration 41Q: 3 clusters Score -734904.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 13837 members Entering Unmasked Estep Score: -734904.500000 Penalty: 872.982910 Iteration 42Q: 3 clusters Score -734904.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 13847 members Entering Unmasked Estep Score: -734907.625000 Penalty: 872.982910 Iteration 43Q: 3 clusters Score -734907.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 13854 members Entering Unmasked Estep Score: -734907.937500 Penalty: 872.982910 Iteration 44Q: 3 clusters Score -734907.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -734909.687500 Penalty: 872.982910 Iteration 45Q: 3 clusters Score -734909.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -734912.437500 Penalty: 872.982910 Iteration 46Q: 3 clusters Score -734912.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 13879 members Entering Unmasked Estep Score: -734913.687500 Penalty: 872.982910 Iteration 47Q: 3 clusters Score -734913.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 13881 members Entering Unmasked Estep Score: -734913.250000 Penalty: 872.982910 Iteration 48Q: 3 clusters Score -734913.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -734915.187500 Penalty: 872.982910 Iteration 49Q: 3 clusters Score -734915.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 13891 members Entering Unmasked Estep Score: -734915.875000 Penalty: 872.982910 Iteration 50Q: 3 clusters Score -734915.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 13899 members Entering Unmasked Estep Score: -734917.312500 Penalty: 872.982910 Iteration 51Q: 3 clusters Score -734917.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 13902 members Entering Unmasked Estep Score: -734917.062500 Penalty: 872.982910 Iteration 52Q: 3 clusters Score -734917.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -734917.250000 Penalty: 872.982910 Iteration 53Q: 3 clusters Score -734917.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 13908 members Entering Unmasked Estep Score: -734916.812500 Penalty: 872.982910 Iteration 54Q: 3 clusters Score -734916.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 13911 members Entering Unmasked Estep Score: -734918.125000 Penalty: 872.982910 Iteration 55Q: 3 clusters Score -734918.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 13915 members Entering Unmasked Estep Score: -734918.687500 Penalty: 872.982910 Iteration 56Q: 3 clusters Score -734918.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 13922 members Entering Unmasked Estep Score: -734918.625000 Penalty: 872.982910 Iteration 57Q: 3 clusters Score -734918.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 13928 members Entering Unmasked Estep Score: -734919.625000 Penalty: 872.982910 Iteration 58Q: 3 clusters Score -734919.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 13933 members Entering Unmasked Estep Score: -734920.750000 Penalty: 872.982910 Iteration 59Q: 3 clusters Score -734920.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13939 members Entering Unmasked Estep Score: -734921.312500 Penalty: 872.982910 Iteration 60F: 3 clusters Score -734921.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 13944 members Entering Unmasked Estep Score: -734922.437500 Penalty: 872.982910 Iteration 61Q: 3 clusters Score -734922.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -734922.500000 Penalty: 872.982910 Iteration 62Q: 3 clusters Score -734922.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 13949 members Entering Unmasked Estep Score: -734923.000000 Penalty: 872.982910 Iteration 63Q: 3 clusters Score -734923 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 13954 members Entering Unmasked Estep Score: -734924.250000 Penalty: 872.982910 Iteration 64Q: 3 clusters Score -734924.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -734924.625000 Penalty: 872.982910 Iteration 65Q: 3 clusters Score -734924.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 13965 members Entering Unmasked Estep Score: -734926.062500 Penalty: 872.982910 Iteration 66Q: 3 clusters Score -734926.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -734927.812500 Penalty: 872.982910 Iteration 67Q: 3 clusters Score -734927.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 13974 members Entering Unmasked Estep Score: -734927.250000 Penalty: 872.982910 Iteration 68Q: 3 clusters Score -734927.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 13978 members Entering Unmasked Estep Score: -734927.187500 Penalty: 872.982910 Iteration 69Q: 3 clusters Score -734927.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 13980 members Entering Unmasked Estep Score: -734927.562500 Penalty: 872.982910 Iteration 70Q: 3 clusters Score -734927.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 13982 members Entering Unmasked Estep Score: -734927.500000 Penalty: 872.982910 Iteration 71Q: 3 clusters Score -734927.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 13984 members Entering Unmasked Estep Score: -734929.375000 Penalty: 872.982910 Iteration 72Q: 3 clusters Score -734929.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -734929.687500 Penalty: 872.982910 Iteration 73Q: 3 clusters Score -734929.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -734929.687500 Penalty: 872.982910 Iteration 74F: 3 clusters Score -734929.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (7585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Entering Unmasked Estep Score: -348553.437500 Penalty: 406.493713 Iteration 0F: 2 clusters Score -348553.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -343454.718750 Penalty: 812.987427 Iteration 0F: 3 clusters Score -343454.7 nChanged 3596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -345494.437500 Penalty: 812.987427 Iteration 1F: 3 clusters Score -345494.4 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -345807.375000 Penalty: 812.987427 Iteration 2F: 3 clusters Score -345807.4 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -346209.718750 Penalty: 812.987427 Iteration 3F: 3 clusters Score -346209.7 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -346640.343750 Penalty: 812.987427 Iteration 4F: 3 clusters Score -346640.3 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -347078.125000 Penalty: 812.987427 Iteration 5F: 3 clusters Score -347078.1 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -347443.250000 Penalty: 812.987427 Iteration 6F: 3 clusters Score -347443.2 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -347703.250000 Penalty: 812.987427 Iteration 7Q: 3 clusters Score -347703.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -347860.156250 Penalty: 812.987427 Iteration 8Q: 3 clusters Score -347860.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -347959.250000 Penalty: 812.987427 Iteration 9Q: 3 clusters Score -347959.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -348030.687500 Penalty: 812.987427 Iteration 10Q: 3 clusters Score -348030.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -348066.031250 Penalty: 812.987427 Iteration 11Q: 3 clusters Score -348066 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -348082.312500 Penalty: 812.987427 Iteration 12Q: 3 clusters Score -348082.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -348096.781250 Penalty: 812.987427 Iteration 13Q: 3 clusters Score -348096.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -348106.750000 Penalty: 812.987427 Iteration 14Q: 3 clusters Score -348106.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -348109.312500 Penalty: 812.987427 Iteration 15Q: 3 clusters Score -348109.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -348113.406250 Penalty: 812.987427 Iteration 16Q: 3 clusters Score -348113.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -348117.437500 Penalty: 812.987427 Iteration 17Q: 3 clusters Score -348117.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -348119.750000 Penalty: 812.987427 Iteration 18Q: 3 clusters Score -348119.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -348122.718750 Penalty: 812.987427 Iteration 19Q: 3 clusters Score -348122.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -348126.468750 Penalty: 812.987427 Iteration 20F: 3 clusters Score -348126.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -348133.250000 Penalty: 812.987427 Iteration 21Q: 3 clusters Score -348133.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -348140.875000 Penalty: 812.987427 Iteration 22Q: 3 clusters Score -348140.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -348158.781250 Penalty: 812.987427 Iteration 23Q: 3 clusters Score -348158.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -348184.343750 Penalty: 812.987427 Iteration 24Q: 3 clusters Score -348184.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -348211.062500 Penalty: 812.987427 Iteration 25Q: 3 clusters Score -348211.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -348251.562500 Penalty: 812.987427 Iteration 26Q: 3 clusters Score -348251.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -348292.812500 Penalty: 812.987427 Iteration 27Q: 3 clusters Score -348292.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 7354 members Entering Unmasked Estep Score: -348319.687500 Penalty: 812.987427 Iteration 28Q: 3 clusters Score -348319.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -348358.062500 Penalty: 812.987427 Iteration 29Q: 3 clusters Score -348358.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -348393.843750 Penalty: 812.987427 Iteration 30Q: 3 clusters Score -348393.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -348418.031250 Penalty: 812.987427 Iteration 31Q: 3 clusters Score -348418 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -348423.843750 Penalty: 812.987427 Iteration 32Q: 3 clusters Score -348423.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -348427.187500 Penalty: 812.987427 Iteration 33Q: 3 clusters Score -348427.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -348429.406250 Penalty: 812.987427 Iteration 34Q: 3 clusters Score -348429.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -348429.625000 Penalty: 812.987427 Iteration 35Q: 3 clusters Score -348429.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -348467.187500 Penalty: 812.987427 Iteration 36F: 3 clusters Score -348467.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -348501.312500 Penalty: 812.987427 Iteration 37Q: 3 clusters Score -348501.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -348521.187500 Penalty: 812.987427 Iteration 38Q: 3 clusters Score -348521.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -348530.093750 Penalty: 812.987427 Iteration 39Q: 3 clusters Score -348530.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -348536.843750 Penalty: 812.987427 Iteration 40F: 3 clusters Score -348536.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -348537.312500 Penalty: 812.987427 Iteration 41Q: 3 clusters Score -348537.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -348537.218750 Penalty: 812.987427 Iteration 42Q: 3 clusters Score -348537.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -348537.218750 Penalty: 812.987427 Iteration 43F: 3 clusters Score -348537.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Entering Unmasked Estep Score: -78422.304688 Penalty: 336.393463 Iteration 0F: 2 clusters Score -78422.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -77224.789062 Penalty: 672.786926 Iteration 0F: 3 clusters Score -77224.79 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -77624.851562 Penalty: 672.786926 Iteration 1F: 3 clusters Score -77624.85 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -77673.593750 Penalty: 672.786926 Iteration 2F: 3 clusters Score -77673.59 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -77717.906250 Penalty: 672.786926 Iteration 3Q: 3 clusters Score -77717.91 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -77752.109375 Penalty: 672.786926 Iteration 4Q: 3 clusters Score -77752.11 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -77777.171875 Penalty: 672.786926 Iteration 5Q: 3 clusters Score -77777.17 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -77797.656250 Penalty: 672.786926 Iteration 6Q: 3 clusters Score -77797.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -77826.343750 Penalty: 672.786926 Iteration 7Q: 3 clusters Score -77826.34 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -77851.148438 Penalty: 672.786926 Iteration 8Q: 3 clusters Score -77851.15 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -77871.062500 Penalty: 672.786926 Iteration 9Q: 3 clusters Score -77871.06 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -77891.585938 Penalty: 672.786926 Iteration 10Q: 3 clusters Score -77891.59 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -77911.726562 Penalty: 672.786926 Iteration 11Q: 3 clusters Score -77911.73 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -77933.921875 Penalty: 672.786926 Iteration 12Q: 3 clusters Score -77933.92 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -77956.125000 Penalty: 672.786926 Iteration 13Q: 3 clusters Score -77956.12 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -77977.859375 Penalty: 672.786926 Iteration 14Q: 3 clusters Score -77977.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -77996.656250 Penalty: 672.786926 Iteration 15Q: 3 clusters Score -77996.66 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -78014.460938 Penalty: 672.786926 Iteration 16Q: 3 clusters Score -78014.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -78026.500000 Penalty: 672.786926 Iteration 17Q: 3 clusters Score -78026.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -78039.289062 Penalty: 672.786926 Iteration 18Q: 3 clusters Score -78039.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -78046.148438 Penalty: 672.786926 Iteration 19Q: 3 clusters Score -78046.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -78048.343750 Penalty: 672.786926 Iteration 20F: 3 clusters Score -78048.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -78050.242188 Penalty: 672.786926 Iteration 21Q: 3 clusters Score -78050.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -78051.328125 Penalty: 672.786926 Iteration 22Q: 3 clusters Score -78051.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -78052.507812 Penalty: 672.786926 Iteration 23Q: 3 clusters Score -78052.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -78052.992188 Penalty: 672.786926 Iteration 24Q: 3 clusters Score -78052.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -78052.992188 Penalty: 672.786926 Iteration 25F: 3 clusters Score -78052.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Entering Unmasked Estep Score: -60957.652344 Penalty: 334.942566 Iteration 0F: 2 clusters Score -60957.65 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 784 members Entering Unmasked Estep Score: -59826.230469 Penalty: 669.885132 Iteration 0F: 3 clusters Score -59826.23 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -60806.554688 Penalty: 669.885132 Iteration 1F: 3 clusters Score -60806.55 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -61134.011719 Penalty: 669.885132 Iteration 2F: 3 clusters Score -61134.01 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -61408.660156 Penalty: 669.885132 Iteration 3F: 3 clusters Score -61408.66 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -61691.734375 Penalty: 669.885132 Iteration 4F: 3 clusters Score -61691.73 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -62034.218750 Penalty: 669.885132 Iteration 5F: 3 clusters Score -62034.22 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -62819.996094 Penalty: 669.885132 Iteration 6F: 3 clusters Score -62820 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -63498.078125 Penalty: 669.885132 Iteration 7F: 3 clusters Score -63498.08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -63748.207031 Penalty: 669.885132 Iteration 8Q: 3 clusters Score -63748.21 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -63972.343750 Penalty: 669.885132 Iteration 9Q: 3 clusters Score -63972.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -63973.726562 Penalty: 669.885132 Iteration 10Q: 3 clusters Score -63973.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -63973.726562 Penalty: 669.885132 Iteration 11F: 3 clusters Score -63973.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 97041 members Mstep: Class 3 contains 78018 members Mstep: Class 4 contains 14665 members Mstep: Class 7 contains 7585 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 878 members Mstep: Class 11 contains 587 members Mstep: Class 12 contains 117781 members Mstep: Class 14 contains 4596 members Mstep: Class 15 contains 5140 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 28073 members Mstep: Class 19 contains 147350 members Entering Unmasked Estep Score: -24255702.000000 Penalty: 8366.168945 Splitting cluster 10 changes total score from -24252532.000000 to -24255702.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 11 (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: -22912.261719 Penalty: 290.063629 Iteration 0F: 2 clusters Score -22912.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -22403.703125 Penalty: 580.127258 Iteration 0F: 3 clusters Score -22403.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -22678.248047 Penalty: 580.127258 Iteration 1F: 3 clusters Score -22678.25 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -22757.363281 Penalty: 580.127258 Iteration 2F: 3 clusters Score -22757.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -22792.597656 Penalty: 580.127258 Iteration 3Q: 3 clusters Score -22792.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -22850.564453 Penalty: 580.127258 Iteration 4Q: 3 clusters Score -22850.56 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -22953.755859 Penalty: 580.127258 Iteration 5F: 3 clusters Score -22953.76 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -23161.300781 Penalty: 580.127258 Iteration 6F: 3 clusters Score -23161.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -23499.626953 Penalty: 580.127258 Iteration 7F: 3 clusters Score -23499.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -23542.242188 Penalty: 580.127258 Iteration 8Q: 3 clusters Score -23542.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -23548.941406 Penalty: 580.127258 Iteration 9Q: 3 clusters Score -23548.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -23567.457031 Penalty: 580.127258 Iteration 10Q: 3 clusters Score -23567.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -23576.685547 Penalty: 580.127258 Iteration 11Q: 3 clusters Score -23576.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -23579.240234 Penalty: 580.127258 Iteration 12Q: 3 clusters Score -23579.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -23579.240234 Penalty: 580.127258 Iteration 13F: 3 clusters Score -23579.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 97041 members Mstep: Class 3 contains 78018 members Mstep: Class 4 contains 14665 members Mstep: Class 5 contains 134 members Mstep: Class 7 contains 7585 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 878 members Mstep: Class 11 contains 453 members Mstep: Class 12 contains 117781 members Mstep: Class 14 contains 4596 members Mstep: Class 15 contains 5140 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 28073 members Mstep: Class 19 contains 147350 members Entering Unmasked Estep Score: -24256070.000000 Penalty: 8963.752930 Splitting cluster 11 changes total score from -24252532.000000 to -24256070.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 12 (117781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117781 members Entering Unmasked Estep Score: -6021737.000000 Penalty: 531.284485 Iteration 0F: 2 clusters Score -6021737 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58803 members Mstep: Class 2 contains 58978 members Entering Unmasked Estep Score: -5943300.500000 Penalty: 1062.568970 Iteration 0F: 3 clusters Score -5943300 nChanged 57799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55642 members Mstep: Class 2 contains 62139 members Entering Unmasked Estep Score: -5977869.500000 Penalty: 1062.568970 Iteration 1F: 3 clusters Score -5977870 nChanged 4565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54057 members Mstep: Class 2 contains 63724 members Entering Unmasked Estep Score: -5979423.500000 Penalty: 1062.568970 Iteration 2Q: 3 clusters Score -5979424 nChanged 5393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51694 members Mstep: Class 2 contains 66087 members Entering Unmasked Estep Score: -5982103.500000 Penalty: 1062.568970 Iteration 3Q: 3 clusters Score -5982104 nChanged 6580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48414 members Mstep: Class 2 contains 69367 members Entering Unmasked Estep Score: -5986614.500000 Penalty: 1062.568970 Iteration 4F: 3 clusters Score -5986614 nChanged 7619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44527 members Mstep: Class 2 contains 73254 members Entering Unmasked Estep Score: -5992950.500000 Penalty: 1062.568970 Iteration 5F: 3 clusters Score -5992950 nChanged 7518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41175 members Mstep: Class 2 contains 76606 members Entering Unmasked Estep Score: -5998482.000000 Penalty: 1062.568970 Iteration 6F: 3 clusters Score -5998482 nChanged 6024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38681 members Mstep: Class 2 contains 79100 members Entering Unmasked Estep Score: -6001436.000000 Penalty: 1062.568970 Iteration 7F: 3 clusters Score -6001436 nChanged 3987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36582 members Mstep: Class 2 contains 81199 members Entering Unmasked Estep Score: -6002706.500000 Penalty: 1062.568970 Iteration 8Q: 3 clusters Score -6002706 nChanged 2660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34484 members Mstep: Class 2 contains 83297 members Entering Unmasked Estep Score: -6003458.500000 Penalty: 1062.568970 Iteration 9Q: 3 clusters Score -6003458 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32215 members Mstep: Class 2 contains 85566 members Entering Unmasked Estep Score: -6004164.500000 Penalty: 1062.568970 Iteration 10Q: 3 clusters Score -6004164 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29787 members Mstep: Class 2 contains 87994 members Entering Unmasked Estep Score: -6004988.500000 Penalty: 1062.568970 Iteration 11Q: 3 clusters Score -6004988 nChanged 2630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27157 members Mstep: Class 2 contains 90624 members Entering Unmasked Estep Score: -6005983.500000 Penalty: 1062.568970 Iteration 12Q: 3 clusters Score -6005984 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24321 members Mstep: Class 2 contains 93460 members Entering Unmasked Estep Score: -6007086.000000 Penalty: 1062.568970 Iteration 13Q: 3 clusters Score -6007086 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21446 members Mstep: Class 2 contains 96335 members Entering Unmasked Estep Score: -6008428.500000 Penalty: 1062.568970 Iteration 14Q: 3 clusters Score -6008428 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18453 members Mstep: Class 2 contains 99328 members Entering Unmasked Estep Score: -6009854.000000 Penalty: 1062.568970 Iteration 15Q: 3 clusters Score -6009854 nChanged 3049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15404 members Mstep: Class 2 contains 102377 members Entering Unmasked Estep Score: -6011359.000000 Penalty: 1062.568970 Iteration 16Q: 3 clusters Score -6011359 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12391 members Mstep: Class 2 contains 105390 members Entering Unmasked Estep Score: -6012993.500000 Penalty: 1062.568970 Iteration 17Q: 3 clusters Score -6012994 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9600 members Mstep: Class 2 contains 108181 members Entering Unmasked Estep Score: -6014664.000000 Penalty: 1062.568970 Iteration 18Q: 3 clusters Score -6014664 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 110589 members Entering Unmasked Estep Score: -6016117.500000 Penalty: 1062.568970 Iteration 19Q: 3 clusters Score -6016118 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 112640 members Entering Unmasked Estep Score: -6017472.500000 Penalty: 1062.568970 Iteration 20F: 3 clusters Score -6017472 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 114308 members Entering Unmasked Estep Score: -6018562.500000 Penalty: 1062.568970 Iteration 21Q: 3 clusters Score -6018562 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 115594 members Entering Unmasked Estep Score: -6019521.000000 Penalty: 1062.568970 Iteration 22Q: 3 clusters Score -6019521 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 116560 members Entering Unmasked Estep Score: -6020297.000000 Penalty: 1062.568970 Iteration 23Q: 3 clusters Score -6020297 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 117206 members Entering Unmasked Estep Score: -6020784.000000 Penalty: 1062.568970 Iteration 24Q: 3 clusters Score -6020784 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 117523 members Entering Unmasked Estep Score: -6021043.500000 Penalty: 1062.568970 Iteration 25Q: 3 clusters Score -6021044 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 117638 members Entering Unmasked Estep Score: -6021168.000000 Penalty: 1062.568970 Iteration 26Q: 3 clusters Score -6021168 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 117682 members Entering Unmasked Estep Score: -6021197.000000 Penalty: 1062.568970 Iteration 27Q: 3 clusters Score -6021197 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 117696 members Entering Unmasked Estep Score: -6021218.000000 Penalty: 1062.568970 Iteration 28Q: 3 clusters Score -6021218 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 117709 members Entering Unmasked Estep Score: -6021234.000000 Penalty: 1062.568970 Iteration 29Q: 3 clusters Score -6021234 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 117721 members Entering Unmasked Estep Score: -6021248.000000 Penalty: 1062.568970 Iteration 30Q: 3 clusters Score -6021248 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 117728 members Entering Unmasked Estep Score: -6021257.000000 Penalty: 1062.568970 Iteration 31Q: 3 clusters Score -6021257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 117730 members Entering Unmasked Estep Score: -6021261.500000 Penalty: 1062.568970 Iteration 32Q: 3 clusters Score -6021262 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 117731 members Entering Unmasked Estep Score: -6021262.000000 Penalty: 1062.568970 Iteration 33Q: 3 clusters Score -6021262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 117731 members Entering Unmasked Estep Score: -6021262.000000 Penalty: 1062.568970 Iteration 34F: 3 clusters Score -6021262 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Entering Unmasked Estep Score: -222911.750000 Penalty: 383.698822 Iteration 0F: 2 clusters Score -222911.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -219772.203125 Penalty: 767.397644 Iteration 0F: 3 clusters Score -219772.2 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -222374.921875 Penalty: 767.397644 Iteration 1F: 3 clusters Score -222374.9 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -224363.500000 Penalty: 767.397644 Iteration 2F: 3 clusters Score -224363.5 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -225250.500000 Penalty: 767.397644 Iteration 3F: 3 clusters Score -225250.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -225460.843750 Penalty: 767.397644 Iteration 4Q: 3 clusters Score -225460.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -225508.250000 Penalty: 767.397644 Iteration 5Q: 3 clusters Score -225508.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -225540.968750 Penalty: 767.397644 Iteration 6Q: 3 clusters Score -225541 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -225556.312500 Penalty: 767.397644 Iteration 7Q: 3 clusters Score -225556.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -225563.468750 Penalty: 767.397644 Iteration 8Q: 3 clusters Score -225563.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -225567.359375 Penalty: 767.397644 Iteration 9Q: 3 clusters Score -225567.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -225572.343750 Penalty: 767.397644 Iteration 10Q: 3 clusters Score -225572.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -225574.531250 Penalty: 767.397644 Iteration 11Q: 3 clusters Score -225574.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -225574.406250 Penalty: 767.397644 Iteration 12Q: 3 clusters Score -225574.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -225574.406250 Penalty: 767.397644 Iteration 13F: 3 clusters Score -225574.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 97041 members Mstep: Class 3 contains 78018 members Mstep: Class 4 contains 14665 members Mstep: Class 5 contains 134 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 7585 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 878 members Mstep: Class 11 contains 453 members Mstep: Class 12 contains 117781 members Mstep: Class 14 contains 3895 members Mstep: Class 15 contains 5140 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 28073 members Mstep: Class 19 contains 147350 members Entering Unmasked Estep Score: -24258534.000000 Penalty: 9561.335938 Splitting cluster 14 changes total score from -24252532.000000 to -24258534.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 15 (5140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Entering Unmasked Estep Score: -232879.671875 Penalty: 388.788788 Iteration 0F: 2 clusters Score -232879.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -229398.562500 Penalty: 777.577576 Iteration 0F: 3 clusters Score -229398.6 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -231001.953125 Penalty: 777.577576 Iteration 1F: 3 clusters Score -231002 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -231294.765625 Penalty: 777.577576 Iteration 2F: 3 clusters Score -231294.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -231524.203125 Penalty: 777.577576 Iteration 3F: 3 clusters Score -231524.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -231657.343750 Penalty: 777.577576 Iteration 4F: 3 clusters Score -231657.3 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -231762.109375 Penalty: 777.577576 Iteration 5Q: 3 clusters Score -231762.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -231837.968750 Penalty: 777.577576 Iteration 6Q: 3 clusters Score -231838 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -231893.375000 Penalty: 777.577576 Iteration 7Q: 3 clusters Score -231893.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -231935.437500 Penalty: 777.577576 Iteration 8Q: 3 clusters Score -231935.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -231975.406250 Penalty: 777.577576 Iteration 9Q: 3 clusters Score -231975.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -232017.625000 Penalty: 777.577576 Iteration 10Q: 3 clusters Score -232017.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -232058.437500 Penalty: 777.577576 Iteration 11Q: 3 clusters Score -232058.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -232112.968750 Penalty: 777.577576 Iteration 12Q: 3 clusters Score -232113 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -232161.640625 Penalty: 777.577576 Iteration 13Q: 3 clusters Score -232161.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -232201.343750 Penalty: 777.577576 Iteration 14Q: 3 clusters Score -232201.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -232245.156250 Penalty: 777.577576 Iteration 15Q: 3 clusters Score -232245.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -232296.609375 Penalty: 777.577576 Iteration 16Q: 3 clusters Score -232296.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -232342.734375 Penalty: 777.577576 Iteration 17Q: 3 clusters Score -232342.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -232395.828125 Penalty: 777.577576 Iteration 18Q: 3 clusters Score -232395.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -232445.515625 Penalty: 777.577576 Iteration 19Q: 3 clusters Score -232445.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -232494.140625 Penalty: 777.577576 Iteration 20F: 3 clusters Score -232494.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -232549.484375 Penalty: 777.577576 Iteration 21Q: 3 clusters Score -232549.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -232589.921875 Penalty: 777.577576 Iteration 22Q: 3 clusters Score -232589.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -232633.437500 Penalty: 777.577576 Iteration 23Q: 3 clusters Score -232633.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -232662.921875 Penalty: 777.577576 Iteration 24Q: 3 clusters Score -232662.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -232689.406250 Penalty: 777.577576 Iteration 25Q: 3 clusters Score -232689.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -232714.593750 Penalty: 777.577576 Iteration 26Q: 3 clusters Score -232714.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -232738.062500 Penalty: 777.577576 Iteration 27Q: 3 clusters Score -232738.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -232777.937500 Penalty: 777.577576 Iteration 28Q: 3 clusters Score -232777.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -232844.500000 Penalty: 777.577576 Iteration 29Q: 3 clusters Score -232844.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -232928.250000 Penalty: 777.577576 Iteration 30Q: 3 clusters Score -232928.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -232999.968750 Penalty: 777.577576 Iteration 31Q: 3 clusters Score -233000 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -233037.875000 Penalty: 777.577576 Iteration 32Q: 3 clusters Score -233037.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -233051.765625 Penalty: 777.577576 Iteration 33Q: 3 clusters Score -233051.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -233057.921875 Penalty: 777.577576 Iteration 34Q: 3 clusters Score -233057.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -233062.437500 Penalty: 777.577576 Iteration 35Q: 3 clusters Score -233062.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -233064.437500 Penalty: 777.577576 Iteration 36Q: 3 clusters Score -233064.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4683 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -233065.937500 Penalty: 777.577576 Iteration 37Q: 3 clusters Score -233065.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -233066.781250 Penalty: 777.577576 Iteration 38Q: 3 clusters Score -233066.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -233067.312500 Penalty: 777.577576 Iteration 39Q: 3 clusters Score -233067.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -233068.218750 Penalty: 777.577576 Iteration 40F: 3 clusters Score -233068.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 97041 members Mstep: Class 3 contains 78018 members Mstep: Class 4 contains 14665 members Mstep: Class 5 contains 134 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 7585 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 878 members Mstep: Class 11 contains 453 members Mstep: Class 12 contains 117781 members Mstep: Class 14 contains 3895 members Mstep: Class 15 contains 4675 members Mstep: Class 17 contains 1497 members Mstep: Class 18 contains 28073 members Mstep: Class 19 contains 147350 members Entering Unmasked Estep Score: -24258532.000000 Penalty: 10158.919922 Splitting cluster 15 changes total score from -24252532.000000 to -24258532.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 17 (1497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Entering Unmasked Estep Score: -55809.113281 Penalty: 332.660431 Iteration 0F: 2 clusters Score -55809.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -54754.164062 Penalty: 665.320862 Iteration 0F: 3 clusters Score -54754.16 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -55638.996094 Penalty: 665.320862 Iteration 1F: 3 clusters Score -55639 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -55952.316406 Penalty: 665.320862 Iteration 2F: 3 clusters Score -55952.32 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -56317.910156 Penalty: 665.320862 Iteration 3F: 3 clusters Score -56317.91 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -56656.054688 Penalty: 665.320862 Iteration 4F: 3 clusters Score -56656.05 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -57007.621094 Penalty: 665.320862 Iteration 5F: 3 clusters Score -57007.62 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -57405.847656 Penalty: 665.320862 Iteration 6Q: 3 clusters Score -57405.85 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -57673.976562 Penalty: 665.320862 Iteration 7Q: 3 clusters Score -57673.98 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -57965.906250 Penalty: 665.320862 Iteration 8Q: 3 clusters Score -57965.91 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -58089.527344 Penalty: 665.320862 Iteration 9Q: 3 clusters Score -58089.53 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -58191.003906 Penalty: 665.320862 Iteration 10Q: 3 clusters Score -58191 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -58259.660156 Penalty: 665.320862 Iteration 11Q: 3 clusters Score -58259.66 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -58307.515625 Penalty: 665.320862 Iteration 12Q: 3 clusters Score -58307.52 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -58343.445312 Penalty: 665.320862 Iteration 13Q: 3 clusters Score -58343.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -58389.398438 Penalty: 665.320862 Iteration 14Q: 3 clusters Score -58389.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -58468.863281 Penalty: 665.320862 Iteration 15Q: 3 clusters Score -58468.86 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -58561.222656 Penalty: 665.320862 Iteration 16Q: 3 clusters Score -58561.22 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -58605.464844 Penalty: 665.320862 Iteration 17Q: 3 clusters Score -58605.46 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -58670.523438 Penalty: 665.320862 Iteration 18Q: 3 clusters Score -58670.52 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -58809.753906 Penalty: 665.320862 Iteration 19Q: 3 clusters Score -58809.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -58858.441406 Penalty: 665.320862 Iteration 20F: 3 clusters Score -58858.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 97041 members Mstep: Class 3 contains 78018 members Mstep: Class 4 contains 14665 members Mstep: Class 5 contains 134 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 7585 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 878 members Mstep: Class 11 contains 453 members Mstep: Class 12 contains 117781 members Mstep: Class 13 contains 931 members Mstep: Class 14 contains 3895 members Mstep: Class 15 contains 4675 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 28073 members Mstep: Class 19 contains 147350 members Entering Unmasked Estep Score: -24261322.000000 Penalty: 10756.502930 Splitting cluster 17 changes total score from -24252532.000000 to -24261322.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 18 (28073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28073 members Entering Unmasked Estep Score: -1302050.000000 Penalty: 466.036621 Iteration 0F: 2 clusters Score -1302050 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -1283140.125000 Penalty: 932.073242 Iteration 0F: 3 clusters Score -1283140 nChanged 13511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 13824 members Entering Unmasked Estep Score: -1291810.875000 Penalty: 932.073242 Iteration 1F: 3 clusters Score -1291811 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -1292905.500000 Penalty: 932.073242 Iteration 2F: 3 clusters Score -1292906 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15991 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -1294410.000000 Penalty: 932.073242 Iteration 3F: 3 clusters Score -1294410 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17147 members Mstep: Class 2 contains 10926 members Entering Unmasked Estep Score: -1295851.500000 Penalty: 932.073242 Iteration 4F: 3 clusters Score -1295852 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 9781 members Entering Unmasked Estep Score: -1297031.250000 Penalty: 932.073242 Iteration 5F: 3 clusters Score -1297031 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19321 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -1297826.250000 Penalty: 932.073242 Iteration 6F: 3 clusters Score -1297826 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20231 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -1298376.500000 Penalty: 932.073242 Iteration 7Q: 3 clusters Score -1298376 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21011 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -1298766.750000 Penalty: 932.073242 Iteration 8Q: 3 clusters Score -1298767 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21776 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1299130.250000 Penalty: 932.073242 Iteration 9Q: 3 clusters Score -1299130 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22480 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1299454.375000 Penalty: 932.073242 Iteration 10Q: 3 clusters Score -1299454 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23180 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1299802.125000 Penalty: 932.073242 Iteration 11Q: 3 clusters Score -1299802 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23909 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1300232.875000 Penalty: 932.073242 Iteration 12Q: 3 clusters Score -1300233 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24603 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1300801.125000 Penalty: 932.073242 Iteration 13Q: 3 clusters Score -1300801 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25194 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1301479.375000 Penalty: 932.073242 Iteration 14Q: 3 clusters Score -1301479 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25546 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1301997.375000 Penalty: 932.073242 Iteration 15Q: 3 clusters Score -1301997 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25777 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1302264.125000 Penalty: 932.073242 Iteration 16Q: 3 clusters Score -1302264 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25962 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1302338.625000 Penalty: 932.073242 Iteration 17Q: 3 clusters Score -1302339 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26102 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -1302382.375000 Penalty: 932.073242 Iteration 18Q: 3 clusters Score -1302382 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26205 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1302404.375000 Penalty: 932.073242 Iteration 19Q: 3 clusters Score -1302404 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26277 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1302415.375000 Penalty: 932.073242 Iteration 20F: 3 clusters Score -1302415 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26336 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1302426.000000 Penalty: 932.073242 Iteration 21Q: 3 clusters Score -1302426 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26385 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1302433.250000 Penalty: 932.073242 Iteration 22Q: 3 clusters Score -1302433 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26424 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1302442.625000 Penalty: 932.073242 Iteration 23Q: 3 clusters Score -1302443 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26455 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -1302443.750000 Penalty: 932.073242 Iteration 24Q: 3 clusters Score -1302444 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26483 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1302444.000000 Penalty: 932.073242 Iteration 25Q: 3 clusters Score -1302444 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26498 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1302442.000000 Penalty: 932.073242 Iteration 26Q: 3 clusters Score -1302442 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26512 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -1302445.000000 Penalty: 932.073242 Iteration 27Q: 3 clusters Score -1302445 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26522 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -1302446.000000 Penalty: 932.073242 Iteration 28Q: 3 clusters Score -1302446 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26531 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1302447.500000 Penalty: 932.073242 Iteration 29Q: 3 clusters Score -1302448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26536 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -1302449.000000 Penalty: 932.073242 Iteration 30Q: 3 clusters Score -1302449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26538 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1302449.125000 Penalty: 932.073242 Iteration 31Q: 3 clusters Score -1302449 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26541 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -1302449.625000 Penalty: 932.073242 Iteration 32Q: 3 clusters Score -1302450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26543 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -1302450.250000 Penalty: 932.073242 Iteration 33Q: 3 clusters Score -1302450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26547 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -1302449.500000 Penalty: 932.073242 Iteration 34Q: 3 clusters Score -1302450 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26552 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1302449.375000 Penalty: 932.073242 Iteration 35Q: 3 clusters Score -1302449 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26558 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1302452.500000 Penalty: 932.073242 Iteration 36Q: 3 clusters Score -1302452 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26573 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1302453.750000 Penalty: 932.073242 Iteration 37Q: 3 clusters Score -1302454 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26590 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1302454.500000 Penalty: 932.073242 Iteration 38Q: 3 clusters Score -1302454 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26604 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -1302458.875000 Penalty: 932.073242 Iteration 39Q: 3 clusters Score -1302459 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26624 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1302460.250000 Penalty: 932.073242 Iteration 40F: 3 clusters Score -1302460 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1302461.750000 Penalty: 932.073242 Iteration 41Q: 3 clusters Score -1302462 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26658 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -1302463.500000 Penalty: 932.073242 Iteration 42Q: 3 clusters Score -1302464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26665 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1302463.500000 Penalty: 932.073242 Iteration 43Q: 3 clusters Score -1302464 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26671 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -1302461.000000 Penalty: 932.073242 Iteration 44Q: 3 clusters Score -1302461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26675 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1302463.000000 Penalty: 932.073242 Iteration 45Q: 3 clusters Score -1302463 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26682 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -1302462.500000 Penalty: 932.073242 Iteration 46Q: 3 clusters Score -1302462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26685 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1302463.375000 Penalty: 932.073242 Iteration 47Q: 3 clusters Score -1302463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26687 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1302463.750000 Penalty: 932.073242 Iteration 48Q: 3 clusters Score -1302464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26687 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1302463.750000 Penalty: 932.073242 Iteration 49F: 3 clusters Score -1302464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 97041 members Mstep: Class 3 contains 78018 members Mstep: Class 4 contains 14665 members Mstep: Class 5 contains 134 members Mstep: Class 6 contains 701 members Mstep: Class 7 contains 7585 members Mstep: Class 8 contains 465 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 878 members Mstep: Class 11 contains 453 members Mstep: Class 12 contains 117781 members Mstep: Class 13 contains 931 members Mstep: Class 14 contains 3895 members Mstep: Class 15 contains 4675 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 26687 members Mstep: Class 19 contains 147350 members Entering Unmasked Estep Score: -24261504.000000 Penalty: 11354.086914 Splitting cluster 18 changes total score from -24252532.000000 to -24261504.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 19 (147350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147350 members Entering Unmasked Estep Score: -7274597.000000 Penalty: 541.475769 Iteration 0F: 2 clusters Score -7274597 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73632 members Mstep: Class 2 contains 73718 members Entering Unmasked Estep Score: -7175323.000000 Penalty: 1082.951538 Iteration 0F: 3 clusters Score -7175323 nChanged 72083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71671 members Mstep: Class 2 contains 75679 members Entering Unmasked Estep Score: -7218185.000000 Penalty: 1082.951538 Iteration 1F: 3 clusters Score -7218185 nChanged 4246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70043 members Mstep: Class 2 contains 77307 members Entering Unmasked Estep Score: -7218983.500000 Penalty: 1082.951538 Iteration 2Q: 3 clusters Score -7218984 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67527 members Mstep: Class 2 contains 79823 members Entering Unmasked Estep Score: -7220190.000000 Penalty: 1082.951538 Iteration 3Q: 3 clusters Score -7220190 nChanged 5621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63578 members Mstep: Class 2 contains 83772 members Entering Unmasked Estep Score: -7221933.500000 Penalty: 1082.951538 Iteration 4Q: 3 clusters Score -7221934 nChanged 6947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57817 members Mstep: Class 2 contains 89533 members Entering Unmasked Estep Score: -7224888.500000 Penalty: 1082.951538 Iteration 5Q: 3 clusters Score -7224888 nChanged 8859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49690 members Mstep: Class 2 contains 97660 members Entering Unmasked Estep Score: -7230044.500000 Penalty: 1082.951538 Iteration 6F: 3 clusters Score -7230044 nChanged 10772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39412 members Mstep: Class 2 contains 107938 members Entering Unmasked Estep Score: -7238105.000000 Penalty: 1082.951538 Iteration 7F: 3 clusters Score -7238105 nChanged 11203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28547 members Mstep: Class 2 contains 118803 members Entering Unmasked Estep Score: -7247976.500000 Penalty: 1082.951538 Iteration 8F: 3 clusters Score -7247976 nChanged 9414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 128007 members Entering Unmasked Estep Score: -7256917.500000 Penalty: 1082.951538 Iteration 9F: 3 clusters Score -7256918 nChanged 6227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13212 members Mstep: Class 2 contains 134138 members Entering Unmasked Estep Score: -7262675.000000 Penalty: 1082.951538 Iteration 10Q: 3 clusters Score -7262675 nChanged 4040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 138130 members Entering Unmasked Estep Score: -7266302.500000 Penalty: 1082.951538 Iteration 11Q: 3 clusters Score -7266302 nChanged 2853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 140971 members Entering Unmasked Estep Score: -7268739.000000 Penalty: 1082.951538 Iteration 12Q: 3 clusters Score -7268739 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 143149 members Entering Unmasked Estep Score: -7270639.500000 Penalty: 1082.951538 Iteration 13Q: 3 clusters Score -7270640 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 144773 members Entering Unmasked Estep Score: -7272059.000000 Penalty: 1082.951538 Iteration 14Q: 3 clusters Score -7272059 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 145870 members Entering Unmasked Estep Score: -7272973.000000 Penalty: 1082.951538 Iteration 15Q: 3 clusters Score -7272973 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 146519 members Entering Unmasked Estep Score: -7273471.000000 Penalty: 1082.951538 Iteration 16Q: 3 clusters Score -7273471 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 146898 members Entering Unmasked Estep Score: -7273759.500000 Penalty: 1082.951538 Iteration 17Q: 3 clusters Score -7273760 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 147097 members Entering Unmasked Estep Score: -7273921.000000 Penalty: 1082.951538 Iteration 18Q: 3 clusters Score -7273921 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147179 members Entering Unmasked Estep Score: -7273983.000000 Penalty: 1082.951538 Iteration 19Q: 3 clusters Score -7273983 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 147225 members Entering Unmasked Estep Score: -7274039.000000 Penalty: 1082.951538 Iteration 20F: 3 clusters Score -7274039 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 147241 members Entering Unmasked Estep Score: -7274068.500000 Penalty: 1082.951538 Iteration 21Q: 3 clusters Score -7274068 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 147244 members Entering Unmasked Estep Score: -7274076.500000 Penalty: 1082.951538 Iteration 22Q: 3 clusters Score -7274076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 147244 members Entering Unmasked Estep Score: -7274090.500000 Penalty: 1082.951538 Iteration 23Q: 3 clusters Score -7274090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 147244 members Entering Unmasked Estep Score: -7274110.000000 Penalty: 1082.951538 Iteration 24Q: 3 clusters Score -7274110 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 147252 members Entering Unmasked Estep Score: -7274126.000000 Penalty: 1082.951538 Iteration 25Q: 3 clusters Score -7274126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 147252 members Entering Unmasked Estep Score: -7274123.000000 Penalty: 1082.951538 Iteration 26Q: 3 clusters Score -7274123 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 147251 members Entering Unmasked Estep Score: -7274122.500000 Penalty: 1082.951538 Iteration 27Q: 3 clusters Score -7274122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 147252 members Entering Unmasked Estep Score: -7274122.500000 Penalty: 1082.951538 Iteration 28Q: 3 clusters Score -7274122 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 147252 members Entering Unmasked Estep Score: -7274122.500000 Penalty: 1082.951538 Iteration 29F: 3 clusters Score -7274122 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 97041 members Mstep: Class 3 contains 78018 members Mstep: Class 4 contains 14665 members Mstep: Class 7 contains 7585 members Mstep: Class 9 contains 1625 members Mstep: Class 10 contains 878 members Mstep: Class 11 contains 453 members Mstep: Class 12 contains 117781 members Mstep: Class 14 contains 3895 members Mstep: Class 15 contains 4675 members Mstep: Class 17 contains 566 members Mstep: Class 18 contains 26687 members Mstep: Class 19 contains 147350 members Entering Unmasked Estep ConsiderDeletion Score: -24262804.000000 Penalty: 11354.086914 Iteration 39Q: 20 clusters Score -2.42628e+07 nChanged 6580 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 96422 members Mstep: Class 3 contains 76408 members Mstep: Class 4 contains 13200 members Mstep: Class 5 contains 149 members Mstep: Class 6 contains 499 members Mstep: Class 7 contains 7223 members Mstep: Class 8 contains 447 members Mstep: Class 9 contains 1615 members Mstep: Class 10 contains 877 members Mstep: Class 11 contains 484 members Mstep: Class 12 contains 119586 members Mstep: Class 13 contains 931 members Mstep: Class 14 contains 3895 members Mstep: Class 15 contains 4596 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 27084 members Mstep: Class 19 contains 149492 members Entering Unmasked Estep ConsiderDeletion Score: -24264620.000000 Penalty: 11354.086914 Iteration 40F: 20 clusters Score -2.426462e+07 nChanged 6044 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 95498 members Mstep: Class 3 contains 74855 members Mstep: Class 4 contains 11784 members Mstep: Class 5 contains 159 members Mstep: Class 6 contains 421 members Mstep: Class 7 contains 6855 members Mstep: Class 8 contains 630 members Mstep: Class 9 contains 1603 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 462 members Mstep: Class 12 contains 121275 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3907 members Mstep: Class 15 contains 4554 members Mstep: Class 16 contains 1422 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27261 members Mstep: Class 19 contains 151786 members Entering Unmasked Estep ConsiderDeletion Score: -24265922.000000 Penalty: 11354.086914 Iteration 41Q: 20 clusters Score -2.426592e+07 nChanged 5463 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 94490 members Mstep: Class 3 contains 73408 members Mstep: Class 4 contains 10426 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 385 members Mstep: Class 7 contains 6545 members Mstep: Class 8 contains 713 members Mstep: Class 9 contains 1606 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 437 members Mstep: Class 12 contains 122797 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3919 members Mstep: Class 15 contains 4524 members Mstep: Class 16 contains 1470 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27385 members Mstep: Class 19 contains 154194 members Entering Unmasked Estep ConsiderDeletion Score: -24266850.000000 Penalty: 11354.086914 Iteration 42Q: 20 clusters Score -2.426685e+07 nChanged 5040 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 93477 members Mstep: Class 3 contains 72003 members Mstep: Class 4 contains 9191 members Mstep: Class 5 contains 165 members Mstep: Class 6 contains 378 members Mstep: Class 7 contains 6281 members Mstep: Class 8 contains 766 members Mstep: Class 9 contains 1604 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 415 members Mstep: Class 12 contains 124260 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3924 members Mstep: Class 15 contains 4519 members Mstep: Class 16 contains 1523 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27422 members Mstep: Class 19 contains 156543 members Entering Unmasked Estep ConsiderDeletion Score: -24267752.000000 Penalty: 11354.086914 Iteration 43Q: 20 clusters Score -2.426775e+07 nChanged 4913 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 92401 members Mstep: Class 3 contains 70695 members Mstep: Class 4 contains 8027 members Mstep: Class 5 contains 165 members Mstep: Class 6 contains 374 members Mstep: Class 7 contains 5991 members Mstep: Class 8 contains 816 members Mstep: Class 9 contains 1602 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 408 members Mstep: Class 12 contains 125654 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3927 members Mstep: Class 15 contains 4505 members Mstep: Class 16 contains 1563 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27382 members Mstep: Class 19 contains 158961 members Entering Unmasked Estep ConsiderDeletion Score: -24268552.000000 Penalty: 11354.086914 Iteration 44Q: 20 clusters Score -2.426855e+07 nChanged 4734 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 91271 members Mstep: Class 3 contains 69318 members Mstep: Class 4 contains 7006 members Mstep: Class 5 contains 164 members Mstep: Class 6 contains 369 members Mstep: Class 7 contains 5764 members Mstep: Class 8 contains 865 members Mstep: Class 9 contains 1586 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 404 members Mstep: Class 12 contains 127054 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4490 members Mstep: Class 16 contains 1608 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27281 members Mstep: Class 19 contains 161363 members Entering Unmasked Estep ConsiderDeletion Score: -24269238.000000 Penalty: 11354.086914 Iteration 45Q: 20 clusters Score -2.426924e+07 nChanged 4544 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 90078 members Mstep: Class 3 contains 68020 members Mstep: Class 4 contains 6093 members Mstep: Class 5 contains 161 members Mstep: Class 6 contains 369 members Mstep: Class 7 contains 5539 members Mstep: Class 8 contains 923 members Mstep: Class 9 contains 1577 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 399 members Mstep: Class 12 contains 128408 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4481 members Mstep: Class 16 contains 1642 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27153 members Mstep: Class 19 contains 163700 members Entering Unmasked Estep ConsiderDeletion Score: -24269916.000000 Penalty: 11354.086914 Iteration 46Q: 20 clusters Score -2.426992e+07 nChanged 4347 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 88866 members Mstep: Class 3 contains 66703 members Mstep: Class 4 contains 5293 members Mstep: Class 5 contains 159 members Mstep: Class 6 contains 371 members Mstep: Class 7 contains 5333 members Mstep: Class 8 contains 989 members Mstep: Class 9 contains 1561 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 394 members Mstep: Class 12 contains 129794 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4470 members Mstep: Class 16 contains 1667 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27028 members Mstep: Class 19 contains 165915 members Entering Unmasked Estep ConsiderDeletion Score: -24270498.000000 Penalty: 11354.086914 Iteration 47Q: 20 clusters Score -2.42705e+07 nChanged 4110 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 87640 members Mstep: Class 3 contains 65436 members Mstep: Class 4 contains 4612 members Mstep: Class 5 contains 159 members Mstep: Class 6 contains 371 members Mstep: Class 7 contains 5150 members Mstep: Class 8 contains 1053 members Mstep: Class 9 contains 1552 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 388 members Mstep: Class 12 contains 131184 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4450 members Mstep: Class 16 contains 1697 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26893 members Mstep: Class 19 contains 167958 members Entering Unmasked Estep ConsiderDeletion Score: -24271176.000000 Penalty: 11354.086914 Iteration 48Q: 20 clusters Score -2.427118e+07 nChanged 3810 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 86448 members Mstep: Class 3 contains 64234 members Mstep: Class 4 contains 4044 members Mstep: Class 5 contains 160 members Mstep: Class 6 contains 371 members Mstep: Class 7 contains 4976 members Mstep: Class 8 contains 1108 members Mstep: Class 9 contains 1539 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 383 members Mstep: Class 12 contains 132516 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4426 members Mstep: Class 16 contains 1730 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26761 members Mstep: Class 19 contains 169847 members Entering Unmasked Estep ConsiderDeletion Score: -24271670.000000 Penalty: 11354.086914 Iteration 49Q: 20 clusters Score -2.427167e+07 nChanged 3706 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 85220 members Mstep: Class 3 contains 63051 members Mstep: Class 4 contains 3601 members Mstep: Class 5 contains 160 members Mstep: Class 6 contains 369 members Mstep: Class 7 contains 4811 members Mstep: Class 8 contains 1146 members Mstep: Class 9 contains 1533 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 377 members Mstep: Class 12 contains 133868 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4412 members Mstep: Class 16 contains 1756 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26630 members Mstep: Class 19 contains 171609 members Entering Unmasked Estep ConsiderDeletion Score: -24272196.000000 Penalty: 11354.086914 Iteration 50Q: 20 clusters Score -2.42722e+07 nChanged 3533 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 83967 members Mstep: Class 3 contains 61933 members Mstep: Class 4 contains 3220 members Mstep: Class 5 contains 160 members Mstep: Class 6 contains 368 members Mstep: Class 7 contains 4658 members Mstep: Class 8 contains 1176 members Mstep: Class 9 contains 1526 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 377 members Mstep: Class 12 contains 135195 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4402 members Mstep: Class 16 contains 1784 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26502 members Mstep: Class 19 contains 173275 members Entering Unmasked Estep ConsiderDeletion Score: -24272480.000000 Penalty: 11354.086914 Iteration 51Q: 20 clusters Score -2.427248e+07 nChanged 3372 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 82723 members Mstep: Class 3 contains 60859 members Mstep: Class 4 contains 2921 members Mstep: Class 5 contains 160 members Mstep: Class 6 contains 365 members Mstep: Class 7 contains 4511 members Mstep: Class 8 contains 1204 members Mstep: Class 9 contains 1514 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 376 members Mstep: Class 12 contains 136480 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4400 members Mstep: Class 16 contains 1811 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26397 members Mstep: Class 19 contains 174822 members Entering Unmasked Estep ConsiderDeletion Score: -24272978.000000 Penalty: 11354.086914 Iteration 52Q: 20 clusters Score -2.427298e+07 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 81518 members Mstep: Class 3 contains 59808 members Mstep: Class 4 contains 2669 members Mstep: Class 5 contains 161 members Mstep: Class 6 contains 363 members Mstep: Class 7 contains 4353 members Mstep: Class 8 contains 1226 members Mstep: Class 9 contains 1493 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 372 members Mstep: Class 12 contains 137784 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4388 members Mstep: Class 16 contains 1833 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26324 members Mstep: Class 19 contains 176251 members Entering Unmasked Estep ConsiderDeletion Score: -24273276.000000 Penalty: 11354.086914 Iteration 53Q: 20 clusters Score -2.427328e+07 nChanged 3102 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 80330 members Mstep: Class 3 contains 58776 members Mstep: Class 4 contains 2469 members Mstep: Class 5 contains 161 members Mstep: Class 6 contains 361 members Mstep: Class 7 contains 4219 members Mstep: Class 8 contains 1240 members Mstep: Class 9 contains 1477 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 372 members Mstep: Class 12 contains 139022 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3928 members Mstep: Class 15 contains 4373 members Mstep: Class 16 contains 1857 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26261 members Mstep: Class 19 contains 177625 members Entering Unmasked Estep ConsiderDeletion Score: -24273566.000000 Penalty: 11354.086914 Iteration 54Q: 20 clusters Score -2.427357e+07 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 79136 members Mstep: Class 3 contains 57809 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 161 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 4089 members Mstep: Class 8 contains 1258 members Mstep: Class 9 contains 1466 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 372 members Mstep: Class 12 contains 140219 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4357 members Mstep: Class 16 contains 1874 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26222 members Mstep: Class 19 contains 178893 members Entering Unmasked Estep ConsiderDeletion Score: -24273830.000000 Penalty: 11354.086914 Iteration 55Q: 20 clusters Score -2.427383e+07 nChanged 2855 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 78007 members Mstep: Class 3 contains 56894 members Mstep: Class 4 contains 2245 members Mstep: Class 5 contains 161 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 3963 members Mstep: Class 8 contains 1269 members Mstep: Class 9 contains 1463 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 141360 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4353 members Mstep: Class 16 contains 1893 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26192 members Mstep: Class 19 contains 180013 members Entering Unmasked Estep ConsiderDeletion Score: -24273968.000000 Penalty: 11354.086914 Iteration 56Q: 20 clusters Score -2.427397e+07 nChanged 2724 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 76948 members Mstep: Class 3 contains 55995 members Mstep: Class 4 contains 2237 members Mstep: Class 5 contains 161 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 3848 members Mstep: Class 8 contains 1279 members Mstep: Class 9 contains 1458 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 142476 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4340 members Mstep: Class 16 contains 1907 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26192 members Mstep: Class 19 contains 180972 members Entering Unmasked Estep ConsiderDeletion Score: -24274284.000000 Penalty: 11354.086914 Iteration 57Q: 20 clusters Score -2.427428e+07 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 75954 members Mstep: Class 3 contains 55200 members Mstep: Class 4 contains 2259 members Mstep: Class 5 contains 162 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 3710 members Mstep: Class 8 contains 1292 members Mstep: Class 9 contains 1453 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 143524 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4313 members Mstep: Class 16 contains 1921 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26198 members Mstep: Class 19 contains 181827 members Entering Unmasked Estep ConsiderDeletion Score: -24274476.000000 Penalty: 11354.086914 Iteration 58Q: 20 clusters Score -2.427448e+07 nChanged 2409 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 75044 members Mstep: Class 3 contains 54420 members Mstep: Class 4 contains 2283 members Mstep: Class 5 contains 162 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 3580 members Mstep: Class 8 contains 1301 members Mstep: Class 9 contains 1448 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 144509 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4300 members Mstep: Class 16 contains 1934 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26221 members Mstep: Class 19 contains 182610 members Entering Unmasked Estep ConsiderDeletion Score: -24274424.000000 Penalty: 11354.086914 Iteration 59Q: 20 clusters Score -2.427442e+07 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 74184 members Mstep: Class 3 contains 53715 members Mstep: Class 4 contains 2316 members Mstep: Class 5 contains 162 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 3413 members Mstep: Class 8 contains 1308 members Mstep: Class 9 contains 1446 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 371 members Mstep: Class 12 contains 145444 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4275 members Mstep: Class 16 contains 1949 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26248 members Mstep: Class 19 contains 183352 members Entering Unmasked Estep ConsiderDeletion Score: -24274498.000000 Penalty: 11354.086914 Iteration 60F: 20 clusters Score -2.42745e+07 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 73373 members Mstep: Class 3 contains 52974 members Mstep: Class 4 contains 2350 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 357 members Mstep: Class 7 contains 3281 members Mstep: Class 8 contains 1347 members Mstep: Class 9 contains 1438 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 374 members Mstep: Class 12 contains 146342 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4251 members Mstep: Class 16 contains 1962 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26277 members Mstep: Class 19 contains 184052 members Entering Unmasked Estep ConsiderDeletion Score: -24274610.000000 Penalty: 11354.086914 Iteration 61Q: 20 clusters Score -2.427461e+07 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 72554 members Mstep: Class 3 contains 52276 members Mstep: Class 4 contains 2374 members Mstep: Class 5 contains 164 members Mstep: Class 6 contains 357 members Mstep: Class 7 contains 3160 members Mstep: Class 8 contains 1373 members Mstep: Class 9 contains 1426 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 377 members Mstep: Class 12 contains 147198 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4233 members Mstep: Class 16 contains 1978 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26295 members Mstep: Class 19 contains 184776 members Entering Unmasked Estep ConsiderDeletion Score: -24274580.000000 Penalty: 11354.086914 Iteration 62Q: 20 clusters Score -2.427458e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 71816 members Mstep: Class 3 contains 51573 members Mstep: Class 4 contains 2388 members Mstep: Class 5 contains 164 members Mstep: Class 6 contains 357 members Mstep: Class 7 contains 3050 members Mstep: Class 8 contains 1397 members Mstep: Class 9 contains 1416 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 381 members Mstep: Class 12 contains 148033 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4223 members Mstep: Class 16 contains 1996 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26315 members Mstep: Class 19 contains 185432 members Entering Unmasked Estep ConsiderDeletion Score: -24274658.000000 Penalty: 11354.086914 Iteration 63Q: 20 clusters Score -2.427466e+07 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 71127 members Mstep: Class 3 contains 50908 members Mstep: Class 4 contains 2393 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 357 members Mstep: Class 7 contains 2944 members Mstep: Class 8 contains 1414 members Mstep: Class 9 contains 1405 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 388 members Mstep: Class 12 contains 148818 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4220 members Mstep: Class 16 contains 2004 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26351 members Mstep: Class 19 contains 186049 members Entering Unmasked Estep ConsiderDeletion Score: -24274438.000000 Penalty: 11354.086914 Iteration 64Q: 20 clusters Score -2.427444e+07 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 70447 members Mstep: Class 3 contains 50249 members Mstep: Class 4 contains 2393 members Mstep: Class 5 contains 162 members Mstep: Class 6 contains 357 members Mstep: Class 7 contains 2859 members Mstep: Class 8 contains 1426 members Mstep: Class 9 contains 1393 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 394 members Mstep: Class 12 contains 149578 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4213 members Mstep: Class 16 contains 2012 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26389 members Mstep: Class 19 contains 186669 members Entering Unmasked Estep ConsiderDeletion Score: -24274366.000000 Penalty: 11354.086914 Iteration 65Q: 20 clusters Score -2.427437e+07 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 69806 members Mstep: Class 3 contains 49633 members Mstep: Class 4 contains 2387 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2775 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 1379 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 397 members Mstep: Class 12 contains 150285 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4214 members Mstep: Class 16 contains 2024 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26435 members Mstep: Class 19 contains 187246 members Entering Unmasked Estep ConsiderDeletion Score: -24274550.000000 Penalty: 11354.086914 Iteration 66Q: 20 clusters Score -2.427455e+07 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 69176 members Mstep: Class 3 contains 49030 members Mstep: Class 4 contains 2385 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2699 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1370 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 403 members Mstep: Class 12 contains 150975 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 2034 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26478 members Mstep: Class 19 contains 187810 members Entering Unmasked Estep ConsiderDeletion Score: -24274494.000000 Penalty: 11354.086914 Iteration 67Q: 20 clusters Score -2.427449e+07 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 68561 members Mstep: Class 3 contains 48473 members Mstep: Class 4 contains 2381 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2613 members Mstep: Class 8 contains 1463 members Mstep: Class 9 contains 1355 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 407 members Mstep: Class 12 contains 151641 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4203 members Mstep: Class 16 contains 2043 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26528 members Mstep: Class 19 contains 188352 members Entering Unmasked Estep ConsiderDeletion Score: -24274410.000000 Penalty: 11354.086914 Iteration 68Q: 20 clusters Score -2.427441e+07 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 67958 members Mstep: Class 3 contains 47898 members Mstep: Class 4 contains 2382 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2543 members Mstep: Class 8 contains 1465 members Mstep: Class 9 contains 1345 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 412 members Mstep: Class 12 contains 152296 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4202 members Mstep: Class 16 contains 2049 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26578 members Mstep: Class 19 contains 188892 members Entering Unmasked Estep ConsiderDeletion Score: -24274294.000000 Penalty: 11354.086914 Iteration 69Q: 20 clusters Score -2.427429e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 67400 members Mstep: Class 3 contains 47354 members Mstep: Class 4 contains 2382 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2476 members Mstep: Class 8 contains 1462 members Mstep: Class 9 contains 1338 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 417 members Mstep: Class 12 contains 152915 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2062 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26616 members Mstep: Class 19 contains 189404 members Entering Unmasked Estep ConsiderDeletion Score: -24274286.000000 Penalty: 11354.086914 Iteration 70Q: 20 clusters Score -2.427429e+07 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 66899 members Mstep: Class 3 contains 46826 members Mstep: Class 4 contains 2380 members Mstep: Class 5 contains 164 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2408 members Mstep: Class 8 contains 1469 members Mstep: Class 9 contains 1329 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 420 members Mstep: Class 12 contains 153523 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4196 members Mstep: Class 16 contains 2068 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26674 members Mstep: Class 19 contains 189827 members Entering Unmasked Estep ConsiderDeletion Score: -24274216.000000 Penalty: 11354.086914 Iteration 71Q: 20 clusters Score -2.427422e+07 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 66439 members Mstep: Class 3 contains 46356 members Mstep: Class 4 contains 2378 members Mstep: Class 5 contains 164 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2333 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 154088 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4192 members Mstep: Class 16 contains 2076 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26728 members Mstep: Class 19 contains 190215 members Entering Unmasked Estep ConsiderDeletion Score: -24274218.000000 Penalty: 11354.086914 Iteration 72Q: 20 clusters Score -2.427422e+07 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 66005 members Mstep: Class 3 contains 45914 members Mstep: Class 4 contains 2375 members Mstep: Class 5 contains 163 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2252 members Mstep: Class 8 contains 1475 members Mstep: Class 9 contains 1316 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 154621 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4196 members Mstep: Class 16 contains 2084 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26782 members Mstep: Class 19 contains 190584 members Entering Unmasked Estep ConsiderDeletion Score: -24274180.000000 Penalty: 11354.086914 Iteration 73Q: 20 clusters Score -2.427418e+07 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 65584 members Mstep: Class 3 contains 45508 members Mstep: Class 4 contains 2373 members Mstep: Class 5 contains 164 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2161 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1309 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 415 members Mstep: Class 12 contains 155131 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4201 members Mstep: Class 16 contains 2088 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26834 members Mstep: Class 19 contains 190943 members Entering Unmasked Estep ConsiderDeletion Score: -24274090.000000 Penalty: 11354.086914 Iteration 74Q: 20 clusters Score -2.427409e+07 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 65207 members Mstep: Class 3 contains 45083 members Mstep: Class 4 contains 2372 members Mstep: Class 5 contains 165 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2095 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1309 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 415 members Mstep: Class 12 contains 155633 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4204 members Mstep: Class 16 contains 2090 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26878 members Mstep: Class 19 contains 191261 members Entering Unmasked Estep ConsiderDeletion Score: -24274058.000000 Penalty: 11354.086914 Iteration 75Q: 20 clusters Score -2.427406e+07 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 64841 members Mstep: Class 3 contains 44664 members Mstep: Class 4 contains 2370 members Mstep: Class 5 contains 166 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 2025 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1301 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 413 members Mstep: Class 12 contains 156144 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4209 members Mstep: Class 16 contains 2092 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26922 members Mstep: Class 19 contains 191565 members Entering Unmasked Estep ConsiderDeletion Score: -24274028.000000 Penalty: 11354.086914 Iteration 76Q: 20 clusters Score -2.427403e+07 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 64480 members Mstep: Class 3 contains 44264 members Mstep: Class 4 contains 2364 members Mstep: Class 5 contains 167 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1958 members Mstep: Class 8 contains 1463 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 156635 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4209 members Mstep: Class 16 contains 2097 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 26963 members Mstep: Class 19 contains 191869 members Entering Unmasked Estep ConsiderDeletion Score: -24273934.000000 Penalty: 11354.086914 Iteration 77Q: 20 clusters Score -2.427393e+07 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 64162 members Mstep: Class 3 contains 43840 members Mstep: Class 4 contains 2359 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1909 members Mstep: Class 8 contains 1458 members Mstep: Class 9 contains 1299 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 157132 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4211 members Mstep: Class 16 contains 2099 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27009 members Mstep: Class 19 contains 192122 members Entering Unmasked Estep ConsiderDeletion Score: -24273876.000000 Penalty: 11354.086914 Iteration 78Q: 20 clusters Score -2.427388e+07 nChanged 926 Entering ConstructFrom: Score: -24273876.000000 Penalty: 11354.086914 Entering ConstructFrom: Trying to split cluster 1 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -28445.019531 Penalty: 297.747986 Iteration 0F: 2 clusters Score -28445.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -27851.091797 Penalty: 595.495972 Iteration 0F: 3 clusters Score -27851.09 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -28207.527344 Penalty: 595.495972 Iteration 1F: 3 clusters Score -28207.53 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -28364.099609 Penalty: 595.495972 Iteration 2F: 3 clusters Score -28364.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -28514.843750 Penalty: 595.495972 Iteration 3F: 3 clusters Score -28514.84 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -28615.496094 Penalty: 595.495972 Iteration 4F: 3 clusters Score -28615.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -28692.828125 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -28692.83 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -28787.376953 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -28787.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -28821.699219 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -28821.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -28828.689453 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -28828.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -28829.750000 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -28829.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -28829.750000 Penalty: 595.495972 Iteration 10F: 3 clusters Score -28829.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 63837 members Mstep: Class 3 contains 43440 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1295 members Mstep: Class 10 contains 876 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 157592 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27041 members Mstep: Class 19 contains 192413 members Mstep: Class 20 contains 191 members Entering Unmasked Estep Score: -24273868.000000 Penalty: 11951.669922 Splitting cluster 1 changes total score from -24273876.000000 to -24273868.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (63837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63837 members Entering Unmasked Estep Score: -3313919.500000 Penalty: 503.415985 Iteration 0F: 2 clusters Score -3313920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31742 members Mstep: Class 2 contains 32095 members Entering Unmasked Estep Score: -3270940.000000 Penalty: 1006.831970 Iteration 0F: 3 clusters Score -3270940 nChanged 30868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27104 members Mstep: Class 2 contains 36733 members Entering Unmasked Estep Score: -3290875.500000 Penalty: 1006.831970 Iteration 1F: 3 clusters Score -3290876 nChanged 4085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24101 members Mstep: Class 2 contains 39736 members Entering Unmasked Estep Score: -3293283.000000 Penalty: 1006.831970 Iteration 2F: 3 clusters Score -3293283 nChanged 5089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20002 members Mstep: Class 2 contains 43835 members Entering Unmasked Estep Score: -3297350.500000 Penalty: 1006.831970 Iteration 3F: 3 clusters Score -3297350 nChanged 5408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 48321 members Entering Unmasked Estep Score: -3302832.750000 Penalty: 1006.831970 Iteration 4F: 3 clusters Score -3302833 nChanged 4251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 51508 members Entering Unmasked Estep Score: -3307382.500000 Penalty: 1006.831970 Iteration 5F: 3 clusters Score -3307382 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10782 members Mstep: Class 2 contains 53055 members Entering Unmasked Estep Score: -3309420.000000 Penalty: 1006.831970 Iteration 6Q: 3 clusters Score -3309420 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 54061 members Entering Unmasked Estep Score: -3310128.250000 Penalty: 1006.831970 Iteration 7Q: 3 clusters Score -3310128 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 54872 members Entering Unmasked Estep Score: -3310494.750000 Penalty: 1006.831970 Iteration 8Q: 3 clusters Score -3310495 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 55642 members Entering Unmasked Estep Score: -3310824.500000 Penalty: 1006.831970 Iteration 9Q: 3 clusters Score -3310824 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 56382 members Entering Unmasked Estep Score: -3311123.750000 Penalty: 1006.831970 Iteration 10Q: 3 clusters Score -3311124 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 57071 members Entering Unmasked Estep Score: -3311365.250000 Penalty: 1006.831970 Iteration 11Q: 3 clusters Score -3311365 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 57710 members Entering Unmasked Estep Score: -3311596.250000 Penalty: 1006.831970 Iteration 12Q: 3 clusters Score -3311596 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 58288 members Entering Unmasked Estep Score: -3311838.000000 Penalty: 1006.831970 Iteration 13Q: 3 clusters Score -3311838 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 58815 members Entering Unmasked Estep Score: -3312017.000000 Penalty: 1006.831970 Iteration 14Q: 3 clusters Score -3312017 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 59318 members Entering Unmasked Estep Score: -3312202.000000 Penalty: 1006.831970 Iteration 15Q: 3 clusters Score -3312202 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 59790 members Entering Unmasked Estep Score: -3312395.750000 Penalty: 1006.831970 Iteration 16Q: 3 clusters Score -3312396 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 60204 members Entering Unmasked Estep Score: -3312552.500000 Penalty: 1006.831970 Iteration 17Q: 3 clusters Score -3312552 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 60584 members Entering Unmasked Estep Score: -3312695.500000 Penalty: 1006.831970 Iteration 18Q: 3 clusters Score -3312696 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 60937 members Entering Unmasked Estep Score: -3312818.000000 Penalty: 1006.831970 Iteration 19Q: 3 clusters Score -3312818 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 61250 members Entering Unmasked Estep Score: -3312927.250000 Penalty: 1006.831970 Iteration 20F: 3 clusters Score -3312927 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 61534 members Entering Unmasked Estep Score: -3313018.250000 Penalty: 1006.831970 Iteration 21Q: 3 clusters Score -3313018 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 61761 members Entering Unmasked Estep Score: -3313091.500000 Penalty: 1006.831970 Iteration 22Q: 3 clusters Score -3313092 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 61979 members Entering Unmasked Estep Score: -3313165.750000 Penalty: 1006.831970 Iteration 23Q: 3 clusters Score -3313166 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 62150 members Entering Unmasked Estep Score: -3313206.500000 Penalty: 1006.831970 Iteration 24Q: 3 clusters Score -3313206 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 62301 members Entering Unmasked Estep Score: -3313250.500000 Penalty: 1006.831970 Iteration 25Q: 3 clusters Score -3313250 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 62433 members Entering Unmasked Estep Score: -3313290.500000 Penalty: 1006.831970 Iteration 26Q: 3 clusters Score -3313290 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 62546 members Entering Unmasked Estep Score: -3313320.500000 Penalty: 1006.831970 Iteration 27Q: 3 clusters Score -3313320 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 62638 members Entering Unmasked Estep Score: -3313342.000000 Penalty: 1006.831970 Iteration 28Q: 3 clusters Score -3313342 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 62716 members Entering Unmasked Estep Score: -3313367.000000 Penalty: 1006.831970 Iteration 29Q: 3 clusters Score -3313367 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 62793 members Entering Unmasked Estep Score: -3313392.250000 Penalty: 1006.831970 Iteration 30Q: 3 clusters Score -3313392 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 62859 members Entering Unmasked Estep Score: -3313402.250000 Penalty: 1006.831970 Iteration 31Q: 3 clusters Score -3313402 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 62929 members Entering Unmasked Estep Score: -3313432.500000 Penalty: 1006.831970 Iteration 32Q: 3 clusters Score -3313432 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 62983 members Entering Unmasked Estep Score: -3313437.500000 Penalty: 1006.831970 Iteration 33Q: 3 clusters Score -3313438 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 63038 members Entering Unmasked Estep Score: -3313460.000000 Penalty: 1006.831970 Iteration 34Q: 3 clusters Score -3313460 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 63078 members Entering Unmasked Estep Score: -3313475.250000 Penalty: 1006.831970 Iteration 35Q: 3 clusters Score -3313475 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 63113 members Entering Unmasked Estep Score: -3313473.750000 Penalty: 1006.831970 Iteration 36Q: 3 clusters Score -3313474 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 63144 members Entering Unmasked Estep Score: -3313485.000000 Penalty: 1006.831970 Iteration 37Q: 3 clusters Score -3313485 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 63173 members Entering Unmasked Estep Score: -3313495.750000 Penalty: 1006.831970 Iteration 38Q: 3 clusters Score -3313496 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 63189 members Entering Unmasked Estep Score: -3313490.250000 Penalty: 1006.831970 Iteration 39Q: 3 clusters Score -3313490 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 63203 members Entering Unmasked Estep Score: -3313492.500000 Penalty: 1006.831970 Iteration 40F: 3 clusters Score -3313492 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 63218 members Entering Unmasked Estep Score: -3313502.250000 Penalty: 1006.831970 Iteration 41Q: 3 clusters Score -3313502 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 63234 members Entering Unmasked Estep Score: -3313507.000000 Penalty: 1006.831970 Iteration 42Q: 3 clusters Score -3313507 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 63247 members Entering Unmasked Estep Score: -3313507.250000 Penalty: 1006.831970 Iteration 43Q: 3 clusters Score -3313507 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 63256 members Entering Unmasked Estep Score: -3313513.250000 Penalty: 1006.831970 Iteration 44Q: 3 clusters Score -3313513 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 63268 members Entering Unmasked Estep Score: -3313516.250000 Penalty: 1006.831970 Iteration 45Q: 3 clusters Score -3313516 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 63277 members Entering Unmasked Estep Score: -3313516.250000 Penalty: 1006.831970 Iteration 46Q: 3 clusters Score -3313516 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 63283 members Entering Unmasked Estep Score: -3313515.500000 Penalty: 1006.831970 Iteration 47Q: 3 clusters Score -3313516 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 63291 members Entering Unmasked Estep Score: -3313517.000000 Penalty: 1006.831970 Iteration 48Q: 3 clusters Score -3313517 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 63301 members Entering Unmasked Estep Score: -3313520.750000 Penalty: 1006.831970 Iteration 49Q: 3 clusters Score -3313521 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 63308 members Entering Unmasked Estep Score: -3313524.500000 Penalty: 1006.831970 Iteration 50Q: 3 clusters Score -3313524 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 63313 members Entering Unmasked Estep Score: -3313525.500000 Penalty: 1006.831970 Iteration 51Q: 3 clusters Score -3313526 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 63320 members Entering Unmasked Estep Score: -3313531.500000 Penalty: 1006.831970 Iteration 52Q: 3 clusters Score -3313532 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 63326 members Entering Unmasked Estep Score: -3313538.250000 Penalty: 1006.831970 Iteration 53Q: 3 clusters Score -3313538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 63337 members Entering Unmasked Estep Score: -3313537.250000 Penalty: 1006.831970 Iteration 54Q: 3 clusters Score -3313537 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 63340 members Entering Unmasked Estep Score: -3313537.500000 Penalty: 1006.831970 Iteration 55Q: 3 clusters Score -3313538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 63341 members Entering Unmasked Estep Score: -3313536.500000 Penalty: 1006.831970 Iteration 56Q: 3 clusters Score -3313536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 63343 members Entering Unmasked Estep Score: -3313536.750000 Penalty: 1006.831970 Iteration 57Q: 3 clusters Score -3313537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 63346 members Entering Unmasked Estep Score: -3313536.500000 Penalty: 1006.831970 Iteration 58Q: 3 clusters Score -3313536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 63346 members Entering Unmasked Estep Score: -3313536.500000 Penalty: 1006.831970 Iteration 59F: 3 clusters Score -3313536 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (43440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43440 members Entering Unmasked Estep Score: -2096468.875000 Penalty: 485.900696 Iteration 0F: 2 clusters Score -2096469 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21788 members Mstep: Class 2 contains 21652 members Entering Unmasked Estep Score: -2067505.875000 Penalty: 971.801392 Iteration 0F: 3 clusters Score -2067506 nChanged 20959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21383 members Mstep: Class 2 contains 22057 members Entering Unmasked Estep Score: -2079879.000000 Penalty: 971.801392 Iteration 1F: 3 clusters Score -2079879 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21321 members Mstep: Class 2 contains 22119 members Entering Unmasked Estep Score: -2080301.000000 Penalty: 971.801392 Iteration 2Q: 3 clusters Score -2080301 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21246 members Mstep: Class 2 contains 22194 members Entering Unmasked Estep Score: -2080750.500000 Penalty: 971.801392 Iteration 3Q: 3 clusters Score -2080750 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21283 members Mstep: Class 2 contains 22157 members Entering Unmasked Estep Score: -2081317.125000 Penalty: 971.801392 Iteration 4Q: 3 clusters Score -2081317 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21458 members Mstep: Class 2 contains 21982 members Entering Unmasked Estep Score: -2082000.875000 Penalty: 971.801392 Iteration 5Q: 3 clusters Score -2082001 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21712 members Mstep: Class 2 contains 21728 members Entering Unmasked Estep Score: -2083032.625000 Penalty: 971.801392 Iteration 6Q: 3 clusters Score -2083033 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21958 members Mstep: Class 2 contains 21482 members Entering Unmasked Estep Score: -2084570.625000 Penalty: 971.801392 Iteration 7F: 3 clusters Score -2084571 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22146 members Mstep: Class 2 contains 21294 members Entering Unmasked Estep Score: -2086311.375000 Penalty: 971.801392 Iteration 8F: 3 clusters Score -2086311 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 21248 members Entering Unmasked Estep Score: -2087468.750000 Penalty: 971.801392 Iteration 9F: 3 clusters Score -2087469 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22126 members Mstep: Class 2 contains 21314 members Entering Unmasked Estep Score: -2087947.625000 Penalty: 971.801392 Iteration 10Q: 3 clusters Score -2087948 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22000 members Mstep: Class 2 contains 21440 members Entering Unmasked Estep Score: -2088119.875000 Penalty: 971.801392 Iteration 11Q: 3 clusters Score -2088120 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21849 members Mstep: Class 2 contains 21591 members Entering Unmasked Estep Score: -2088185.000000 Penalty: 971.801392 Iteration 12Q: 3 clusters Score -2088185 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21645 members Mstep: Class 2 contains 21795 members Entering Unmasked Estep Score: -2088241.000000 Penalty: 971.801392 Iteration 13Q: 3 clusters Score -2088241 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21379 members Mstep: Class 2 contains 22061 members Entering Unmasked Estep Score: -2088311.875000 Penalty: 971.801392 Iteration 14Q: 3 clusters Score -2088312 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21064 members Mstep: Class 2 contains 22376 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2088972.375000 Penalty: 971.801392 Iteration 19Q: 3 clusters Score -2088972 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18771 members Mstep: Class 2 contains 24669 members Entering Unmasked Estep Score: -2089225.000000 Penalty: 971.801392 Iteration 20F: 3 clusters Score -2089225 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18182 members Mstep: Class 2 contains 25258 members Entering Unmasked Estep Score: -2089475.125000 Penalty: 971.801392 Iteration 21Q: 3 clusters Score -2089475 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17546 members Mstep: Class 2 contains 25894 members Entering Unmasked Estep Score: -2089779.625000 Penalty: 971.801392 Iteration 22Q: 3 clusters Score -2089780 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16816 members Mstep: Class 2 contains 26624 members Entering Unmasked Estep Score: -2090152.250000 Penalty: 971.801392 Iteration 23Q: 3 clusters Score -2090152 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16030 members Mstep: Class 2 contains 27410 members Entering Unmasked Estep Score: -2090594.375000 Penalty: 971.801392 Iteration 24Q: 3 clusters Score -2090594 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15232 members Mstep: Class 2 contains 28208 members Entering Unmasked Estep Score: -2091096.750000 Penalty: 971.801392 Iteration 25Q: 3 clusters Score -2091097 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14420 members Mstep: Class 2 contains 29020 members Entering Unmasked Estep Score: -2091641.625000 Penalty: 971.801392 Iteration 26Q: 3 clusters Score -2091642 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13612 members 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Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 34328 members Entering Unmasked Estep Score: -2094100.750000 Penalty: 971.801392 Iteration 39Q: 3 clusters Score -2094101 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 34460 members Entering Unmasked Estep Score: -2094139.000000 Penalty: 971.801392 Iteration 40F: 3 clusters Score -2094139 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 34598 members Entering Unmasked Estep Score: -2094166.875000 Penalty: 971.801392 Iteration 41Q: 3 clusters Score -2094167 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 34730 members Entering Unmasked Estep Score: -2094189.625000 Penalty: 971.801392 Iteration 42Q: 3 clusters Score -2094190 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 34860 members Entering Unmasked Estep Score: -2094208.125000 Penalty: 971.801392 Iteration 43Q: 3 clusters Score -2094208 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Mstep: Class 2 contains 34972 members Entering Unmasked Estep Score: -2094221.375000 Penalty: 971.801392 Iteration 44Q: 3 clusters Score -2094221 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8378 members Mstep: Class 2 contains 35062 members Entering Unmasked Estep Score: -2094225.250000 Penalty: 971.801392 Iteration 45Q: 3 clusters Score -2094225 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 35158 members Entering Unmasked Estep Score: -2094232.000000 Penalty: 971.801392 Iteration 46Q: 3 clusters Score -2094232 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3 clusters Score -2094259 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 35573 members Entering Unmasked Estep Score: -2094262.625000 Penalty: 971.801392 Iteration 55Q: 3 clusters Score -2094263 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 35597 members Entering Unmasked Estep Score: -2094264.875000 Penalty: 971.801392 Iteration 56Q: 3 clusters Score -2094265 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 35617 members Entering Unmasked Estep Score: -2094266.625000 Penalty: 971.801392 Iteration 57Q: 3 clusters Score -2094267 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 35633 members Entering Unmasked Estep Score: -2094270.125000 Penalty: 971.801392 Iteration 58Q: 3 clusters Score -2094270 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 35649 members Entering Unmasked Estep Score: -2094268.875000 Penalty: 971.801392 Iteration 59Q: 3 clusters Score -2094269 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 35671 members Entering Unmasked Estep Score: -2094273.375000 Penalty: 971.801392 Iteration 60F: 3 clusters Score -2094273 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 35706 members Entering Unmasked Estep Score: -2094270.375000 Penalty: 971.801392 Iteration 61Q: 3 clusters Score -2094270 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 35745 members Entering Unmasked Estep Score: -2094262.500000 Penalty: 971.801392 Iteration 62Q: 3 clusters Score -2094262 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 35780 members Entering Unmasked Estep Score: -2094261.750000 Penalty: 971.801392 Iteration 63Q: 3 clusters Score -2094262 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 35821 members Entering Unmasked Estep Score: -2094262.750000 Penalty: 971.801392 Iteration 64Q: 3 clusters Score -2094263 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 35857 members Entering Unmasked Estep Score: -2094265.750000 Penalty: 971.801392 Iteration 65Q: 3 clusters Score -2094266 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 35887 members Entering Unmasked Estep Score: -2094267.250000 Penalty: 971.801392 Iteration 66Q: 3 clusters Score -2094267 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 35909 members Entering Unmasked Estep Score: -2094267.750000 Penalty: 971.801392 Iteration 67Q: 3 clusters Score -2094268 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 35925 members Entering Unmasked Estep Score: -2094271.375000 Penalty: 971.801392 Iteration 68Q: 3 clusters Score -2094271 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 35941 members Entering Unmasked Estep Score: -2094272.875000 Penalty: 971.801392 Iteration 69Q: 3 clusters Score -2094273 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 35948 members Entering Unmasked Estep Score: -2094272.875000 Penalty: 971.801392 Iteration 70Q: 3 clusters Score -2094273 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 35952 members Entering Unmasked Estep Score: -2094272.500000 Penalty: 971.801392 Iteration 71Q: 3 clusters Score -2094272 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 35955 members Entering Unmasked Estep Score: -2094273.375000 Penalty: 971.801392 Iteration 72Q: 3 clusters Score -2094273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 35957 members Entering Unmasked Estep Score: -2094272.625000 Penalty: 971.801392 Iteration 73Q: 3 clusters Score -2094273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 35957 members Entering Unmasked Estep Score: -2094272.625000 Penalty: 971.801392 Iteration 74F: 3 clusters Score -2094273 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Entering Unmasked Estep Score: -121127.953125 Penalty: 353.140015 Iteration 0F: 2 clusters Score -121128 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -119486.398438 Penalty: 706.280029 Iteration 0F: 3 clusters Score -119486.4 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -120075.226562 Penalty: 706.280029 Iteration 1F: 3 clusters Score -120075.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -120190.039062 Penalty: 706.280029 Iteration 2F: 3 clusters Score -120190 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -120290.343750 Penalty: 706.280029 Iteration 3F: 3 clusters Score -120290.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -120381.523438 Penalty: 706.280029 Iteration 4F: 3 clusters Score -120381.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -120473.679688 Penalty: 706.280029 Iteration 5F: 3 clusters Score -120473.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -120555.328125 Penalty: 706.280029 Iteration 6Q: 3 clusters Score -120555.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -120607.882812 Penalty: 706.280029 Iteration 7Q: 3 clusters Score -120607.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -120642.054688 Penalty: 706.280029 Iteration 8Q: 3 clusters Score -120642.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -120665.125000 Penalty: 706.280029 Iteration 9Q: 3 clusters Score -120665.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -120684.640625 Penalty: 706.280029 Iteration 10Q: 3 clusters Score -120684.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -120702.164062 Penalty: 706.280029 Iteration 11Q: 3 clusters Score -120702.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -120716.093750 Penalty: 706.280029 Iteration 12Q: 3 clusters Score -120716.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -120727.664062 Penalty: 706.280029 Iteration 13Q: 3 clusters Score -120727.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -120734.851562 Penalty: 706.280029 Iteration 14Q: 3 clusters Score -120734.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -120742.726562 Penalty: 706.280029 Iteration 15Q: 3 clusters Score -120742.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -120749.179688 Penalty: 706.280029 Iteration 16Q: 3 clusters Score -120749.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -120754.367188 Penalty: 706.280029 Iteration 17Q: 3 clusters Score -120754.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -120758.148438 Penalty: 706.280029 Iteration 18Q: 3 clusters Score -120758.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -120760.750000 Penalty: 706.280029 Iteration 19Q: 3 clusters Score -120760.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -120763.406250 Penalty: 706.280029 Iteration 20F: 3 clusters Score -120763.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -120766.507812 Penalty: 706.280029 Iteration 21Q: 3 clusters Score -120766.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -120771.039062 Penalty: 706.280029 Iteration 22Q: 3 clusters Score -120771 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -120777.367188 Penalty: 706.280029 Iteration 23Q: 3 clusters Score -120777.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -120785.343750 Penalty: 706.280029 Iteration 24Q: 3 clusters Score -120785.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -120790.742188 Penalty: 706.280029 Iteration 25Q: 3 clusters Score -120790.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -120795.210938 Penalty: 706.280029 Iteration 26Q: 3 clusters Score -120795.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -120799.437500 Penalty: 706.280029 Iteration 27Q: 3 clusters Score -120799.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -120803.765625 Penalty: 706.280029 Iteration 28Q: 3 clusters Score -120803.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -120810.375000 Penalty: 706.280029 Iteration 29Q: 3 clusters Score -120810.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -120816.195312 Penalty: 706.280029 Iteration 30Q: 3 clusters Score -120816.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -120821.023438 Penalty: 706.280029 Iteration 31Q: 3 clusters Score -120821 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -120826.960938 Penalty: 706.280029 Iteration 32Q: 3 clusters Score -120827 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -120834.218750 Penalty: 706.280029 Iteration 33Q: 3 clusters Score -120834.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -120839.875000 Penalty: 706.280029 Iteration 34Q: 3 clusters Score -120839.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -120843.484375 Penalty: 706.280029 Iteration 35Q: 3 clusters Score -120843.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -120846.742188 Penalty: 706.280029 Iteration 36Q: 3 clusters Score -120846.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -120849.460938 Penalty: 706.280029 Iteration 37Q: 3 clusters Score -120849.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -120851.273438 Penalty: 706.280029 Iteration 38Q: 3 clusters Score -120851.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -120851.906250 Penalty: 706.280029 Iteration 39Q: 3 clusters Score -120851.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -120852.226562 Penalty: 706.280029 Iteration 40F: 3 clusters Score -120852.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -120852.984375 Penalty: 706.280029 Iteration 41Q: 3 clusters Score -120853 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -120853.367188 Penalty: 706.280029 Iteration 42Q: 3 clusters Score -120853.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -120853.812500 Penalty: 706.280029 Iteration 43Q: 3 clusters Score -120853.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -120854.304688 Penalty: 706.280029 Iteration 44Q: 3 clusters Score -120854.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -120855.296875 Penalty: 706.280029 Iteration 45Q: 3 clusters Score -120855.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -120857.281250 Penalty: 706.280029 Iteration 46Q: 3 clusters Score -120857.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -120858.843750 Penalty: 706.280029 Iteration 47Q: 3 clusters Score -120858.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -120859.593750 Penalty: 706.280029 Iteration 48Q: 3 clusters Score -120859.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -120860.171875 Penalty: 706.280029 Iteration 49Q: 3 clusters Score -120860.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -120861.257812 Penalty: 706.280029 Iteration 50Q: 3 clusters Score -120861.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -120862.390625 Penalty: 706.280029 Iteration 51Q: 3 clusters Score -120862.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -120864.039062 Penalty: 706.280029 Iteration 52Q: 3 clusters Score -120864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -120864.257812 Penalty: 706.280029 Iteration 53Q: 3 clusters Score -120864.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -120864.281250 Penalty: 706.280029 Iteration 54Q: 3 clusters Score -120864.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -120864.546875 Penalty: 706.280029 Iteration 55Q: 3 clusters Score -120864.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -120864.546875 Penalty: 706.280029 Iteration 56F: 3 clusters Score -120864.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -6483.263184 Penalty: 233.410385 Iteration 0F: 2 clusters Score -6483.263 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6217.095703 Penalty: 466.820770 Iteration 0F: 3 clusters Score -6217.096 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6272.346680 Penalty: 466.820770 Iteration 1F: 3 clusters Score -6272.347 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6314.347168 Penalty: 466.820770 Iteration 2F: 3 clusters Score -6314.347 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6336.631836 Penalty: 466.820770 Iteration 3F: 3 clusters Score -6336.632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6340.859375 Penalty: 466.820770 Iteration 4Q: 3 clusters Score -6340.859 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6345.405273 Penalty: 466.820770 Iteration 5Q: 3 clusters Score -6345.405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6347.349121 Penalty: 466.820770 Iteration 6Q: 3 clusters Score -6347.349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6356.969238 Penalty: 466.820770 Iteration 7Q: 3 clusters Score -6356.969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6359.859863 Penalty: 466.820770 Iteration 8Q: 3 clusters Score -6359.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6361.490723 Penalty: 466.820770 Iteration 9Q: 3 clusters Score -6361.491 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6363.233887 Penalty: 466.820770 Iteration 10Q: 3 clusters Score -6363.234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6363.971680 Penalty: 466.820770 Iteration 11Q: 3 clusters Score -6363.972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6364.339355 Penalty: 466.820770 Iteration 12Q: 3 clusters Score -6364.339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6365.282715 Penalty: 466.820770 Iteration 13Q: 3 clusters Score -6365.283 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6365.282715 Penalty: 466.820770 Iteration 14F: 3 clusters Score -6365.283 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -16481.529297 Penalty: 267.564270 Iteration 0F: 2 clusters Score -16481.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -16090.570312 Penalty: 535.128540 Iteration 0F: 3 clusters Score -16090.57 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -16207.600586 Penalty: 535.128540 Iteration 1F: 3 clusters Score -16207.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -16253.480469 Penalty: 535.128540 Iteration 2F: 3 clusters Score -16253.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -16270.119141 Penalty: 535.128540 Iteration 3F: 3 clusters Score -16270.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -16274.493164 Penalty: 535.128540 Iteration 4Q: 3 clusters Score -16274.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -16278.377930 Penalty: 535.128540 Iteration 5Q: 3 clusters Score -16278.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -16279.285156 Penalty: 535.128540 Iteration 6Q: 3 clusters Score -16279.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -16280.039062 Penalty: 535.128540 Iteration 7Q: 3 clusters Score -16280.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -16280.039062 Penalty: 535.128540 Iteration 8F: 3 clusters Score -16280.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Entering Unmasked Estep Score: -83889.484375 Penalty: 342.783081 Iteration 0F: 2 clusters Score -83889.48 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 944 members Entering Unmasked Estep Score: -82529.304688 Penalty: 685.566162 Iteration 0F: 3 clusters Score -82529.3 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -83006.562500 Penalty: 685.566162 Iteration 1F: 3 clusters Score -83006.56 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -83049.578125 Penalty: 685.566162 Iteration 2F: 3 clusters Score -83049.58 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -83087.812500 Penalty: 685.566162 Iteration 3Q: 3 clusters Score -83087.81 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -83116.968750 Penalty: 685.566162 Iteration 4Q: 3 clusters Score -83116.97 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -83159.531250 Penalty: 685.566162 Iteration 5Q: 3 clusters Score -83159.53 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -83212.429688 Penalty: 685.566162 Iteration 6F: 3 clusters Score -83212.43 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -83289.015625 Penalty: 685.566162 Iteration 7F: 3 clusters Score -83289.02 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -83368.914062 Penalty: 685.566162 Iteration 8F: 3 clusters Score -83368.91 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -83450.789062 Penalty: 685.566162 Iteration 9F: 3 clusters Score -83450.79 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -83541.398438 Penalty: 685.566162 Iteration 10F: 3 clusters Score -83541.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -83610.023438 Penalty: 685.566162 Iteration 11F: 3 clusters Score -83610.02 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -83653.148438 Penalty: 685.566162 Iteration 12Q: 3 clusters Score -83653.15 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -83678.203125 Penalty: 685.566162 Iteration 13Q: 3 clusters Score -83678.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -83694.562500 Penalty: 685.566162 Iteration 14Q: 3 clusters Score -83694.56 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -83705.015625 Penalty: 685.566162 Iteration 15Q: 3 clusters Score -83705.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -83715.679688 Penalty: 685.566162 Iteration 16Q: 3 clusters Score -83715.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -83725.742188 Penalty: 685.566162 Iteration 17Q: 3 clusters Score -83725.74 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -83739.906250 Penalty: 685.566162 Iteration 18Q: 3 clusters Score -83739.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -83753.882812 Penalty: 685.566162 Iteration 19Q: 3 clusters Score -83753.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -83768.140625 Penalty: 685.566162 Iteration 20F: 3 clusters Score -83768.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -83778.140625 Penalty: 685.566162 Iteration 21Q: 3 clusters Score -83778.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -83783.953125 Penalty: 685.566162 Iteration 22Q: 3 clusters Score -83783.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -83789.765625 Penalty: 685.566162 Iteration 23Q: 3 clusters Score -83789.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -83794.210938 Penalty: 685.566162 Iteration 24Q: 3 clusters Score -83794.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -83795.625000 Penalty: 685.566162 Iteration 25Q: 3 clusters Score -83795.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -83796.929688 Penalty: 685.566162 Iteration 26Q: 3 clusters Score -83796.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -83798.203125 Penalty: 685.566162 Iteration 27Q: 3 clusters Score -83798.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -83798.921875 Penalty: 685.566162 Iteration 28Q: 3 clusters Score -83798.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -83798.906250 Penalty: 685.566162 Iteration 29Q: 3 clusters Score -83798.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -83798.906250 Penalty: 685.566162 Iteration 30F: 3 clusters Score -83798.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Entering Unmasked Estep Score: -70244.421875 Penalty: 331.303040 Iteration 0F: 2 clusters Score -70244.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -69121.890625 Penalty: 662.606079 Iteration 0F: 3 clusters Score -69121.89 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -69539.835938 Penalty: 662.606079 Iteration 1F: 3 clusters Score -69539.84 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -69638.171875 Penalty: 662.606079 Iteration 2F: 3 clusters Score -69638.17 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -69684.289062 Penalty: 662.606079 Iteration 3F: 3 clusters Score -69684.29 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -69713.726562 Penalty: 662.606079 Iteration 4Q: 3 clusters Score -69713.73 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -69738.070312 Penalty: 662.606079 Iteration 5Q: 3 clusters Score -69738.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -69755.703125 Penalty: 662.606079 Iteration 6Q: 3 clusters Score -69755.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -69769.687500 Penalty: 662.606079 Iteration 7Q: 3 clusters Score -69769.69 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -69783.687500 Penalty: 662.606079 Iteration 8Q: 3 clusters Score -69783.69 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -69798.445312 Penalty: 662.606079 Iteration 9Q: 3 clusters Score -69798.45 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -69809.195312 Penalty: 662.606079 Iteration 10Q: 3 clusters Score -69809.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -69814.250000 Penalty: 662.606079 Iteration 11Q: 3 clusters Score -69814.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -69819.367188 Penalty: 662.606079 Iteration 12Q: 3 clusters Score -69819.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -69823.820312 Penalty: 662.606079 Iteration 13Q: 3 clusters Score -69823.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -69830.328125 Penalty: 662.606079 Iteration 14Q: 3 clusters Score -69830.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -69836.757812 Penalty: 662.606079 Iteration 15Q: 3 clusters Score -69836.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -69842.773438 Penalty: 662.606079 Iteration 16Q: 3 clusters Score -69842.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -69846.218750 Penalty: 662.606079 Iteration 17Q: 3 clusters Score -69846.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -69849.250000 Penalty: 662.606079 Iteration 18Q: 3 clusters Score -69849.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -69850.617188 Penalty: 662.606079 Iteration 19Q: 3 clusters Score -69850.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -69852.468750 Penalty: 662.606079 Iteration 20F: 3 clusters Score -69852.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -69857.351562 Penalty: 662.606079 Iteration 21Q: 3 clusters Score -69857.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -69862.218750 Penalty: 662.606079 Iteration 22Q: 3 clusters Score -69862.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -69866.273438 Penalty: 662.606079 Iteration 23Q: 3 clusters Score -69866.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -69867.070312 Penalty: 662.606079 Iteration 24Q: 3 clusters Score -69867.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -69867.765625 Penalty: 662.606079 Iteration 25Q: 3 clusters Score -69867.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -69869.148438 Penalty: 662.606079 Iteration 26Q: 3 clusters Score -69869.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -69870.234375 Penalty: 662.606079 Iteration 27Q: 3 clusters Score -69870.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -69871.132812 Penalty: 662.606079 Iteration 28Q: 3 clusters Score -69871.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -69873.171875 Penalty: 662.606079 Iteration 29Q: 3 clusters Score -69873.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -69875.796875 Penalty: 662.606079 Iteration 30Q: 3 clusters Score -69875.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -69877.437500 Penalty: 662.606079 Iteration 31Q: 3 clusters Score -69877.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -69877.906250 Penalty: 662.606079 Iteration 32Q: 3 clusters Score -69877.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -69878.632812 Penalty: 662.606079 Iteration 33Q: 3 clusters Score -69878.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -69881.210938 Penalty: 662.606079 Iteration 34Q: 3 clusters Score -69881.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -69884.828125 Penalty: 662.606079 Iteration 35Q: 3 clusters Score -69884.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -69887.867188 Penalty: 662.606079 Iteration 36Q: 3 clusters Score -69887.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -69889.960938 Penalty: 662.606079 Iteration 37Q: 3 clusters Score -69889.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -69892.632812 Penalty: 662.606079 Iteration 38Q: 3 clusters Score -69892.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -69895.148438 Penalty: 662.606079 Iteration 39Q: 3 clusters Score -69895.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -69896.156250 Penalty: 662.606079 Iteration 40F: 3 clusters Score -69896.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -69900.335938 Penalty: 662.606079 Iteration 41Q: 3 clusters Score -69900.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -69904.054688 Penalty: 662.606079 Iteration 42Q: 3 clusters Score -69904.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -69910.992188 Penalty: 662.606079 Iteration 43Q: 3 clusters Score -69910.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -69920.781250 Penalty: 662.606079 Iteration 44Q: 3 clusters Score -69920.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -69927.109375 Penalty: 662.606079 Iteration 45Q: 3 clusters Score -69927.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -69929.875000 Penalty: 662.606079 Iteration 46Q: 3 clusters Score -69929.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -69930.453125 Penalty: 662.606079 Iteration 47Q: 3 clusters Score -69930.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -69930.539062 Penalty: 662.606079 Iteration 48Q: 3 clusters Score -69930.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -69931.070312 Penalty: 662.606079 Iteration 49Q: 3 clusters Score -69931.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -69932.031250 Penalty: 662.606079 Iteration 50Q: 3 clusters Score -69932.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -69933.578125 Penalty: 662.606079 Iteration 51Q: 3 clusters Score -69933.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -69934.507812 Penalty: 662.606079 Iteration 52Q: 3 clusters Score -69934.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -69934.898438 Penalty: 662.606079 Iteration 53Q: 3 clusters Score -69934.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -69935.382812 Penalty: 662.606079 Iteration 54Q: 3 clusters Score -69935.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -69935.382812 Penalty: 662.606079 Iteration 55F: 3 clusters Score -69935.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Entering Unmasked Estep Score: -63051.214844 Penalty: 326.065094 Iteration 0F: 2 clusters Score -63051.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -62057.992188 Penalty: 652.130188 Iteration 0F: 3 clusters Score -62057.99 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -62360.406250 Penalty: 652.130188 Iteration 1F: 3 clusters Score -62360.41 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -62420.140625 Penalty: 652.130188 Iteration 2F: 3 clusters Score -62420.14 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -62467.503906 Penalty: 652.130188 Iteration 3F: 3 clusters Score -62467.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -62505.148438 Penalty: 652.130188 Iteration 4Q: 3 clusters Score -62505.15 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -62548.699219 Penalty: 652.130188 Iteration 5Q: 3 clusters Score -62548.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -62584.988281 Penalty: 652.130188 Iteration 6Q: 3 clusters Score -62584.99 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -62610.410156 Penalty: 652.130188 Iteration 7Q: 3 clusters Score -62610.41 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -62640.347656 Penalty: 652.130188 Iteration 8Q: 3 clusters Score -62640.35 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -62652.589844 Penalty: 652.130188 Iteration 9Q: 3 clusters Score -62652.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -62661.621094 Penalty: 652.130188 Iteration 10Q: 3 clusters Score -62661.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -62666.902344 Penalty: 652.130188 Iteration 11Q: 3 clusters Score -62666.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -62668.613281 Penalty: 652.130188 Iteration 12Q: 3 clusters Score -62668.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -62669.792969 Penalty: 652.130188 Iteration 13Q: 3 clusters Score -62669.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -62672.093750 Penalty: 652.130188 Iteration 14Q: 3 clusters Score -62672.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -62672.988281 Penalty: 652.130188 Iteration 15Q: 3 clusters Score -62672.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -62673.816406 Penalty: 652.130188 Iteration 16Q: 3 clusters Score -62673.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -62674.257812 Penalty: 652.130188 Iteration 17Q: 3 clusters Score -62674.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -62674.929688 Penalty: 652.130188 Iteration 18Q: 3 clusters Score -62674.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -62675.144531 Penalty: 652.130188 Iteration 19Q: 3 clusters Score -62675.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -62675.363281 Penalty: 652.130188 Iteration 20F: 3 clusters Score -62675.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -62675.941406 Penalty: 652.130188 Iteration 21Q: 3 clusters Score -62675.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -62676.382812 Penalty: 652.130188 Iteration 22Q: 3 clusters Score -62676.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -62677.570312 Penalty: 652.130188 Iteration 23Q: 3 clusters Score -62677.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -62678.152344 Penalty: 652.130188 Iteration 24Q: 3 clusters Score -62678.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -62678.445312 Penalty: 652.130188 Iteration 25Q: 3 clusters Score -62678.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -62678.679688 Penalty: 652.130188 Iteration 26Q: 3 clusters Score -62678.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -62678.734375 Penalty: 652.130188 Iteration 27Q: 3 clusters Score -62678.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -62679.074219 Penalty: 652.130188 Iteration 28Q: 3 clusters Score -62679.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -62679.437500 Penalty: 652.130188 Iteration 29Q: 3 clusters Score -62679.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -62679.746094 Penalty: 652.130188 Iteration 30Q: 3 clusters Score -62679.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -62679.832031 Penalty: 652.130188 Iteration 31Q: 3 clusters Score -62679.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -62679.832031 Penalty: 652.130188 Iteration 32F: 3 clusters Score -62679.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Entering Unmasked Estep Score: -36799.777344 Penalty: 308.279175 Iteration 0F: 2 clusters Score -36799.78 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 416 members Entering Unmasked Estep Score: -36140.851562 Penalty: 616.558350 Iteration 0F: 3 clusters Score -36140.85 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -36638.191406 Penalty: 616.558350 Iteration 1F: 3 clusters Score -36638.19 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -36913.089844 Penalty: 616.558350 Iteration 2F: 3 clusters Score -36913.09 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -37044.242188 Penalty: 616.558350 Iteration 3F: 3 clusters Score -37044.24 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -37104.738281 Penalty: 616.558350 Iteration 4F: 3 clusters Score -37104.74 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -37161.156250 Penalty: 616.558350 Iteration 5Q: 3 clusters Score -37161.16 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -37223.628906 Penalty: 616.558350 Iteration 6Q: 3 clusters Score -37223.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -37258.828125 Penalty: 616.558350 Iteration 7Q: 3 clusters Score -37258.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -37278.007812 Penalty: 616.558350 Iteration 8Q: 3 clusters Score -37278.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -37280.609375 Penalty: 616.558350 Iteration 9Q: 3 clusters Score -37280.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -37280.609375 Penalty: 616.558350 Iteration 10F: 3 clusters Score -37280.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 63837 members Mstep: Class 3 contains 43440 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1295 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 157592 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27041 members Mstep: Class 19 contains 192413 members Mstep: Class 20 contains 672 members Entering Unmasked Estep Score: -24273974.000000 Penalty: 11951.669922 Splitting cluster 10 changes total score from -24273876.000000 to -24273974.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 11 (414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Entering Unmasked Estep Score: -17175.830078 Penalty: 274.176910 Iteration 0F: 2 clusters Score -17175.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -16736.945312 Penalty: 548.353821 Iteration 0F: 3 clusters Score -16736.95 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16813.564453 Penalty: 548.353821 Iteration 1F: 3 clusters Score -16813.56 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16836.343750 Penalty: 548.353821 Iteration 2F: 3 clusters Score -16836.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16849.072266 Penalty: 548.353821 Iteration 3Q: 3 clusters Score -16849.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16856.636719 Penalty: 548.353821 Iteration 4Q: 3 clusters Score -16856.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -16859.111328 Penalty: 548.353821 Iteration 5Q: 3 clusters Score -16859.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -16860.099609 Penalty: 548.353821 Iteration 6Q: 3 clusters Score -16860.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -16863.521484 Penalty: 548.353821 Iteration 7Q: 3 clusters Score -16863.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -16870.568359 Penalty: 548.353821 Iteration 8Q: 3 clusters Score -16870.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -16888.048828 Penalty: 548.353821 Iteration 9Q: 3 clusters Score -16888.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -16895.701172 Penalty: 548.353821 Iteration 10Q: 3 clusters Score -16895.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -16908.054688 Penalty: 548.353821 Iteration 11Q: 3 clusters Score -16908.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -16919.365234 Penalty: 548.353821 Iteration 12Q: 3 clusters Score -16919.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -16933.818359 Penalty: 548.353821 Iteration 13Q: 3 clusters Score -16933.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -16944.652344 Penalty: 548.353821 Iteration 14Q: 3 clusters Score -16944.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -16953.607422 Penalty: 548.353821 Iteration 15Q: 3 clusters Score -16953.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -16959.248047 Penalty: 548.353821 Iteration 16Q: 3 clusters Score -16959.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -16961.408203 Penalty: 548.353821 Iteration 17Q: 3 clusters Score -16961.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -16963.435547 Penalty: 548.353821 Iteration 18Q: 3 clusters Score -16963.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -16971.470703 Penalty: 548.353821 Iteration 19Q: 3 clusters Score -16971.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -16978.337891 Penalty: 548.353821 Iteration 20F: 3 clusters Score -16978.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -16995.435547 Penalty: 548.353821 Iteration 21Q: 3 clusters Score -16995.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -17005.949219 Penalty: 548.353821 Iteration 22Q: 3 clusters Score -17005.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -17018.783203 Penalty: 548.353821 Iteration 23Q: 3 clusters Score -17018.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -17031.058594 Penalty: 548.353821 Iteration 24Q: 3 clusters Score -17031.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -17033.230469 Penalty: 548.353821 Iteration 25Q: 3 clusters Score -17033.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -17033.230469 Penalty: 548.353821 Iteration 26F: 3 clusters Score -17033.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (157592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157592 members Entering Unmasked Estep Score: -7954140.000000 Penalty: 544.533325 Iteration 0F: 2 clusters Score -7954140 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78890 members Mstep: Class 2 contains 78702 members Entering Unmasked Estep Score: -7857226.000000 Penalty: 1089.066650 Iteration 0F: 3 clusters Score -7857226 nChanged 77529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88375 members Mstep: Class 2 contains 69217 members Entering Unmasked Estep Score: -7904554.000000 Penalty: 1089.066650 Iteration 1F: 3 clusters Score -7904554 nChanged 8226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94275 members Mstep: Class 2 contains 63317 members Entering Unmasked Estep Score: -7908175.500000 Penalty: 1089.066650 Iteration 2F: 3 clusters Score -7908176 nChanged 9986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102297 members Mstep: Class 2 contains 55295 members Entering Unmasked Estep Score: -7913134.000000 Penalty: 1089.066650 Iteration 3F: 3 clusters Score -7913134 nChanged 11328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112067 members Mstep: Class 2 contains 45525 members Entering Unmasked Estep Score: -7919467.000000 Penalty: 1089.066650 Iteration 4F: 3 clusters Score -7919467 nChanged 11654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122571 members Mstep: Class 2 contains 35021 members Entering Unmasked Estep Score: -7926555.000000 Penalty: 1089.066650 Iteration 5F: 3 clusters Score -7926555 nChanged 10466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132387 members Mstep: Class 2 contains 25205 members Entering Unmasked Estep Score: -7933426.500000 Penalty: 1089.066650 Iteration 6F: 3 clusters Score -7933426 nChanged 8329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140444 members Mstep: Class 2 contains 17148 members Entering Unmasked Estep Score: -7939474.000000 Penalty: 1089.066650 Iteration 7F: 3 clusters Score -7939474 nChanged 6140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146524 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -7944093.000000 Penalty: 1089.066650 Iteration 8Q: 3 clusters Score -7944093 nChanged 4156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150672 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -7947468.500000 Penalty: 1089.066650 Iteration 9Q: 3 clusters Score -7947468 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153227 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -7949728.500000 Penalty: 1089.066650 Iteration 10Q: 3 clusters Score -7949728 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154693 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -7951256.500000 Penalty: 1089.066650 Iteration 11Q: 3 clusters Score -7951256 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155474 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -7951955.500000 Penalty: 1089.066650 Iteration 12Q: 3 clusters Score -7951956 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155942 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -7952436.000000 Penalty: 1089.066650 Iteration 13Q: 3 clusters Score -7952436 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156237 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -7952747.000000 Penalty: 1089.066650 Iteration 14Q: 3 clusters Score -7952747 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156421 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -7952936.500000 Penalty: 1089.066650 Iteration 15Q: 3 clusters Score -7952936 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156556 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -7953105.000000 Penalty: 1089.066650 Iteration 16Q: 3 clusters Score -7953105 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156661 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -7953218.000000 Penalty: 1089.066650 Iteration 17Q: 3 clusters Score -7953218 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156746 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -7953314.000000 Penalty: 1089.066650 Iteration 18Q: 3 clusters Score -7953314 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156804 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -7953371.500000 Penalty: 1089.066650 Iteration 19Q: 3 clusters Score -7953372 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156851 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -7953417.000000 Penalty: 1089.066650 Iteration 20F: 3 clusters Score -7953417 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156886 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -7953465.500000 Penalty: 1089.066650 Iteration 21Q: 3 clusters Score -7953466 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156907 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -7953488.500000 Penalty: 1089.066650 Iteration 22Q: 3 clusters Score -7953488 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156930 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -7953506.000000 Penalty: 1089.066650 Iteration 23Q: 3 clusters Score -7953506 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156947 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -7953524.000000 Penalty: 1089.066650 Iteration 24Q: 3 clusters Score -7953524 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156964 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -7953540.000000 Penalty: 1089.066650 Iteration 25Q: 3 clusters Score -7953540 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156971 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -7953563.500000 Penalty: 1089.066650 Iteration 26Q: 3 clusters Score -7953564 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156982 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -7953571.500000 Penalty: 1089.066650 Iteration 27Q: 3 clusters Score -7953572 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156993 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -7953583.000000 Penalty: 1089.066650 Iteration 28Q: 3 clusters Score -7953583 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157001 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -7953594.000000 Penalty: 1089.066650 Iteration 29Q: 3 clusters Score -7953594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157006 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -7953593.500000 Penalty: 1089.066650 Iteration 30Q: 3 clusters Score -7953594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157008 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -7953609.000000 Penalty: 1089.066650 Iteration 31Q: 3 clusters Score -7953609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157010 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -7953604.500000 Penalty: 1089.066650 Iteration 32Q: 3 clusters Score -7953604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157008 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -7953604.000000 Penalty: 1089.066650 Iteration 33Q: 3 clusters Score -7953604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157009 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -7953604.000000 Penalty: 1089.066650 Iteration 34Q: 3 clusters Score -7953604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157010 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -7953611.500000 Penalty: 1089.066650 Iteration 35Q: 3 clusters Score -7953612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157007 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -7953605.000000 Penalty: 1089.066650 Iteration 36Q: 3 clusters Score -7953605 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157005 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -7953607.000000 Penalty: 1089.066650 Iteration 37Q: 3 clusters Score -7953607 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157004 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -7953607.000000 Penalty: 1089.066650 Iteration 38Q: 3 clusters Score -7953607 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157004 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -7953607.000000 Penalty: 1089.066650 Iteration 39F: 3 clusters Score -7953607 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Entering Unmasked Estep Score: -35593.035156 Penalty: 311.147430 Iteration 0F: 2 clusters Score -35593.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -34852.355469 Penalty: 622.294861 Iteration 0F: 3 clusters Score -34852.36 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -35159.882812 Penalty: 622.294861 Iteration 1F: 3 clusters Score -35159.88 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -35409.003906 Penalty: 622.294861 Iteration 2F: 3 clusters Score -35409 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -35657.367188 Penalty: 622.294861 Iteration 3F: 3 clusters Score -35657.37 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -36158.644531 Penalty: 622.294861 Iteration 4F: 3 clusters Score -36158.64 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -36443.121094 Penalty: 622.294861 Iteration 5F: 3 clusters Score -36443.12 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -36494.125000 Penalty: 622.294861 Iteration 6Q: 3 clusters Score -36494.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -36516.589844 Penalty: 622.294861 Iteration 7Q: 3 clusters Score -36516.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -36525.929688 Penalty: 622.294861 Iteration 8Q: 3 clusters Score -36525.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -36547.625000 Penalty: 622.294861 Iteration 9Q: 3 clusters Score -36547.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -36570.164062 Penalty: 622.294861 Iteration 10Q: 3 clusters Score -36570.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -36586.328125 Penalty: 622.294861 Iteration 11Q: 3 clusters Score -36586.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -36600.617188 Penalty: 622.294861 Iteration 12Q: 3 clusters Score -36600.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -36610.292969 Penalty: 622.294861 Iteration 13Q: 3 clusters Score -36610.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -36611.644531 Penalty: 622.294861 Iteration 14Q: 3 clusters Score -36611.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -36613.761719 Penalty: 622.294861 Iteration 15Q: 3 clusters Score -36613.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -36617.636719 Penalty: 622.294861 Iteration 16Q: 3 clusters Score -36617.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -36618.945312 Penalty: 622.294861 Iteration 17Q: 3 clusters Score -36618.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -36619.335938 Penalty: 622.294861 Iteration 18Q: 3 clusters Score -36619.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -36619.335938 Penalty: 622.294861 Iteration 19F: 3 clusters Score -36619.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 63837 members Mstep: Class 3 contains 43440 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1295 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 157592 members Mstep: Class 13 contains 588 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 558 members Mstep: Class 18 contains 27041 members Mstep: Class 19 contains 192413 members Mstep: Class 20 contains 672 members Mstep: Class 21 contains 345 members Entering Unmasked Estep Score: -24274716.000000 Penalty: 12549.253906 Splitting cluster 13 changes total score from -24273876.000000 to -24274716.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 14 (3929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Entering Unmasked Estep Score: -196119.203125 Penalty: 376.564392 Iteration 0F: 2 clusters Score -196119.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -193480.187500 Penalty: 753.128784 Iteration 0F: 3 clusters Score -193480.2 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -194578.546875 Penalty: 753.128784 Iteration 1F: 3 clusters Score -194578.5 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -194833.875000 Penalty: 753.128784 Iteration 2F: 3 clusters Score -194833.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -195122.890625 Penalty: 753.128784 Iteration 3F: 3 clusters Score -195122.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -195402.250000 Penalty: 753.128784 Iteration 4F: 3 clusters Score -195402.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -195603.796875 Penalty: 753.128784 Iteration 5F: 3 clusters Score -195603.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -195746.312500 Penalty: 753.128784 Iteration 6Q: 3 clusters Score -195746.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -195835.843750 Penalty: 753.128784 Iteration 7Q: 3 clusters Score -195835.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -195879.000000 Penalty: 753.128784 Iteration 8Q: 3 clusters Score -195879 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -195898.390625 Penalty: 753.128784 Iteration 9Q: 3 clusters Score -195898.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -195908.843750 Penalty: 753.128784 Iteration 10Q: 3 clusters Score -195908.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -195914.718750 Penalty: 753.128784 Iteration 11Q: 3 clusters Score -195914.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -195917.140625 Penalty: 753.128784 Iteration 12Q: 3 clusters Score -195917.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -195919.500000 Penalty: 753.128784 Iteration 13Q: 3 clusters Score -195919.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -195920.421875 Penalty: 753.128784 Iteration 14Q: 3 clusters Score -195920.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -195921.140625 Penalty: 753.128784 Iteration 15Q: 3 clusters Score -195921.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -195921.390625 Penalty: 753.128784 Iteration 16Q: 3 clusters Score -195921.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -195921.390625 Penalty: 753.128784 Iteration 17F: 3 clusters Score -195921.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Entering Unmasked Estep Score: -193270.296875 Penalty: 379.707397 Iteration 0F: 2 clusters Score -193270.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -190423.703125 Penalty: 759.414795 Iteration 0F: 3 clusters Score -190423.7 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -191506.953125 Penalty: 759.414795 Iteration 1F: 3 clusters Score -191507 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -191621.875000 Penalty: 759.414795 Iteration 2F: 3 clusters Score -191621.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -191727.890625 Penalty: 759.414795 Iteration 3F: 3 clusters Score -191727.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -191826.421875 Penalty: 759.414795 Iteration 4F: 3 clusters Score -191826.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -191934.312500 Penalty: 759.414795 Iteration 5F: 3 clusters Score -191934.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -192040.640625 Penalty: 759.414795 Iteration 6F: 3 clusters Score -192040.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -192156.781250 Penalty: 759.414795 Iteration 7F: 3 clusters Score -192156.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -192273.187500 Penalty: 759.414795 Iteration 8Q: 3 clusters Score -192273.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -192375.109375 Penalty: 759.414795 Iteration 9Q: 3 clusters Score -192375.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -192467.125000 Penalty: 759.414795 Iteration 10Q: 3 clusters Score -192467.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -192565.234375 Penalty: 759.414795 Iteration 11Q: 3 clusters Score -192565.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -192654.828125 Penalty: 759.414795 Iteration 12Q: 3 clusters Score -192654.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -192725.984375 Penalty: 759.414795 Iteration 13Q: 3 clusters Score -192726 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -192768.984375 Penalty: 759.414795 Iteration 14Q: 3 clusters Score -192769 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -192798.281250 Penalty: 759.414795 Iteration 15Q: 3 clusters Score -192798.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -192825.906250 Penalty: 759.414795 Iteration 16Q: 3 clusters Score -192825.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -192845.796875 Penalty: 759.414795 Iteration 17Q: 3 clusters Score -192845.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -192860.265625 Penalty: 759.414795 Iteration 18Q: 3 clusters Score -192860.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -192871.468750 Penalty: 759.414795 Iteration 19Q: 3 clusters Score -192871.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -192881.750000 Penalty: 759.414795 Iteration 20F: 3 clusters Score -192881.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -192890.593750 Penalty: 759.414795 Iteration 21Q: 3 clusters Score -192890.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -192897.703125 Penalty: 759.414795 Iteration 22Q: 3 clusters Score -192897.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -192905.296875 Penalty: 759.414795 Iteration 23Q: 3 clusters Score -192905.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -192909.859375 Penalty: 759.414795 Iteration 24Q: 3 clusters Score -192909.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -192912.625000 Penalty: 759.414795 Iteration 25Q: 3 clusters Score -192912.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -192915.015625 Penalty: 759.414795 Iteration 26Q: 3 clusters Score -192915 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -192915.812500 Penalty: 759.414795 Iteration 27Q: 3 clusters Score -192915.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -192916.093750 Penalty: 759.414795 Iteration 28Q: 3 clusters Score -192916.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -192917.265625 Penalty: 759.414795 Iteration 29Q: 3 clusters Score -192917.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -192917.937500 Penalty: 759.414795 Iteration 30Q: 3 clusters Score -192917.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -192918.046875 Penalty: 759.414795 Iteration 31Q: 3 clusters Score -192918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -192918.453125 Penalty: 759.414795 Iteration 32Q: 3 clusters Score -192918.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -192918.859375 Penalty: 759.414795 Iteration 33Q: 3 clusters Score -192918.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -192919.437500 Penalty: 759.414795 Iteration 34Q: 3 clusters Score -192919.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -192919.359375 Penalty: 759.414795 Iteration 35Q: 3 clusters Score -192919.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -192919.750000 Penalty: 759.414795 Iteration 36Q: 3 clusters Score -192919.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -192919.546875 Penalty: 759.414795 Iteration 37Q: 3 clusters Score -192919.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -192919.546875 Penalty: 759.414795 Iteration 38F: 3 clusters Score -192919.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -95474.289062 Penalty: 348.082672 Iteration 0F: 2 clusters Score -95474.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -94019.195312 Penalty: 696.165344 Iteration 0F: 3 clusters Score -94019.2 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -94506.765625 Penalty: 696.165344 Iteration 1F: 3 clusters Score -94506.77 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -94581.015625 Penalty: 696.165344 Iteration 2F: 3 clusters Score -94581.02 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -94665.031250 Penalty: 696.165344 Iteration 3F: 3 clusters Score -94665.03 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -94756.695312 Penalty: 696.165344 Iteration 4F: 3 clusters Score -94756.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -94874.734375 Penalty: 696.165344 Iteration 5F: 3 clusters Score -94874.73 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -94989.554688 Penalty: 696.165344 Iteration 6F: 3 clusters Score -94989.55 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -95069.421875 Penalty: 696.165344 Iteration 7Q: 3 clusters Score -95069.42 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -95142.820312 Penalty: 696.165344 Iteration 8Q: 3 clusters Score -95142.82 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -95227.726562 Penalty: 696.165344 Iteration 9Q: 3 clusters Score -95227.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -95271.562500 Penalty: 696.165344 Iteration 10Q: 3 clusters Score -95271.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -95276.359375 Penalty: 696.165344 Iteration 11Q: 3 clusters Score -95276.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -95277.359375 Penalty: 696.165344 Iteration 12Q: 3 clusters Score -95277.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -95278.937500 Penalty: 696.165344 Iteration 13Q: 3 clusters Score -95278.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -95279.742188 Penalty: 696.165344 Iteration 14Q: 3 clusters Score -95279.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -95280.460938 Penalty: 696.165344 Iteration 15Q: 3 clusters Score -95280.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -95280.695312 Penalty: 696.165344 Iteration 16Q: 3 clusters Score -95280.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -95280.882812 Penalty: 696.165344 Iteration 17Q: 3 clusters Score -95280.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -95280.882812 Penalty: 696.165344 Iteration 18F: 3 clusters Score -95280.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Entering Unmasked Estep Score: -24272.556641 Penalty: 287.758331 Iteration 0F: 2 clusters Score -24272.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -23750.132812 Penalty: 575.516663 Iteration 0F: 3 clusters Score -23750.13 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -23905.273438 Penalty: 575.516663 Iteration 1F: 3 clusters Score -23905.27 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -23993.382812 Penalty: 575.516663 Iteration 2F: 3 clusters Score -23993.38 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -24058.742188 Penalty: 575.516663 Iteration 3F: 3 clusters Score -24058.74 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -24098.511719 Penalty: 575.516663 Iteration 4F: 3 clusters Score -24098.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -24141.441406 Penalty: 575.516663 Iteration 5Q: 3 clusters Score -24141.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -24190.185547 Penalty: 575.516663 Iteration 6Q: 3 clusters Score -24190.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -24273.123047 Penalty: 575.516663 Iteration 7Q: 3 clusters Score -24273.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -24465.648438 Penalty: 575.516663 Iteration 8F: 3 clusters Score -24465.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -24531.369141 Penalty: 575.516663 Iteration 9Q: 3 clusters Score -24531.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -24543.710938 Penalty: 575.516663 Iteration 10Q: 3 clusters Score -24543.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -24591.582031 Penalty: 575.516663 Iteration 11Q: 3 clusters Score -24591.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -24608.791016 Penalty: 575.516663 Iteration 12Q: 3 clusters Score -24608.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -24609.832031 Penalty: 575.516663 Iteration 13Q: 3 clusters Score -24609.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -24609.832031 Penalty: 575.516663 Iteration 14F: 3 clusters Score -24609.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 63837 members Mstep: Class 3 contains 43440 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1295 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 157592 members Mstep: Class 13 contains 588 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 195 members Mstep: Class 18 contains 27041 members Mstep: Class 19 contains 192413 members Mstep: Class 20 contains 672 members Mstep: Class 21 contains 345 members Mstep: Class 22 contains 363 members Entering Unmasked Estep Score: -24274722.000000 Penalty: 13146.836914 Splitting cluster 17 changes total score from -24273876.000000 to -24274722.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 18 (27041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27041 members Entering Unmasked Estep Score: -1269104.875000 Penalty: 464.332489 Iteration 0F: 2 clusters Score -1269105 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13493 members Mstep: Class 2 contains 13548 members Entering Unmasked Estep Score: -1250964.125000 Penalty: 928.664978 Iteration 0F: 3 clusters Score -1250964 nChanged 12922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -1258713.750000 Penalty: 928.664978 Iteration 1F: 3 clusters Score -1258714 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11999 members Mstep: Class 2 contains 15042 members Entering Unmasked Estep Score: -1259124.500000 Penalty: 928.664978 Iteration 2Q: 3 clusters Score -1259124 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 15794 members Entering Unmasked Estep Score: -1259782.250000 Penalty: 928.664978 Iteration 3Q: 3 clusters Score -1259782 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 16751 members Entering Unmasked Estep Score: -1260795.375000 Penalty: 928.664978 Iteration 4F: 3 clusters Score -1260795 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 17831 members Entering Unmasked Estep Score: -1262140.125000 Penalty: 928.664978 Iteration 5F: 3 clusters Score -1262140 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 18824 members Entering Unmasked Estep Score: -1263527.125000 Penalty: 928.664978 Iteration 6F: 3 clusters Score -1263527 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 19588 members Entering Unmasked Estep Score: -1264519.625000 Penalty: 928.664978 Iteration 7F: 3 clusters Score -1264520 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 20196 members Entering Unmasked Estep Score: -1265043.500000 Penalty: 928.664978 Iteration 8Q: 3 clusters Score -1265044 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 20780 members Entering Unmasked Estep Score: -1265367.375000 Penalty: 928.664978 Iteration 9Q: 3 clusters Score -1265367 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 21394 members Entering Unmasked Estep Score: -1265653.875000 Penalty: 928.664978 Iteration 10Q: 3 clusters Score -1265654 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 21975 members Entering Unmasked Estep Score: -1265935.500000 Penalty: 928.664978 Iteration 11Q: 3 clusters Score -1265936 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 22548 members Entering Unmasked Estep Score: -1266224.125000 Penalty: 928.664978 Iteration 12Q: 3 clusters Score -1266224 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -1266521.625000 Penalty: 928.664978 Iteration 13Q: 3 clusters Score -1266522 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 23618 members Entering Unmasked Estep Score: -1266805.875000 Penalty: 928.664978 Iteration 14Q: 3 clusters Score -1266806 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 24102 members Entering Unmasked Estep Score: -1267103.625000 Penalty: 928.664978 Iteration 15Q: 3 clusters Score -1267104 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 24583 members Entering Unmasked Estep Score: -1267465.125000 Penalty: 928.664978 Iteration 16Q: 3 clusters Score -1267465 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 24994 members Entering Unmasked Estep Score: -1267807.000000 Penalty: 928.664978 Iteration 17Q: 3 clusters Score -1267807 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 25343 members Entering Unmasked Estep Score: -1268096.375000 Penalty: 928.664978 Iteration 18Q: 3 clusters Score -1268096 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 25592 members Entering Unmasked Estep Score: -1268311.500000 Penalty: 928.664978 Iteration 19Q: 3 clusters Score -1268312 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 25773 members Entering Unmasked Estep Score: -1268488.625000 Penalty: 928.664978 Iteration 20F: 3 clusters Score -1268489 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 25903 members Entering Unmasked Estep Score: -1268636.625000 Penalty: 928.664978 Iteration 21Q: 3 clusters Score -1268637 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 25995 members Entering Unmasked Estep Score: -1268750.500000 Penalty: 928.664978 Iteration 22Q: 3 clusters Score -1268750 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 26058 members Entering Unmasked Estep Score: -1268814.750000 Penalty: 928.664978 Iteration 23Q: 3 clusters Score -1268815 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 26087 members Entering Unmasked Estep Score: -1268857.875000 Penalty: 928.664978 Iteration 24Q: 3 clusters Score -1268858 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 26107 members Entering Unmasked Estep Score: -1268899.500000 Penalty: 928.664978 Iteration 25Q: 3 clusters Score -1268900 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 26097 members Entering Unmasked Estep Score: -1268920.875000 Penalty: 928.664978 Iteration 26Q: 3 clusters Score -1268921 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 26097 members Entering Unmasked Estep Score: -1268929.125000 Penalty: 928.664978 Iteration 27Q: 3 clusters Score -1268929 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 26102 members Entering Unmasked Estep Score: -1268941.500000 Penalty: 928.664978 Iteration 28Q: 3 clusters Score -1268942 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 26098 members Entering Unmasked Estep Score: -1268943.750000 Penalty: 928.664978 Iteration 29Q: 3 clusters Score -1268944 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 26092 members Entering Unmasked Estep Score: -1268950.250000 Penalty: 928.664978 Iteration 30Q: 3 clusters Score -1268950 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 26080 members Entering Unmasked Estep Score: -1268956.750000 Penalty: 928.664978 Iteration 31Q: 3 clusters Score -1268957 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -1268957.625000 Penalty: 928.664978 Iteration 32Q: 3 clusters Score -1268958 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 26074 members Entering Unmasked Estep Score: -1268959.500000 Penalty: 928.664978 Iteration 33Q: 3 clusters Score -1268960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 26075 members Entering Unmasked Estep Score: -1268961.625000 Penalty: 928.664978 Iteration 34Q: 3 clusters Score -1268962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -1268964.250000 Penalty: 928.664978 Iteration 35Q: 3 clusters Score -1268964 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 26071 members Entering Unmasked Estep Score: -1268965.375000 Penalty: 928.664978 Iteration 36Q: 3 clusters Score -1268965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 26070 members Entering Unmasked Estep Score: -1268964.750000 Penalty: 928.664978 Iteration 37Q: 3 clusters Score -1268965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 26072 members Entering Unmasked Estep Score: -1268965.250000 Penalty: 928.664978 Iteration 38Q: 3 clusters Score -1268965 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -1268967.500000 Penalty: 928.664978 Iteration 39Q: 3 clusters Score -1268968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 26077 members Entering Unmasked Estep Score: -1268969.250000 Penalty: 928.664978 Iteration 40F: 3 clusters Score -1268969 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 26074 members Entering Unmasked Estep Score: -1268968.375000 Penalty: 928.664978 Iteration 41Q: 3 clusters Score -1268968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 26077 members Entering Unmasked Estep Score: -1268970.625000 Penalty: 928.664978 Iteration 42Q: 3 clusters Score -1268971 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 26080 members Entering Unmasked Estep Score: -1268969.625000 Penalty: 928.664978 Iteration 43Q: 3 clusters Score -1268970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 26079 members Entering Unmasked Estep Score: -1268967.875000 Penalty: 928.664978 Iteration 44Q: 3 clusters Score -1268968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 26078 members Entering Unmasked Estep Score: -1268968.250000 Penalty: 928.664978 Iteration 45Q: 3 clusters Score -1268968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 26077 members Entering Unmasked Estep Score: -1268966.125000 Penalty: 928.664978 Iteration 46Q: 3 clusters Score -1268966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -1268967.250000 Penalty: 928.664978 Iteration 47Q: 3 clusters Score -1268967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 26075 members Entering Unmasked Estep Score: -1268967.125000 Penalty: 928.664978 Iteration 48Q: 3 clusters Score -1268967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -1268967.625000 Penalty: 928.664978 Iteration 49Q: 3 clusters Score -1268968 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -1268967.625000 Penalty: 928.664978 Iteration 50F: 3 clusters Score -1268968 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (192413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192413 members Entering Unmasked Estep Score: -9462060.000000 Penalty: 553.616699 Iteration 0F: 2 clusters Score -9462060 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96113 members Mstep: Class 2 contains 96300 members Entering Unmasked Estep Score: -9332477.000000 Penalty: 1107.233398 Iteration 0F: 3 clusters Score -9332477 nChanged 94573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96318 members Mstep: Class 2 contains 96095 members Entering Unmasked Estep Score: -9390131.000000 Penalty: 1107.233398 Iteration 1F: 3 clusters Score -9390131 nChanged 5690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95622 members Mstep: Class 2 contains 96791 members Entering Unmasked Estep Score: -9391459.000000 Penalty: 1107.233398 Iteration 2Q: 3 clusters Score -9391459 nChanged 6366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94492 members Mstep: Class 2 contains 97921 members Entering Unmasked Estep Score: -9393404.000000 Penalty: 1107.233398 Iteration 3Q: 3 clusters Score -9393404 nChanged 7468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92442 members Mstep: Class 2 contains 99971 members Entering Unmasked Estep Score: -9396346.000000 Penalty: 1107.233398 Iteration 4Q: 3 clusters Score -9396346 nChanged 9192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89134 members Mstep: Class 2 contains 103279 members Entering Unmasked Estep Score: -9401184.000000 Penalty: 1107.233398 Iteration 5Q: 3 clusters Score -9401184 nChanged 11260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84450 members Mstep: Class 2 contains 107963 members Entering Unmasked Estep Score: -9408757.000000 Penalty: 1107.233398 Iteration 6F: 3 clusters Score -9408757 nChanged 12682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78974 members Mstep: Class 2 contains 113439 members Entering Unmasked Estep Score: -9418213.000000 Penalty: 1107.233398 Iteration 7F: 3 clusters Score -9418213 nChanged 12044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74010 members Mstep: Class 2 contains 118403 members Entering Unmasked Estep Score: -9425844.000000 Penalty: 1107.233398 Iteration 8F: 3 clusters Score -9425844 nChanged 9008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70012 members Mstep: Class 2 contains 122401 members Entering Unmasked Estep Score: -9429438.000000 Penalty: 1107.233398 Iteration 9Q: 3 clusters Score -9429438 nChanged 5955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66247 members Mstep: Class 2 contains 126166 members Entering Unmasked Estep Score: -9431128.000000 Penalty: 1107.233398 Iteration 10Q: 3 clusters Score -9431128 nChanged 4435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62344 members Mstep: Class 2 contains 130069 members Entering Unmasked Estep Score: -9432340.000000 Penalty: 1107.233398 Iteration 11Q: 3 clusters Score -9432340 nChanged 4194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58210 members Mstep: Class 2 contains 134203 members Entering Unmasked Estep Score: -9433643.000000 Penalty: 1107.233398 Iteration 12Q: 3 clusters Score -9433643 nChanged 4498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53718 members Mstep: Class 2 contains 138695 members Entering Unmasked Estep Score: -9435168.000000 Penalty: 1107.233398 Iteration 13Q: 3 clusters Score -9435168 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49057 members Mstep: Class 2 contains 143356 members Entering Unmasked Estep Score: -9436689.000000 Penalty: 1107.233398 Iteration 14Q: 3 clusters Score -9436689 nChanged 4774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44283 members Mstep: Class 2 contains 148130 members Entering Unmasked Estep Score: -9438583.000000 Penalty: 1107.233398 Iteration 15Q: 3 clusters Score -9438583 nChanged 4989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39304 members Mstep: Class 2 contains 153109 members Entering Unmasked Estep Score: -9440735.000000 Penalty: 1107.233398 Iteration 16Q: 3 clusters Score -9440735 nChanged 5041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34269 members Mstep: Class 2 contains 158144 members Entering Unmasked Estep Score: -9443057.000000 Penalty: 1107.233398 Iteration 17Q: 3 clusters Score -9443057 nChanged 5058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29219 members Mstep: Class 2 contains 163194 members Entering Unmasked Estep Score: -9445758.000000 Penalty: 1107.233398 Iteration 18Q: 3 clusters Score -9445758 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24395 members Mstep: Class 2 contains 168018 members Entering Unmasked Estep Score: -9448680.000000 Penalty: 1107.233398 Iteration 19Q: 3 clusters Score -9448680 nChanged 4529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 172539 members Entering Unmasked Estep Score: -9451442.000000 Penalty: 1107.233398 Iteration 20F: 3 clusters Score -9451442 nChanged 4087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15819 members Mstep: Class 2 contains 176594 members Entering Unmasked Estep Score: -9454178.000000 Penalty: 1107.233398 Iteration 21Q: 3 clusters Score -9454178 nChanged 3338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 179902 members Entering Unmasked Estep Score: -9456484.000000 Penalty: 1107.233398 Iteration 22Q: 3 clusters Score -9456484 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9918 members Mstep: Class 2 contains 182495 members Entering Unmasked Estep Score: -9458379.000000 Penalty: 1107.233398 Iteration 23Q: 3 clusters Score -9458379 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 184543 members Entering Unmasked Estep Score: -9459760.000000 Penalty: 1107.233398 Iteration 24Q: 3 clusters Score -9459760 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 185979 members Entering Unmasked Estep Score: -9460625.000000 Penalty: 1107.233398 Iteration 25Q: 3 clusters Score -9460625 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 187028 members Entering Unmasked Estep Score: -9461223.000000 Penalty: 1107.233398 Iteration 26Q: 3 clusters Score -9461223 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 187782 members Entering Unmasked Estep Score: -9461571.000000 Penalty: 1107.233398 Iteration 27Q: 3 clusters Score -9461571 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 188332 members Entering Unmasked Estep Score: -9461791.000000 Penalty: 1107.233398 Iteration 28Q: 3 clusters Score -9461791 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 188783 members Entering Unmasked Estep Score: -9461916.000000 Penalty: 1107.233398 Iteration 29Q: 3 clusters Score -9461916 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 189129 members Entering Unmasked Estep Score: -9462007.000000 Penalty: 1107.233398 Iteration 30Q: 3 clusters Score -9462007 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 189385 members Entering Unmasked Estep Score: -9462081.000000 Penalty: 1107.233398 Iteration 31Q: 3 clusters Score -9462081 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 189579 members Entering Unmasked Estep Score: -9462126.000000 Penalty: 1107.233398 Iteration 32Q: 3 clusters Score -9462126 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 189734 members Entering Unmasked Estep Score: -9462178.000000 Penalty: 1107.233398 Iteration 33Q: 3 clusters Score -9462178 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 189864 members Entering Unmasked Estep Score: -9462220.000000 Penalty: 1107.233398 Iteration 34Q: 3 clusters Score -9462220 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 189972 members Entering Unmasked Estep Score: -9462253.000000 Penalty: 1107.233398 Iteration 35Q: 3 clusters Score -9462253 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 190066 members Entering Unmasked Estep Score: -9462244.000000 Penalty: 1107.233398 Iteration 36Q: 3 clusters Score -9462244 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 190167 members Entering Unmasked Estep Score: -9462271.000000 Penalty: 1107.233398 Iteration 37Q: 3 clusters Score -9462271 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 190256 members Entering Unmasked Estep Score: -9462310.000000 Penalty: 1107.233398 Iteration 38Q: 3 clusters Score -9462310 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 190323 members Entering Unmasked Estep Score: -9462340.000000 Penalty: 1107.233398 Iteration 39Q: 3 clusters Score -9462340 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 190381 members Entering Unmasked Estep Score: -9462371.000000 Penalty: 1107.233398 Iteration 40F: 3 clusters Score -9462371 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 190420 members Entering Unmasked Estep Score: -9462379.000000 Penalty: 1107.233398 Iteration 41Q: 3 clusters Score -9462379 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 190457 members Entering Unmasked Estep Score: -9462374.000000 Penalty: 1107.233398 Iteration 42Q: 3 clusters Score -9462374 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 190487 members Entering Unmasked Estep Score: -9462373.000000 Penalty: 1107.233398 Iteration 43Q: 3 clusters Score -9462373 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 190502 members Entering Unmasked Estep Score: -9462362.000000 Penalty: 1107.233398 Iteration 44Q: 3 clusters Score -9462362 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 190525 members Entering Unmasked Estep Score: -9462361.000000 Penalty: 1107.233398 Iteration 45Q: 3 clusters Score -9462361 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 190546 members Entering Unmasked Estep Score: -9462363.000000 Penalty: 1107.233398 Iteration 46Q: 3 clusters Score -9462363 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 190558 members Entering Unmasked Estep Score: -9462365.000000 Penalty: 1107.233398 Iteration 47Q: 3 clusters Score -9462365 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 190567 members Entering Unmasked Estep Score: -9462380.000000 Penalty: 1107.233398 Iteration 48Q: 3 clusters Score -9462380 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 190575 members Entering Unmasked Estep Score: -9462383.000000 Penalty: 1107.233398 Iteration 49Q: 3 clusters Score -9462383 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 190586 members Entering Unmasked Estep Score: -9462381.000000 Penalty: 1107.233398 Iteration 50Q: 3 clusters Score -9462381 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 190601 members Entering Unmasked Estep Score: -9462387.000000 Penalty: 1107.233398 Iteration 51Q: 3 clusters Score -9462387 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 190614 members Entering Unmasked Estep Score: -9462377.000000 Penalty: 1107.233398 Iteration 52Q: 3 clusters Score -9462377 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 190632 members Entering Unmasked Estep Score: -9462383.000000 Penalty: 1107.233398 Iteration 53Q: 3 clusters Score -9462383 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 190649 members Entering Unmasked Estep Score: -9462381.000000 Penalty: 1107.233398 Iteration 54Q: 3 clusters Score -9462381 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 190662 members Entering Unmasked Estep Score: -9462388.000000 Penalty: 1107.233398 Iteration 55Q: 3 clusters Score -9462388 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 190669 members Entering Unmasked Estep Score: -9462389.000000 Penalty: 1107.233398 Iteration 56Q: 3 clusters Score -9462389 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 190678 members Entering Unmasked Estep Score: -9462405.000000 Penalty: 1107.233398 Iteration 57Q: 3 clusters Score -9462405 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 190682 members Entering Unmasked Estep Score: -9462405.000000 Penalty: 1107.233398 Iteration 58Q: 3 clusters Score -9462405 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 190688 members Entering Unmasked Estep Score: -9462404.000000 Penalty: 1107.233398 Iteration 59Q: 3 clusters Score -9462404 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 190693 members Entering Unmasked Estep Score: -9462401.000000 Penalty: 1107.233398 Iteration 60F: 3 clusters Score -9462401 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 190702 members Entering Unmasked Estep Score: -9462398.000000 Penalty: 1107.233398 Iteration 61Q: 3 clusters Score -9462398 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 190706 members Entering Unmasked Estep Score: -9462401.000000 Penalty: 1107.233398 Iteration 62Q: 3 clusters Score -9462401 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 190707 members Entering Unmasked Estep Score: -9462404.000000 Penalty: 1107.233398 Iteration 63Q: 3 clusters Score -9462404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 190712 members Entering Unmasked Estep Score: -9462399.000000 Penalty: 1107.233398 Iteration 64Q: 3 clusters Score -9462399 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 190715 members Entering Unmasked Estep Score: -9462397.000000 Penalty: 1107.233398 Iteration 65Q: 3 clusters Score -9462397 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 190717 members Entering Unmasked Estep Score: -9462395.000000 Penalty: 1107.233398 Iteration 66Q: 3 clusters Score -9462395 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 190717 members Entering Unmasked Estep Score: -9462391.000000 Penalty: 1107.233398 Iteration 67Q: 3 clusters Score -9462391 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 190717 members Entering Unmasked Estep Score: -9462391.000000 Penalty: 1107.233398 Iteration 68F: 3 clusters Score -9462391 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 63837 members Mstep: Class 3 contains 43440 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1295 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 157592 members Mstep: Class 13 contains 588 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 195 members Mstep: Class 18 contains 27041 members Mstep: Class 19 contains 1696 members Mstep: Class 20 contains 672 members Mstep: Class 21 contains 345 members Mstep: Class 22 contains 363 members Mstep: Class 23 contains 190717 members Entering Unmasked Estep Score: -24275052.000000 Penalty: 13744.420898 Splitting cluster 19 changes total score from -24273876.000000 to -24275052.000000 So it's getting split into cluster 23. Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 63837 members Mstep: Class 3 contains 43440 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 358 members Mstep: Class 7 contains 1870 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1295 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 157592 members Mstep: Class 13 contains 588 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4210 members Mstep: Class 16 contains 2101 members Mstep: Class 17 contains 195 members Mstep: Class 18 contains 27041 members Mstep: Class 19 contains 1696 members Entering Unmasked Estep ConsiderDeletion Score: -24275174.000000 Penalty: 13744.420898 Iteration 79Q: 24 clusters Score -2.427517e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 63866 members Mstep: Class 3 contains 43069 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1825 members Mstep: Class 8 contains 1455 members Mstep: Class 9 contains 1292 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 158065 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4212 members Mstep: Class 16 contains 2107 members Mstep: Class 17 contains 195 members Mstep: Class 18 contains 27057 members Mstep: Class 19 contains 1701 members Mstep: Class 20 contains 671 members Mstep: Class 21 contains 347 members Mstep: Class 22 contains 359 members Mstep: Class 23 contains 190604 members Entering Unmasked Estep ConsiderDeletion Score: -24275242.000000 Penalty: 13744.420898 Iteration 80F: 24 clusters Score -2.427524e+07 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 63457 members Mstep: Class 3 contains 42698 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1285 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 412 members Mstep: Class 12 contains 158442 members Mstep: Class 13 contains 588 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4207 members Mstep: Class 16 contains 2114 members Mstep: Class 17 contains 190 members Mstep: Class 18 contains 26983 members Mstep: Class 19 contains 1704 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 363 members Mstep: Class 23 contains 191144 members Entering Unmasked Estep ConsiderDeletion Score: -24275320.000000 Penalty: 13744.420898 Iteration 81Q: 24 clusters Score -2.427532e+07 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 63051 members Mstep: Class 3 contains 42330 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1749 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 414 members Mstep: Class 12 contains 158838 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4200 members Mstep: Class 16 contains 2120 members Mstep: Class 17 contains 184 members Mstep: Class 18 contains 26937 members Mstep: Class 19 contains 1708 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 369 members Mstep: Class 23 contains 191613 members Entering Unmasked Estep ConsiderDeletion Score: -24275178.000000 Penalty: 13744.420898 Iteration 82Q: 24 clusters Score -2.427518e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 62672 members Mstep: Class 3 contains 41982 members Mstep: Class 4 contains 2315 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1715 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1274 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 415 members Mstep: Class 12 contains 159223 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4193 members Mstep: Class 16 contains 2126 members Mstep: Class 17 contains 180 members Mstep: Class 18 contains 26923 members Mstep: Class 19 contains 1709 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 373 members Mstep: Class 23 contains 192016 members Entering Unmasked Estep ConsiderDeletion Score: -24275060.000000 Penalty: 13744.420898 Iteration 83Q: 24 clusters Score -2.427506e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 62329 members Mstep: Class 3 contains 41646 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1684 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 1268 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 416 members Mstep: Class 12 contains 159608 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4186 members Mstep: Class 16 contains 2132 members Mstep: Class 17 contains 174 members Mstep: Class 18 contains 26923 members Mstep: Class 19 contains 1712 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 379 members Mstep: Class 23 contains 192348 members Entering Unmasked Estep ConsiderDeletion Score: -24275038.000000 Penalty: 13744.420898 Iteration 84Q: 24 clusters Score -2.427504e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 62028 members Mstep: Class 3 contains 41366 members Mstep: Class 4 contains 2299 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1662 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 1265 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 418 members Mstep: Class 12 contains 159932 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4178 members Mstep: Class 16 contains 2133 members Mstep: Class 17 contains 170 members Mstep: Class 18 contains 26929 members Mstep: Class 19 contains 1716 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 383 members Mstep: Class 23 contains 192634 members Entering Unmasked Estep ConsiderDeletion Score: -24274984.000000 Penalty: 13744.420898 Iteration 85Q: 24 clusters Score -2.427498e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 61738 members Mstep: Class 3 contains 41141 members Mstep: Class 4 contains 2291 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1634 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 1261 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 160177 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4174 members Mstep: Class 16 contains 2134 members Mstep: Class 17 contains 165 members Mstep: Class 18 contains 26934 members Mstep: Class 19 contains 1717 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 388 members Mstep: Class 23 contains 192938 members Entering Unmasked Estep ConsiderDeletion Score: -24274896.000000 Penalty: 13744.420898 Iteration 86Q: 24 clusters Score -2.42749e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 61463 members Mstep: Class 3 contains 40963 members Mstep: Class 4 contains 2279 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1604 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 1261 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 422 members Mstep: Class 12 contains 160392 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4167 members Mstep: Class 16 contains 2135 members Mstep: Class 17 contains 163 members Mstep: Class 18 contains 26952 members Mstep: Class 19 contains 1718 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 390 members Mstep: Class 23 contains 193200 members Entering Unmasked Estep ConsiderDeletion Score: -24274804.000000 Penalty: 13744.420898 Iteration 87Q: 24 clusters Score -2.42748e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 61209 members Mstep: Class 3 contains 40795 members Mstep: Class 4 contains 2265 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1582 members Mstep: Class 8 contains 1465 members Mstep: Class 9 contains 1261 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 425 members Mstep: Class 12 contains 160588 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4163 members Mstep: Class 16 contains 2135 members Mstep: Class 17 contains 160 members Mstep: Class 18 contains 26972 members Mstep: Class 19 contains 1719 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 393 members Mstep: Class 23 contains 193437 members Entering Unmasked Estep ConsiderDeletion Score: -24274800.000000 Penalty: 13744.420898 Iteration 88Q: 24 clusters Score -2.42748e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 60958 members Mstep: Class 3 contains 40640 members Mstep: Class 4 contains 2252 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1564 members Mstep: Class 8 contains 1469 members Mstep: Class 9 contains 1260 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 430 members Mstep: Class 12 contains 160756 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4168 members Mstep: Class 16 contains 2137 members Mstep: Class 17 contains 157 members Mstep: Class 18 contains 26993 members Mstep: Class 19 contains 1721 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 396 members Mstep: Class 23 contains 193668 members Entering Unmasked Estep ConsiderDeletion Score: -24274760.000000 Penalty: 13744.420898 Iteration 89Q: 24 clusters Score -2.427476e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 60709 members Mstep: Class 3 contains 40491 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1551 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1258 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 160914 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4177 members Mstep: Class 16 contains 2139 members Mstep: Class 17 contains 153 members Mstep: Class 18 contains 27018 members Mstep: Class 19 contains 1725 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 400 members Mstep: Class 23 contains 193890 members Entering Unmasked Estep ConsiderDeletion Score: -24274708.000000 Penalty: 13744.420898 Iteration 90Q: 24 clusters Score -2.427471e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 60482 members Mstep: Class 3 contains 40350 members Mstep: Class 4 contains 2228 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1542 members Mstep: Class 8 contains 1473 members Mstep: Class 9 contains 1256 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161064 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4184 members Mstep: Class 16 contains 2141 members Mstep: Class 17 contains 152 members Mstep: Class 18 contains 27034 members Mstep: Class 19 contains 1726 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 401 members Mstep: Class 23 contains 194104 members Entering Unmasked Estep ConsiderDeletion Score: -24274710.000000 Penalty: 13744.420898 Iteration 91Q: 24 clusters Score -2.427471e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 60283 members Mstep: Class 3 contains 40230 members Mstep: Class 4 contains 2217 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1533 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1255 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161192 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4185 members Mstep: Class 16 contains 2142 members Mstep: Class 17 contains 150 members Mstep: Class 18 contains 27047 members Mstep: Class 19 contains 1723 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 403 members Mstep: Class 23 contains 194303 members Entering Unmasked Estep ConsiderDeletion Score: -24274640.000000 Penalty: 13744.420898 Iteration 92Q: 24 clusters Score -2.427464e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 60100 members Mstep: Class 3 contains 40118 members Mstep: Class 4 contains 2205 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1523 members Mstep: Class 8 contains 1473 members Mstep: Class 9 contains 1253 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161315 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4188 members Mstep: Class 16 contains 2144 members Mstep: Class 17 contains 147 members Mstep: Class 18 contains 27057 members Mstep: Class 19 contains 1723 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 406 members Mstep: Class 23 contains 194485 members Entering Unmasked Estep ConsiderDeletion Score: -24274602.000000 Penalty: 13744.420898 Iteration 93Q: 24 clusters Score -2.42746e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 59908 members Mstep: Class 3 contains 40016 members Mstep: Class 4 contains 2199 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1511 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1253 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161426 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4189 members Mstep: Class 16 contains 2147 members Mstep: Class 17 contains 141 members Mstep: Class 18 contains 27062 members Mstep: Class 19 contains 1722 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 412 members Mstep: Class 23 contains 194680 members Entering Unmasked Estep ConsiderDeletion Score: -24274652.000000 Penalty: 13744.420898 Iteration 94Q: 24 clusters Score -2.427465e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 59726 members Mstep: Class 3 contains 39934 members Mstep: Class 4 contains 2195 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1500 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1251 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161511 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4189 members Mstep: Class 16 contains 2150 members Mstep: Class 17 contains 133 members Mstep: Class 18 contains 27071 members Mstep: Class 19 contains 1727 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 420 members Mstep: Class 23 contains 194859 members Entering Unmasked Estep ConsiderDeletion Score: -24274692.000000 Penalty: 13744.420898 Iteration 95Q: 24 clusters Score -2.427469e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 59536 members Mstep: Class 3 contains 39855 members Mstep: Class 4 contains 2187 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1493 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1249 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161590 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4188 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27086 members Mstep: Class 19 contains 1734 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 195044 members Entering Unmasked Estep ConsiderDeletion Score: -24274818.000000 Penalty: 13744.420898 Iteration 96Q: 24 clusters Score -2.427482e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 59352 members Mstep: Class 3 contains 39790 members Mstep: Class 4 contains 2177 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1486 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1249 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161655 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4188 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27101 members Mstep: Class 19 contains 1742 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 195220 members Entering Unmasked Estep ConsiderDeletion Score: -24274834.000000 Penalty: 13744.420898 Iteration 97Q: 24 clusters Score -2.427483e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 59163 members Mstep: Class 3 contains 39733 members Mstep: Class 4 contains 2171 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1479 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161715 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4187 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27118 members Mstep: Class 19 contains 1750 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 195397 members Entering Unmasked Estep ConsiderDeletion Score: -24274844.000000 Penalty: 13744.420898 Iteration 98Q: 24 clusters Score -2.427484e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58972 members Mstep: Class 3 contains 39688 members Mstep: Class 4 contains 2166 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1472 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1246 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161764 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4187 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27132 members Mstep: Class 19 contains 1756 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 195577 members Entering Unmasked Estep ConsiderDeletion Score: -24274834.000000 Penalty: 13744.420898 Iteration 99Q: 24 clusters Score -2.427483e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58805 members Mstep: Class 3 contains 39638 members Mstep: Class 4 contains 2163 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1465 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1248 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161822 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4188 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27137 members Mstep: Class 19 contains 1757 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 349 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 195738 members Entering Unmasked Estep ConsiderDeletion Score: -24274772.000000 Penalty: 13744.420898 Iteration 100F: 24 clusters Score -2.427477e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58665 members Mstep: Class 3 contains 39576 members Mstep: Class 4 contains 2160 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1460 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1248 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161892 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4189 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27148 members Mstep: Class 19 contains 1756 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 195867 members Entering Unmasked Estep ConsiderDeletion Score: -24274756.000000 Penalty: 13744.420898 Iteration 101Q: 24 clusters Score -2.427476e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58552 members Mstep: Class 3 contains 39524 members Mstep: Class 4 contains 2164 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1453 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161958 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4191 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27154 members Mstep: Class 19 contains 1755 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 195962 members Entering Unmasked Estep ConsiderDeletion Score: -24274728.000000 Penalty: 13744.420898 Iteration 102Q: 24 clusters Score -2.427473e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58463 members Mstep: Class 3 contains 39487 members Mstep: Class 4 contains 2162 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1248 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 161999 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4193 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27168 members Mstep: Class 19 contains 1753 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196039 members Entering Unmasked Estep ConsiderDeletion Score: -24274712.000000 Penalty: 13744.420898 Iteration 103Q: 24 clusters Score -2.427471e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58383 members Mstep: Class 3 contains 39455 members Mstep: Class 4 contains 2158 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1249 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162034 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4193 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27187 members Mstep: Class 19 contains 1756 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196101 members Entering Unmasked Estep ConsiderDeletion Score: -24274710.000000 Penalty: 13744.420898 Iteration 104Q: 24 clusters Score -2.427471e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58302 members Mstep: Class 3 contains 39421 members Mstep: Class 4 contains 2153 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1442 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1251 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162071 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4193 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27197 members Mstep: Class 19 contains 1757 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196173 members Entering Unmasked Estep ConsiderDeletion Score: -24274700.000000 Penalty: 13744.420898 Iteration 105Q: 24 clusters Score -2.42747e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58218 members Mstep: Class 3 contains 39395 members Mstep: Class 4 contains 2149 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1440 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1249 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162099 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2151 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27205 members Mstep: Class 19 contains 1757 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196255 members Entering Unmasked Estep ConsiderDeletion Score: -24274660.000000 Penalty: 13744.420898 Iteration 106Q: 24 clusters Score -2.427466e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58141 members Mstep: Class 3 contains 39369 members Mstep: Class 4 contains 2148 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1440 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1249 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162124 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4195 members Mstep: Class 16 contains 2152 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27210 members Mstep: Class 19 contains 1756 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196327 members Entering Unmasked Estep ConsiderDeletion Score: -24274630.000000 Penalty: 13744.420898 Iteration 107Q: 24 clusters Score -2.427463e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58080 members Mstep: Class 3 contains 39348 members Mstep: Class 4 contains 2148 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1440 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1248 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162149 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2152 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27217 members Mstep: Class 19 contains 1757 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196378 members Entering Unmasked Estep ConsiderDeletion Score: -24274614.000000 Penalty: 13744.420898 Iteration 108Q: 24 clusters Score -2.427461e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 58024 members Mstep: Class 3 contains 39331 members Mstep: Class 4 contains 2149 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1440 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1248 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162169 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4193 members Mstep: Class 16 contains 2153 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27222 members Mstep: Class 19 contains 1759 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196423 members Entering Unmasked Estep ConsiderDeletion Score: -24274612.000000 Penalty: 13744.420898 Iteration 109Q: 24 clusters Score -2.427461e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57962 members Mstep: Class 3 contains 39320 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1249 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162181 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2155 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27222 members Mstep: Class 19 contains 1759 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196481 members Entering Unmasked Estep ConsiderDeletion Score: -24274572.000000 Penalty: 13744.420898 Iteration 110Q: 24 clusters Score -2.427457e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57913 members Mstep: Class 3 contains 39315 members Mstep: Class 4 contains 2152 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162190 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2157 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27222 members Mstep: Class 19 contains 1759 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196525 members Entering Unmasked Estep ConsiderDeletion Score: -24274556.000000 Penalty: 13744.420898 Iteration 111Q: 24 clusters Score -2.427456e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57848 members Mstep: Class 3 contains 39309 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162196 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2157 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27225 members Mstep: Class 19 contains 1759 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196588 members Entering Unmasked Estep ConsiderDeletion Score: -24274572.000000 Penalty: 13744.420898 Iteration 112Q: 24 clusters Score -2.427457e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57795 members Mstep: Class 3 contains 39307 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162198 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2157 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27230 members Mstep: Class 19 contains 1759 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196636 members Entering Unmasked Estep ConsiderDeletion Score: -24274608.000000 Penalty: 13744.420898 Iteration 113Q: 24 clusters Score -2.427461e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57738 members Mstep: Class 3 contains 39304 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162203 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 2157 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27232 members Mstep: Class 19 contains 1759 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196688 members Entering Unmasked Estep ConsiderDeletion Score: -24274586.000000 Penalty: 13744.420898 Iteration 114Q: 24 clusters Score -2.427459e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57684 members Mstep: Class 3 contains 39302 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1472 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162205 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4195 members Mstep: Class 16 contains 2157 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27236 members Mstep: Class 19 contains 1760 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196735 members Entering Unmasked Estep ConsiderDeletion Score: -24274572.000000 Penalty: 13744.420898 Iteration 115Q: 24 clusters Score -2.427457e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57620 members Mstep: Class 3 contains 39300 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162209 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4195 members Mstep: Class 16 contains 2157 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27242 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196791 members Entering Unmasked Estep ConsiderDeletion Score: -24274576.000000 Penalty: 13744.420898 Iteration 116Q: 24 clusters Score -2.427458e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57556 members Mstep: Class 3 contains 39298 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162211 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4195 members Mstep: Class 16 contains 2157 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27252 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196845 members Entering Unmasked Estep ConsiderDeletion Score: -24274598.000000 Penalty: 13744.420898 Iteration 117Q: 24 clusters Score -2.42746e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 57496 members Mstep: Class 3 contains 39297 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162211 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4195 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27263 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196893 members Entering Unmasked Estep ConsiderDeletion Score: -24274590.000000 Penalty: 13744.420898 Iteration 118Q: 24 clusters Score -2.427459e+07 nChanged 82 Entering ConstructFrom: Score: -24274590.000000 Penalty: 13744.420898 Entering ConstructFrom: Trying to split cluster 1 (698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Entering Unmasked Estep Score: -28520.949219 Penalty: 297.943970 Iteration 0F: 2 clusters Score -28520.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -27916.199219 Penalty: 595.887939 Iteration 0F: 3 clusters Score -27916.2 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -28205.931641 Penalty: 595.887939 Iteration 1F: 3 clusters Score -28205.93 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -28443.539062 Penalty: 595.887939 Iteration 2F: 3 clusters Score -28443.54 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -28652.609375 Penalty: 595.887939 Iteration 3F: 3 clusters Score -28652.61 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -28854.458984 Penalty: 595.887939 Iteration 4F: 3 clusters Score -28854.46 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -29081.156250 Penalty: 595.887939 Iteration 5Q: 3 clusters Score -29081.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -29463.041016 Penalty: 595.887939 Iteration 6Q: 3 clusters Score -29463.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -29463.041016 Penalty: 595.887939 Iteration 7F: 3 clusters Score -29463.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 57427 members Mstep: Class 3 contains 39298 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 162213 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27272 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196948 members Mstep: Class 24 contains 427 members Entering Unmasked Estep Score: -24275238.000000 Penalty: 14342.003906 Splitting cluster 1 changes total score from -24274590.000000 to -24275238.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 2 (57427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57427 members Entering Unmasked Estep Score: -2992039.250000 Penalty: 498.601288 Iteration 0F: 2 clusters Score -2992039 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28706 members Mstep: Class 2 contains 28721 members Entering Unmasked Estep Score: -2953397.500000 Penalty: 997.202576 Iteration 0F: 3 clusters Score -2953398 nChanged 27806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29328 members Mstep: Class 2 contains 28099 members Entering Unmasked Estep Score: -2969881.750000 Penalty: 997.202576 Iteration 1F: 3 clusters Score -2969882 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29691 members Mstep: Class 2 contains 27736 members Entering Unmasked Estep Score: -2970268.750000 Penalty: 997.202576 Iteration 2Q: 3 clusters Score -2970269 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30173 members Mstep: Class 2 contains 27254 members Entering Unmasked Estep Score: -2970730.500000 Penalty: 997.202576 Iteration 3Q: 3 clusters Score -2970730 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30860 members Mstep: Class 2 contains 26567 members Entering Unmasked Estep Score: -2971286.000000 Penalty: 997.202576 Iteration 4Q: 3 clusters Score -2971286 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31802 members Mstep: Class 2 contains 25625 members Entering Unmasked Estep Score: -2972052.250000 Penalty: 997.202576 Iteration 5Q: 3 clusters Score -2972052 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33008 members Mstep: Class 2 contains 24419 members Entering Unmasked Estep Score: -2973182.750000 Penalty: 997.202576 Iteration 6Q: 3 clusters Score -2973183 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34586 members Mstep: Class 2 contains 22841 members Entering Unmasked Estep Score: -2975050.000000 Penalty: 997.202576 Iteration 7Q: 3 clusters Score -2975050 nChanged 3128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36332 members Mstep: Class 2 contains 21095 members Entering Unmasked Estep Score: -2978064.750000 Penalty: 997.202576 Iteration 8F: 3 clusters Score -2978065 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37762 members Mstep: Class 2 contains 19665 members Entering Unmasked Estep Score: -2981100.000000 Penalty: 997.202576 Iteration 9F: 3 clusters Score -2981100 nChanged 2689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38791 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -2982520.000000 Penalty: 997.202576 Iteration 10Q: 3 clusters Score -2982520 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39731 members Mstep: Class 2 contains 17696 members Entering Unmasked Estep Score: -2983023.250000 Penalty: 997.202576 Iteration 11Q: 3 clusters Score -2983023 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40663 members Mstep: Class 2 contains 16764 members Entering Unmasked Estep Score: -2983329.500000 Penalty: 997.202576 Iteration 12Q: 3 clusters Score -2983330 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41598 members Mstep: Class 2 contains 15829 members Entering Unmasked Estep Score: -2983586.500000 Penalty: 997.202576 Iteration 13Q: 3 clusters Score -2983586 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42546 members Mstep: Class 2 contains 14881 members Entering Unmasked Estep Score: -2983870.250000 Penalty: 997.202576 Iteration 14Q: 3 clusters Score -2983870 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43526 members Mstep: Class 2 contains 13901 members Entering Unmasked Estep Score: -2984193.500000 Penalty: 997.202576 Iteration 15Q: 3 clusters Score -2984194 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44613 members Mstep: Class 2 contains 12814 members Entering Unmasked Estep Score: -2984562.250000 Penalty: 997.202576 Iteration 16Q: 3 clusters Score -2984562 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45783 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -2985036.250000 Penalty: 997.202576 Iteration 17Q: 3 clusters Score -2985036 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46941 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -2985540.500000 Penalty: 997.202576 Iteration 18Q: 3 clusters Score -2985540 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48144 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -2986130.500000 Penalty: 997.202576 Iteration 19Q: 3 clusters Score -2986130 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49341 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -2986771.000000 Penalty: 997.202576 Iteration 20F: 3 clusters Score -2986771 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50451 members Mstep: Class 2 contains 6976 members Entering Unmasked Estep Score: -2987379.000000 Penalty: 997.202576 Iteration 21Q: 3 clusters Score -2987379 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51506 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -2987973.750000 Penalty: 997.202576 Iteration 22Q: 3 clusters Score -2987974 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52491 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -2988532.750000 Penalty: 997.202576 Iteration 23Q: 3 clusters Score -2988533 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53378 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -2989058.750000 Penalty: 997.202576 Iteration 24Q: 3 clusters Score -2989059 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54177 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -2989538.250000 Penalty: 997.202576 Iteration 25Q: 3 clusters Score -2989538 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54875 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -2989979.250000 Penalty: 997.202576 Iteration 26Q: 3 clusters Score -2989979 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55472 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -2990372.750000 Penalty: 997.202576 Iteration 27Q: 3 clusters Score -2990373 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55985 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -2990715.000000 Penalty: 997.202576 Iteration 28Q: 3 clusters Score -2990715 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56411 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -2991011.250000 Penalty: 997.202576 Iteration 29Q: 3 clusters Score -2991011 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56695 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -2991194.250000 Penalty: 997.202576 Iteration 30Q: 3 clusters Score -2991194 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56888 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -2991303.750000 Penalty: 997.202576 Iteration 31Q: 3 clusters Score -2991304 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57025 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -2991407.750000 Penalty: 997.202576 Iteration 32Q: 3 clusters Score -2991408 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57107 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2991461.750000 Penalty: 997.202576 Iteration 33Q: 3 clusters Score -2991462 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57160 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -2991495.500000 Penalty: 997.202576 Iteration 34Q: 3 clusters Score -2991496 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57198 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -2991530.500000 Penalty: 997.202576 Iteration 35Q: 3 clusters Score -2991530 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57230 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -2991551.750000 Penalty: 997.202576 Iteration 36Q: 3 clusters Score -2991552 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57244 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -2991567.250000 Penalty: 997.202576 Iteration 37Q: 3 clusters Score -2991567 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57258 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -2991581.500000 Penalty: 997.202576 Iteration 38Q: 3 clusters Score -2991582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57268 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -2991590.750000 Penalty: 997.202576 Iteration 39Q: 3 clusters Score -2991591 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57274 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -2991594.750000 Penalty: 997.202576 Iteration 40F: 3 clusters Score -2991595 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57277 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -2991594.750000 Penalty: 997.202576 Iteration 41Q: 3 clusters Score -2991595 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57280 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -2991596.000000 Penalty: 997.202576 Iteration 42Q: 3 clusters Score -2991596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57282 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -2991595.750000 Penalty: 997.202576 Iteration 43Q: 3 clusters Score -2991596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57283 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -2991596.500000 Penalty: 997.202576 Iteration 44Q: 3 clusters Score -2991596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57285 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -2991598.000000 Penalty: 997.202576 Iteration 45Q: 3 clusters Score -2991598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57285 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -2991598.500000 Penalty: 997.202576 Iteration 46Q: 3 clusters Score -2991598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57287 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -2991601.000000 Penalty: 997.202576 Iteration 47Q: 3 clusters Score -2991601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57289 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -2991602.250000 Penalty: 997.202576 Iteration 48Q: 3 clusters Score -2991602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57292 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -2991606.750000 Penalty: 997.202576 Iteration 49Q: 3 clusters Score -2991607 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57295 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -2991610.500000 Penalty: 997.202576 Iteration 50Q: 3 clusters Score -2991610 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57301 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -2991612.750000 Penalty: 997.202576 Iteration 51Q: 3 clusters Score -2991613 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57308 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -2991618.000000 Penalty: 997.202576 Iteration 52Q: 3 clusters Score -2991618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57310 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -2991618.750000 Penalty: 997.202576 Iteration 53Q: 3 clusters Score -2991619 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57311 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -2991621.500000 Penalty: 997.202576 Iteration 54Q: 3 clusters Score -2991622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57312 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -2991620.000000 Penalty: 997.202576 Iteration 55Q: 3 clusters Score -2991620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57313 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -2991621.750000 Penalty: 997.202576 Iteration 56Q: 3 clusters Score -2991622 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57313 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -2991621.750000 Penalty: 997.202576 Iteration 57F: 3 clusters Score -2991622 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (39298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39298 members Entering Unmasked Estep Score: -1890877.250000 Penalty: 481.341278 Iteration 0F: 2 clusters Score -1890877 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 19555 members Entering Unmasked Estep Score: -1864565.875000 Penalty: 962.682556 Iteration 0F: 3 clusters Score -1864566 nChanged 18914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22055 members Mstep: Class 2 contains 17243 members Entering Unmasked Estep Score: -1876935.250000 Penalty: 962.682556 Iteration 1F: 3 clusters Score -1876935 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23253 members Mstep: Class 2 contains 16045 members Entering Unmasked Estep Score: -1878633.500000 Penalty: 962.682556 Iteration 2F: 3 clusters Score -1878634 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24481 members Mstep: Class 2 contains 14817 members Entering Unmasked Estep Score: -1880839.500000 Penalty: 962.682556 Iteration 3F: 3 clusters Score -1880840 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25486 members Mstep: Class 2 contains 13812 members Entering Unmasked Estep Score: -1882817.750000 Penalty: 962.682556 Iteration 4F: 3 clusters Score -1882818 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26220 members Mstep: Class 2 contains 13078 members Entering Unmasked Estep Score: -1883800.625000 Penalty: 962.682556 Iteration 5Q: 3 clusters Score -1883801 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26941 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -1884264.875000 Penalty: 962.682556 Iteration 6Q: 3 clusters Score -1884265 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27655 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1884573.750000 Penalty: 962.682556 Iteration 7Q: 3 clusters Score -1884574 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28383 members Mstep: Class 2 contains 10915 members Entering Unmasked Estep Score: -1884876.750000 Penalty: 962.682556 Iteration 8Q: 3 clusters Score -1884877 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29136 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -1885198.875000 Penalty: 962.682556 Iteration 9Q: 3 clusters Score -1885199 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29946 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -1885593.625000 Penalty: 962.682556 Iteration 10Q: 3 clusters Score -1885594 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30726 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -1886005.875000 Penalty: 962.682556 Iteration 11Q: 3 clusters Score -1886006 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31473 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -1886455.125000 Penalty: 962.682556 Iteration 12Q: 3 clusters Score -1886455 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32177 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -1886928.375000 Penalty: 962.682556 Iteration 13Q: 3 clusters Score -1886928 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32786 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -1887393.375000 Penalty: 962.682556 Iteration 14Q: 3 clusters Score -1887393 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33333 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1887806.000000 Penalty: 962.682556 Iteration 15Q: 3 clusters Score -1887806 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33714 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1888086.000000 Penalty: 962.682556 Iteration 16Q: 3 clusters Score -1888086 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33992 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1888280.500000 Penalty: 962.682556 Iteration 17Q: 3 clusters Score -1888280 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34214 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1888421.000000 Penalty: 962.682556 Iteration 18Q: 3 clusters Score -1888421 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34396 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1888512.750000 Penalty: 962.682556 Iteration 19Q: 3 clusters Score -1888513 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34546 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1888580.875000 Penalty: 962.682556 Iteration 20F: 3 clusters Score -1888581 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34698 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1888649.625000 Penalty: 962.682556 Iteration 21Q: 3 clusters Score -1888650 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34831 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -1888705.500000 Penalty: 962.682556 Iteration 22Q: 3 clusters Score -1888706 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34963 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -1888746.875000 Penalty: 962.682556 Iteration 23Q: 3 clusters Score -1888747 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35107 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1888792.125000 Penalty: 962.682556 Iteration 24Q: 3 clusters Score -1888792 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35247 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -1888849.250000 Penalty: 962.682556 Iteration 25Q: 3 clusters Score -1888849 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35413 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -1888910.875000 Penalty: 962.682556 Iteration 26Q: 3 clusters Score -1888911 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35615 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -1888996.875000 Penalty: 962.682556 Iteration 27Q: 3 clusters Score -1888997 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35829 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1889116.250000 Penalty: 962.682556 Iteration 28Q: 3 clusters Score -1889116 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36074 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1889279.250000 Penalty: 962.682556 Iteration 29Q: 3 clusters Score -1889279 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36324 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1889487.625000 Penalty: 962.682556 Iteration 30Q: 3 clusters Score -1889488 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36595 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1889746.750000 Penalty: 962.682556 Iteration 31Q: 3 clusters Score -1889747 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36849 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -1889979.250000 Penalty: 962.682556 Iteration 32Q: 3 clusters Score -1889979 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37057 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1890152.000000 Penalty: 962.682556 Iteration 33Q: 3 clusters Score -1890152 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37238 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -1890304.000000 Penalty: 962.682556 Iteration 34Q: 3 clusters Score -1890304 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37378 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -1890417.250000 Penalty: 962.682556 Iteration 35Q: 3 clusters Score -1890417 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37481 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1890501.750000 Penalty: 962.682556 Iteration 36Q: 3 clusters Score -1890502 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37566 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1890558.750000 Penalty: 962.682556 Iteration 37Q: 3 clusters Score -1890559 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37623 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1890607.500000 Penalty: 962.682556 Iteration 38Q: 3 clusters Score -1890608 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37669 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1890629.750000 Penalty: 962.682556 Iteration 39Q: 3 clusters Score -1890630 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37689 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1890652.125000 Penalty: 962.682556 Iteration 40F: 3 clusters Score -1890652 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37706 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1890671.125000 Penalty: 962.682556 Iteration 41Q: 3 clusters Score -1890671 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37722 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1890685.875000 Penalty: 962.682556 Iteration 42Q: 3 clusters Score -1890686 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37741 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1890706.500000 Penalty: 962.682556 Iteration 43Q: 3 clusters Score -1890706 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37764 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1890724.375000 Penalty: 962.682556 Iteration 44Q: 3 clusters Score -1890724 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37784 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -1890733.875000 Penalty: 962.682556 Iteration 45Q: 3 clusters Score -1890734 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37794 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1890744.250000 Penalty: 962.682556 Iteration 46Q: 3 clusters Score -1890744 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37806 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1890751.500000 Penalty: 962.682556 Iteration 47Q: 3 clusters Score -1890752 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37824 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1890755.125000 Penalty: 962.682556 Iteration 48Q: 3 clusters Score -1890755 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37837 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1890759.125000 Penalty: 962.682556 Iteration 49Q: 3 clusters Score -1890759 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37851 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -1890762.500000 Penalty: 962.682556 Iteration 50Q: 3 clusters Score -1890762 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37863 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1890765.875000 Penalty: 962.682556 Iteration 51Q: 3 clusters Score -1890766 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37871 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1890767.000000 Penalty: 962.682556 Iteration 52Q: 3 clusters Score -1890767 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37878 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -1890770.625000 Penalty: 962.682556 Iteration 53Q: 3 clusters Score -1890771 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37887 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1890768.000000 Penalty: 962.682556 Iteration 54Q: 3 clusters Score -1890768 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37902 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1890773.750000 Penalty: 962.682556 Iteration 55Q: 3 clusters Score -1890774 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37907 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -1890776.250000 Penalty: 962.682556 Iteration 56Q: 3 clusters Score -1890776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37911 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1890775.750000 Penalty: 962.682556 Iteration 57Q: 3 clusters Score -1890776 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37915 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -1890778.375000 Penalty: 962.682556 Iteration 58Q: 3 clusters Score -1890778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37917 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1890775.250000 Penalty: 962.682556 Iteration 59Q: 3 clusters Score -1890775 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37923 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1890777.625000 Penalty: 962.682556 Iteration 60F: 3 clusters Score -1890778 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37930 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1890778.125000 Penalty: 962.682556 Iteration 61Q: 3 clusters Score -1890778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37934 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1890779.125000 Penalty: 962.682556 Iteration 62Q: 3 clusters Score -1890779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37936 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1890779.125000 Penalty: 962.682556 Iteration 63Q: 3 clusters Score -1890779 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37939 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -1890781.125000 Penalty: 962.682556 Iteration 64Q: 3 clusters Score -1890781 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37941 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1890781.000000 Penalty: 962.682556 Iteration 65Q: 3 clusters Score -1890781 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37947 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1890783.375000 Penalty: 962.682556 Iteration 66Q: 3 clusters Score -1890783 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37953 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -1890784.875000 Penalty: 962.682556 Iteration 67Q: 3 clusters Score -1890785 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37957 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1890783.500000 Penalty: 962.682556 Iteration 68Q: 3 clusters Score -1890784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37955 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -1890784.625000 Penalty: 962.682556 Iteration 69Q: 3 clusters Score -1890785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37957 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1890784.625000 Penalty: 962.682556 Iteration 70Q: 3 clusters Score -1890785 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37961 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1890783.500000 Penalty: 962.682556 Iteration 71Q: 3 clusters Score -1890784 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37964 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1890784.875000 Penalty: 962.682556 Iteration 72Q: 3 clusters Score -1890785 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37967 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1890785.750000 Penalty: 962.682556 Iteration 73Q: 3 clusters Score -1890786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37973 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1890787.625000 Penalty: 962.682556 Iteration 74Q: 3 clusters Score -1890788 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37979 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1890786.125000 Penalty: 962.682556 Iteration 75Q: 3 clusters Score -1890786 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37986 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1890786.625000 Penalty: 962.682556 Iteration 76Q: 3 clusters Score -1890787 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37988 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1890785.750000 Penalty: 962.682556 Iteration 77Q: 3 clusters Score -1890786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37990 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1890786.250000 Penalty: 962.682556 Iteration 78Q: 3 clusters Score -1890786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37991 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1890785.750000 Penalty: 962.682556 Iteration 79Q: 3 clusters Score -1890786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37992 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1890787.000000 Penalty: 962.682556 Iteration 80F: 3 clusters Score -1890787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37993 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1890786.500000 Penalty: 962.682556 Iteration 81Q: 3 clusters Score -1890786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37993 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1890786.500000 Penalty: 962.682556 Iteration 82F: 3 clusters Score -1890786 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Entering Unmasked Estep Score: -111180.515625 Penalty: 349.152802 Iteration 0F: 2 clusters Score -111180.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -109658.664062 Penalty: 698.305603 Iteration 0F: 3 clusters Score -109658.7 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -110158.804688 Penalty: 698.305603 Iteration 1F: 3 clusters Score -110158.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -110230.218750 Penalty: 698.305603 Iteration 2F: 3 clusters Score -110230.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -110293.382812 Penalty: 698.305603 Iteration 3F: 3 clusters Score -110293.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -110352.460938 Penalty: 698.305603 Iteration 4Q: 3 clusters Score -110352.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -110403.945312 Penalty: 698.305603 Iteration 5Q: 3 clusters Score -110403.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -110473.078125 Penalty: 698.305603 Iteration 6Q: 3 clusters Score -110473.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -110570.304688 Penalty: 698.305603 Iteration 7Q: 3 clusters Score -110570.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -110668.273438 Penalty: 698.305603 Iteration 8Q: 3 clusters Score -110668.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -110731.734375 Penalty: 698.305603 Iteration 9Q: 3 clusters Score -110731.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -110762.851562 Penalty: 698.305603 Iteration 10Q: 3 clusters Score -110762.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -110790.539062 Penalty: 698.305603 Iteration 11Q: 3 clusters Score -110790.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -110804.359375 Penalty: 698.305603 Iteration 12Q: 3 clusters Score -110804.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -110811.117188 Penalty: 698.305603 Iteration 13Q: 3 clusters Score -110811.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -110814.468750 Penalty: 698.305603 Iteration 14Q: 3 clusters Score -110814.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -110816.164062 Penalty: 698.305603 Iteration 15Q: 3 clusters Score -110816.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -110818.742188 Penalty: 698.305603 Iteration 16Q: 3 clusters Score -110818.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -110821.375000 Penalty: 698.305603 Iteration 17Q: 3 clusters Score -110821.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -110824.539062 Penalty: 698.305603 Iteration 18Q: 3 clusters Score -110824.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -110827.375000 Penalty: 698.305603 Iteration 19Q: 3 clusters Score -110827.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -110830.101562 Penalty: 698.305603 Iteration 20F: 3 clusters Score -110830.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -110833.742188 Penalty: 698.305603 Iteration 21Q: 3 clusters Score -110833.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -110836.335938 Penalty: 698.305603 Iteration 22Q: 3 clusters Score -110836.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -110837.476562 Penalty: 698.305603 Iteration 23Q: 3 clusters Score -110837.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -110837.679688 Penalty: 698.305603 Iteration 24Q: 3 clusters Score -110837.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -110838.593750 Penalty: 698.305603 Iteration 25Q: 3 clusters Score -110838.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -110839.796875 Penalty: 698.305603 Iteration 26Q: 3 clusters Score -110839.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -110840.460938 Penalty: 698.305603 Iteration 27Q: 3 clusters Score -110840.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -110842.625000 Penalty: 698.305603 Iteration 28Q: 3 clusters Score -110842.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -110844.507812 Penalty: 698.305603 Iteration 29Q: 3 clusters Score -110844.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -110844.984375 Penalty: 698.305603 Iteration 30Q: 3 clusters Score -110845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -110845.390625 Penalty: 698.305603 Iteration 31Q: 3 clusters Score -110845.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -110846.015625 Penalty: 698.305603 Iteration 32Q: 3 clusters Score -110846 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -110846.015625 Penalty: 698.305603 Iteration 33F: 3 clusters Score -110846 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Entering Unmasked Estep Score: -6483.263184 Penalty: 233.410385 Iteration 0F: 2 clusters Score -6483.263 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6238.515137 Penalty: 466.820770 Iteration 0F: 3 clusters Score -6238.515 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6320.409180 Penalty: 466.820770 Iteration 1F: 3 clusters Score -6320.409 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6337.575195 Penalty: 466.820770 Iteration 2F: 3 clusters Score -6337.575 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6344.106934 Penalty: 466.820770 Iteration 3Q: 3 clusters Score -6344.107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6345.210938 Penalty: 466.820770 Iteration 4Q: 3 clusters Score -6345.211 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6345.210938 Penalty: 466.820770 Iteration 5F: 3 clusters Score -6345.211 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Entering Unmasked Estep Score: -16526.664062 Penalty: 267.691162 Iteration 0F: 2 clusters Score -16526.66 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 184 members Entering Unmasked Estep Score: -16135.876953 Penalty: 535.382324 Iteration 0F: 3 clusters Score -16135.88 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -16239.753906 Penalty: 535.382324 Iteration 1F: 3 clusters Score -16239.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -16272.065430 Penalty: 535.382324 Iteration 2F: 3 clusters Score -16272.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -16283.430664 Penalty: 535.382324 Iteration 3Q: 3 clusters Score -16283.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -16293.011719 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -16293.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -16300.114258 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -16300.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -16300.687500 Penalty: 535.382324 Iteration 6Q: 3 clusters Score -16300.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -16300.854492 Penalty: 535.382324 Iteration 7Q: 3 clusters Score -16300.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -16300.935547 Penalty: 535.382324 Iteration 8Q: 3 clusters Score -16300.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -16300.935547 Penalty: 535.382324 Iteration 9F: 3 clusters Score -16300.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -64141.683594 Penalty: 330.862518 Iteration 0F: 2 clusters Score -64141.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -63089.082031 Penalty: 661.725037 Iteration 0F: 3 clusters Score -63089.08 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -63464.636719 Penalty: 661.725037 Iteration 1F: 3 clusters Score -63464.64 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -63571.250000 Penalty: 661.725037 Iteration 2F: 3 clusters Score -63571.25 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -63689.367188 Penalty: 661.725037 Iteration 3F: 3 clusters Score -63689.37 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -63798.363281 Penalty: 661.725037 Iteration 4F: 3 clusters Score -63798.36 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -63874.738281 Penalty: 661.725037 Iteration 5F: 3 clusters Score -63874.74 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -63932.554688 Penalty: 661.725037 Iteration 6F: 3 clusters Score -63932.55 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -63969.644531 Penalty: 661.725037 Iteration 7Q: 3 clusters Score -63969.64 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -63991.609375 Penalty: 661.725037 Iteration 8Q: 3 clusters Score -63991.61 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -64005.363281 Penalty: 661.725037 Iteration 9Q: 3 clusters Score -64005.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -64013.906250 Penalty: 661.725037 Iteration 10Q: 3 clusters Score -64013.91 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -64019.894531 Penalty: 661.725037 Iteration 11Q: 3 clusters Score -64019.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -64025.222656 Penalty: 661.725037 Iteration 12Q: 3 clusters Score -64025.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -64028.234375 Penalty: 661.725037 Iteration 13Q: 3 clusters Score -64028.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -64030.617188 Penalty: 661.725037 Iteration 14Q: 3 clusters Score -64030.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -64032.820312 Penalty: 661.725037 Iteration 15Q: 3 clusters Score -64032.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -64034.015625 Penalty: 661.725037 Iteration 16Q: 3 clusters Score -64034.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -64034.367188 Penalty: 661.725037 Iteration 17Q: 3 clusters Score -64034.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -64034.808594 Penalty: 661.725037 Iteration 18Q: 3 clusters Score -64034.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -64035.730469 Penalty: 661.725037 Iteration 19Q: 3 clusters Score -64035.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -64036.039062 Penalty: 661.725037 Iteration 20F: 3 clusters Score -64036.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Entering Unmasked Estep Score: -71093.171875 Penalty: 331.863251 Iteration 0F: 2 clusters Score -71093.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -69989.203125 Penalty: 663.726501 Iteration 0F: 3 clusters Score -69989.2 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -70312.601562 Penalty: 663.726501 Iteration 1F: 3 clusters Score -70312.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -70368.367188 Penalty: 663.726501 Iteration 2F: 3 clusters Score -70368.37 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -70417.148438 Penalty: 663.726501 Iteration 3F: 3 clusters Score -70417.15 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -70472.867188 Penalty: 663.726501 Iteration 4F: 3 clusters Score -70472.87 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -70537.054688 Penalty: 663.726501 Iteration 5F: 3 clusters Score -70537.05 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -70600.851562 Penalty: 663.726501 Iteration 6Q: 3 clusters Score -70600.85 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -70662.921875 Penalty: 663.726501 Iteration 7Q: 3 clusters Score -70662.92 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -70697.921875 Penalty: 663.726501 Iteration 8Q: 3 clusters Score -70697.92 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -70734.054688 Penalty: 663.726501 Iteration 9Q: 3 clusters Score -70734.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -70756.085938 Penalty: 663.726501 Iteration 10Q: 3 clusters Score -70756.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -70764.773438 Penalty: 663.726501 Iteration 11Q: 3 clusters Score -70764.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -70777.117188 Penalty: 663.726501 Iteration 12Q: 3 clusters Score -70777.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -70793.648438 Penalty: 663.726501 Iteration 13Q: 3 clusters Score -70793.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -70799.039062 Penalty: 663.726501 Iteration 14Q: 3 clusters Score -70799.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -70806.593750 Penalty: 663.726501 Iteration 15Q: 3 clusters Score -70806.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -70816.507812 Penalty: 663.726501 Iteration 16Q: 3 clusters Score -70816.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -70818.460938 Penalty: 663.726501 Iteration 17Q: 3 clusters Score -70818.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -70819.734375 Penalty: 663.726501 Iteration 18Q: 3 clusters Score -70819.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -70819.734375 Penalty: 663.726501 Iteration 19F: 3 clusters Score -70819.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Entering Unmasked Estep Score: -60642.195312 Penalty: 324.346588 Iteration 0F: 2 clusters Score -60642.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -59692.324219 Penalty: 648.693176 Iteration 0F: 3 clusters Score -59692.32 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -59990.785156 Penalty: 648.693176 Iteration 1F: 3 clusters Score -59990.79 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -60044.019531 Penalty: 648.693176 Iteration 2F: 3 clusters Score -60044.02 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -60081.703125 Penalty: 648.693176 Iteration 3F: 3 clusters Score -60081.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -60117.265625 Penalty: 648.693176 Iteration 4Q: 3 clusters Score -60117.27 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -60153.488281 Penalty: 648.693176 Iteration 5Q: 3 clusters Score -60153.49 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -60183.265625 Penalty: 648.693176 Iteration 6Q: 3 clusters Score -60183.27 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -60219.574219 Penalty: 648.693176 Iteration 7Q: 3 clusters Score -60219.57 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -60241.886719 Penalty: 648.693176 Iteration 8Q: 3 clusters Score -60241.89 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -60262.910156 Penalty: 648.693176 Iteration 9Q: 3 clusters Score -60262.91 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -60283.332031 Penalty: 648.693176 Iteration 10Q: 3 clusters Score -60283.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -60293.976562 Penalty: 648.693176 Iteration 11Q: 3 clusters Score -60293.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -60311.125000 Penalty: 648.693176 Iteration 12Q: 3 clusters Score -60311.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -60324.230469 Penalty: 648.693176 Iteration 13Q: 3 clusters Score -60324.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -60333.519531 Penalty: 648.693176 Iteration 14Q: 3 clusters Score -60333.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -60338.828125 Penalty: 648.693176 Iteration 15Q: 3 clusters Score -60338.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -60341.433594 Penalty: 648.693176 Iteration 16Q: 3 clusters Score -60341.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -60344.976562 Penalty: 648.693176 Iteration 17Q: 3 clusters Score -60344.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -60347.792969 Penalty: 648.693176 Iteration 18Q: 3 clusters Score -60347.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -60349.371094 Penalty: 648.693176 Iteration 19Q: 3 clusters Score -60349.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -60349.886719 Penalty: 648.693176 Iteration 20F: 3 clusters Score -60349.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -60350.117188 Penalty: 648.693176 Iteration 21Q: 3 clusters Score -60350.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -60350.253906 Penalty: 648.693176 Iteration 22Q: 3 clusters Score -60350.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -60350.253906 Penalty: 648.693176 Iteration 23F: 3 clusters Score -60350.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Entering Unmasked Estep Score: -8526.715820 Penalty: 241.974457 Iteration 0F: 2 clusters Score -8526.716 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8238.824219 Penalty: 483.948914 Iteration 0F: 3 clusters Score -8238.824 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8302.600586 Penalty: 483.948914 Iteration 1F: 3 clusters Score -8302.601 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -8324.185547 Penalty: 483.948914 Iteration 2F: 3 clusters Score -8324.186 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8348.841797 Penalty: 483.948914 Iteration 3Q: 3 clusters Score -8348.842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8384.962891 Penalty: 483.948914 Iteration 4Q: 3 clusters Score -8384.963 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8398.633789 Penalty: 483.948914 Iteration 5Q: 3 clusters Score -8398.634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -8402.929688 Penalty: 483.948914 Iteration 6Q: 3 clusters Score -8402.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8407.083984 Penalty: 483.948914 Iteration 7Q: 3 clusters Score -8407.084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8422.585938 Penalty: 483.948914 Iteration 8Q: 3 clusters Score -8422.586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -8432.167969 Penalty: 483.948914 Iteration 9Q: 3 clusters Score -8432.168 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8436.431641 Penalty: 483.948914 Iteration 10Q: 3 clusters Score -8436.432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8446.956055 Penalty: 483.948914 Iteration 11Q: 3 clusters Score -8446.956 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -8462.036133 Penalty: 483.948914 Iteration 12Q: 3 clusters Score -8462.036 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -8469.260742 Penalty: 483.948914 Iteration 13Q: 3 clusters Score -8469.261 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -8480.517578 Penalty: 483.948914 Iteration 14Q: 3 clusters Score -8480.518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -8484.543945 Penalty: 483.948914 Iteration 15Q: 3 clusters Score -8484.544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -8485.887695 Penalty: 483.948914 Iteration 16Q: 3 clusters Score -8485.888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -8487.571289 Penalty: 483.948914 Iteration 17Q: 3 clusters Score -8487.571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8488.347656 Penalty: 483.948914 Iteration 18Q: 3 clusters Score -8488.348 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8488.347656 Penalty: 483.948914 Iteration 19F: 3 clusters Score -8488.348 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Entering Unmasked Estep Score: -17918.666016 Penalty: 276.113373 Iteration 0F: 2 clusters Score -17918.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -17481.144531 Penalty: 552.226746 Iteration 0F: 3 clusters Score -17481.14 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -17557.986328 Penalty: 552.226746 Iteration 1F: 3 clusters Score -17557.99 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -17582.123047 Penalty: 552.226746 Iteration 2F: 3 clusters Score -17582.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -17605.919922 Penalty: 552.226746 Iteration 3Q: 3 clusters Score -17605.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -17625.621094 Penalty: 552.226746 Iteration 4Q: 3 clusters Score -17625.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -17639.566406 Penalty: 552.226746 Iteration 5Q: 3 clusters Score -17639.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -17651.126953 Penalty: 552.226746 Iteration 6Q: 3 clusters Score -17651.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -17663.650391 Penalty: 552.226746 Iteration 7Q: 3 clusters Score -17663.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -17673.900391 Penalty: 552.226746 Iteration 8Q: 3 clusters Score -17673.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -17677.865234 Penalty: 552.226746 Iteration 9Q: 3 clusters Score -17677.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -17682.437500 Penalty: 552.226746 Iteration 10Q: 3 clusters Score -17682.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -17683.816406 Penalty: 552.226746 Iteration 11Q: 3 clusters Score -17683.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -17686.503906 Penalty: 552.226746 Iteration 12Q: 3 clusters Score -17686.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -17689.130859 Penalty: 552.226746 Iteration 13Q: 3 clusters Score -17689.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -17689.894531 Penalty: 552.226746 Iteration 14Q: 3 clusters Score -17689.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -17690.212891 Penalty: 552.226746 Iteration 15Q: 3 clusters Score -17690.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -17692.169922 Penalty: 552.226746 Iteration 16Q: 3 clusters Score -17692.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -17693.294922 Penalty: 552.226746 Iteration 17Q: 3 clusters Score -17693.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -17693.515625 Penalty: 552.226746 Iteration 18Q: 3 clusters Score -17693.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -17693.701172 Penalty: 552.226746 Iteration 19Q: 3 clusters Score -17693.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -17693.701172 Penalty: 552.226746 Iteration 20F: 3 clusters Score -17693.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (162213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162213 members Entering Unmasked Estep Score: -8172757.500000 Penalty: 545.848328 Iteration 0F: 2 clusters Score -8172758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80632 members Mstep: Class 2 contains 81581 members Entering Unmasked Estep Score: -8073969.000000 Penalty: 1091.696655 Iteration 0F: 3 clusters Score -8073969 nChanged 79917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60127 members Mstep: Class 2 contains 102086 members Entering Unmasked Estep Score: -8126737.000000 Penalty: 1091.696655 Iteration 1F: 3 clusters Score -8126737 nChanged 11460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49365 members Mstep: Class 2 contains 112848 members Entering Unmasked Estep Score: -8132741.000000 Penalty: 1091.696655 Iteration 2F: 3 clusters Score -8132741 nChanged 13161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36788 members Mstep: Class 2 contains 125425 members Entering Unmasked Estep Score: -8141154.000000 Penalty: 1091.696655 Iteration 3F: 3 clusters Score -8141154 nChanged 12462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24662 members Mstep: Class 2 contains 137551 members Entering Unmasked Estep Score: -8150263.000000 Penalty: 1091.696655 Iteration 4F: 3 clusters Score -8150263 nChanged 9530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15242 members Mstep: Class 2 contains 146971 members Entering Unmasked Estep Score: -8158438.500000 Penalty: 1091.696655 Iteration 5F: 3 clusters Score -8158438 nChanged 5829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 152700 members Entering Unmasked Estep Score: -8163935.000000 Penalty: 1091.696655 Iteration 6Q: 3 clusters Score -8163935 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 155724 members Entering Unmasked Estep Score: -8167534.000000 Penalty: 1091.696655 Iteration 7Q: 3 clusters Score -8167534 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 157433 members Entering Unmasked Estep Score: -8169614.500000 Penalty: 1091.696655 Iteration 8Q: 3 clusters Score -8169614 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 158481 members Entering Unmasked Estep Score: -8170871.500000 Penalty: 1091.696655 Iteration 9Q: 3 clusters Score -8170872 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 159091 members Entering Unmasked Estep Score: -8171729.500000 Penalty: 1091.696655 Iteration 10Q: 3 clusters Score -8171730 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 159400 members Entering Unmasked Estep Score: -8172225.000000 Penalty: 1091.696655 Iteration 11Q: 3 clusters Score -8172225 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 159554 members Entering Unmasked Estep Score: -8172522.000000 Penalty: 1091.696655 Iteration 12Q: 3 clusters Score -8172522 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 159619 members Entering Unmasked Estep Score: -8172737.500000 Penalty: 1091.696655 Iteration 13Q: 3 clusters Score -8172738 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 159630 members Entering Unmasked Estep Score: -8172878.500000 Penalty: 1091.696655 Iteration 14Q: 3 clusters Score -8172878 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 159639 members Entering Unmasked Estep Score: -8173004.000000 Penalty: 1091.696655 Iteration 15Q: 3 clusters Score -8173004 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 159647 members Entering Unmasked Estep Score: -8173072.000000 Penalty: 1091.696655 Iteration 16Q: 3 clusters Score -8173072 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 159622 members Entering Unmasked Estep Score: -8173145.000000 Penalty: 1091.696655 Iteration 17Q: 3 clusters Score -8173145 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 159579 members Entering Unmasked Estep Score: -8173200.500000 Penalty: 1091.696655 Iteration 18Q: 3 clusters Score -8173200 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 159515 members Entering Unmasked Estep Score: -8173251.000000 Penalty: 1091.696655 Iteration 19Q: 3 clusters Score -8173251 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 159472 members Entering Unmasked Estep Score: -8173289.000000 Penalty: 1091.696655 Iteration 20F: 3 clusters Score -8173289 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 159411 members Entering Unmasked Estep Score: -8173325.000000 Penalty: 1091.696655 Iteration 21Q: 3 clusters Score -8173325 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 159335 members Entering Unmasked Estep Score: -8173358.000000 Penalty: 1091.696655 Iteration 22Q: 3 clusters Score -8173358 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 159247 members Entering Unmasked Estep Score: -8173401.000000 Penalty: 1091.696655 Iteration 23Q: 3 clusters Score -8173401 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 159140 members Entering Unmasked Estep Score: -8173440.000000 Penalty: 1091.696655 Iteration 24Q: 3 clusters Score -8173440 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 158990 members Entering Unmasked Estep Score: -8173485.000000 Penalty: 1091.696655 Iteration 25Q: 3 clusters Score -8173485 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 158820 members Entering Unmasked Estep Score: -8173577.500000 Penalty: 1091.696655 Iteration 26Q: 3 clusters Score -8173578 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 158641 members Entering Unmasked Estep Score: -8173672.500000 Penalty: 1091.696655 Iteration 27Q: 3 clusters Score -8173672 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 158450 members Entering Unmasked Estep Score: -8173760.500000 Penalty: 1091.696655 Iteration 28Q: 3 clusters Score -8173760 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 158292 members Entering Unmasked Estep Score: -8173854.000000 Penalty: 1091.696655 Iteration 29Q: 3 clusters Score -8173854 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 158153 members Entering Unmasked Estep Score: -8173893.000000 Penalty: 1091.696655 Iteration 30Q: 3 clusters Score -8173893 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 158020 members Entering Unmasked Estep Score: -8173924.500000 Penalty: 1091.696655 Iteration 31Q: 3 clusters Score -8173924 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 157903 members Entering Unmasked Estep Score: -8173970.500000 Penalty: 1091.696655 Iteration 32Q: 3 clusters Score -8173970 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 157790 members Entering Unmasked Estep Score: -8174004.000000 Penalty: 1091.696655 Iteration 33Q: 3 clusters Score -8174004 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 157688 members Entering Unmasked Estep Score: -8174035.000000 Penalty: 1091.696655 Iteration 34Q: 3 clusters Score -8174035 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 157586 members Entering Unmasked Estep Score: -8174059.500000 Penalty: 1091.696655 Iteration 35Q: 3 clusters Score -8174060 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 157491 members Entering Unmasked Estep Score: -8174098.500000 Penalty: 1091.696655 Iteration 36Q: 3 clusters Score -8174098 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 157406 members Entering Unmasked Estep Score: -8174108.000000 Penalty: 1091.696655 Iteration 37Q: 3 clusters Score -8174108 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 157311 members Entering Unmasked Estep Score: -8174100.500000 Penalty: 1091.696655 Iteration 38Q: 3 clusters Score -8174100 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 157224 members Entering Unmasked Estep Score: -8174112.500000 Penalty: 1091.696655 Iteration 39Q: 3 clusters Score -8174112 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 157137 members Entering Unmasked Estep Score: -8174145.000000 Penalty: 1091.696655 Iteration 40F: 3 clusters Score -8174145 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 157042 members Entering Unmasked Estep Score: -8174169.000000 Penalty: 1091.696655 Iteration 41Q: 3 clusters Score -8174169 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 156959 members Entering Unmasked Estep Score: -8174184.000000 Penalty: 1091.696655 Iteration 42Q: 3 clusters Score -8174184 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 156880 members Entering Unmasked Estep Score: -8174218.000000 Penalty: 1091.696655 Iteration 43Q: 3 clusters Score -8174218 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 156810 members Entering Unmasked Estep Score: -8174223.000000 Penalty: 1091.696655 Iteration 44Q: 3 clusters Score -8174223 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 156735 members Entering Unmasked Estep Score: -8174258.500000 Penalty: 1091.696655 Iteration 45Q: 3 clusters Score -8174258 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 156666 members Entering Unmasked Estep Score: -8174256.000000 Penalty: 1091.696655 Iteration 46Q: 3 clusters Score -8174256 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 156603 members Entering Unmasked Estep Score: -8174291.000000 Penalty: 1091.696655 Iteration 47Q: 3 clusters Score -8174291 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5664 members Mstep: Class 2 contains 156549 members Entering Unmasked Estep Score: -8174286.000000 Penalty: 1091.696655 Iteration 48Q: 3 clusters Score -8174286 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 156496 members Entering Unmasked Estep Score: -8174311.000000 Penalty: 1091.696655 Iteration 49Q: 3 clusters Score -8174311 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 156446 members Entering Unmasked Estep Score: -8174320.000000 Penalty: 1091.696655 Iteration 50Q: 3 clusters Score -8174320 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 156410 members Entering Unmasked Estep Score: -8174318.500000 Penalty: 1091.696655 Iteration 51Q: 3 clusters Score -8174318 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 156365 members Entering Unmasked Estep Score: -8174320.000000 Penalty: 1091.696655 Iteration 52Q: 3 clusters Score -8174320 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 156319 members Entering Unmasked Estep Score: -8174348.500000 Penalty: 1091.696655 Iteration 53Q: 3 clusters Score -8174348 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 156278 members Entering Unmasked Estep Score: -8174349.000000 Penalty: 1091.696655 Iteration 54Q: 3 clusters Score -8174349 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 156224 members Entering Unmasked Estep Score: -8174346.000000 Penalty: 1091.696655 Iteration 55Q: 3 clusters Score -8174346 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 156176 members Entering Unmasked Estep Score: -8174351.500000 Penalty: 1091.696655 Iteration 56Q: 3 clusters Score -8174352 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 156124 members Entering Unmasked Estep Score: -8174356.000000 Penalty: 1091.696655 Iteration 57Q: 3 clusters Score -8174356 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 156072 members Entering Unmasked Estep Score: -8174363.000000 Penalty: 1091.696655 Iteration 58Q: 3 clusters Score -8174363 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 156023 members Entering Unmasked Estep Score: -8174357.000000 Penalty: 1091.696655 Iteration 59Q: 3 clusters Score -8174357 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 155969 members Entering Unmasked Estep Score: -8174385.500000 Penalty: 1091.696655 Iteration 60F: 3 clusters Score -8174386 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 155920 members Entering Unmasked Estep Score: -8174400.500000 Penalty: 1091.696655 Iteration 61Q: 3 clusters Score -8174400 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 155868 members Entering Unmasked Estep Score: -8174411.000000 Penalty: 1091.696655 Iteration 62Q: 3 clusters Score -8174411 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 155825 members Entering Unmasked Estep Score: -8174420.500000 Penalty: 1091.696655 Iteration 63Q: 3 clusters Score -8174420 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 155777 members Entering Unmasked Estep Score: -8174434.500000 Penalty: 1091.696655 Iteration 64Q: 3 clusters Score -8174434 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 155731 members Entering Unmasked Estep Score: -8174449.000000 Penalty: 1091.696655 Iteration 65Q: 3 clusters Score -8174449 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 155690 members Entering Unmasked Estep Score: -8174469.000000 Penalty: 1091.696655 Iteration 66Q: 3 clusters Score -8174469 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 155649 members Entering Unmasked Estep Score: -8174476.500000 Penalty: 1091.696655 Iteration 67Q: 3 clusters Score -8174476 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 155614 members Entering Unmasked Estep Score: -8174482.000000 Penalty: 1091.696655 Iteration 68Q: 3 clusters Score -8174482 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 155582 members Entering Unmasked Estep Score: -8174496.000000 Penalty: 1091.696655 Iteration 69Q: 3 clusters Score -8174496 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 155557 members Entering Unmasked Estep Score: -8174488.500000 Penalty: 1091.696655 Iteration 70Q: 3 clusters Score -8174488 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 155528 members Entering Unmasked Estep Score: -8174492.000000 Penalty: 1091.696655 Iteration 71Q: 3 clusters Score -8174492 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 155499 members Entering Unmasked Estep Score: -8174500.000000 Penalty: 1091.696655 Iteration 72Q: 3 clusters Score -8174500 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 155468 members Entering Unmasked Estep Score: -8174499.000000 Penalty: 1091.696655 Iteration 73Q: 3 clusters Score -8174499 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 155446 members Entering Unmasked Estep Score: -8174496.000000 Penalty: 1091.696655 Iteration 74Q: 3 clusters Score -8174496 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 155419 members Entering Unmasked Estep Score: -8174507.500000 Penalty: 1091.696655 Iteration 75Q: 3 clusters Score -8174508 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 155390 members Entering Unmasked Estep Score: -8174510.000000 Penalty: 1091.696655 Iteration 76Q: 3 clusters Score -8174510 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 155361 members Entering Unmasked Estep Score: -8174525.500000 Penalty: 1091.696655 Iteration 77Q: 3 clusters Score -8174526 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 155337 members Entering Unmasked Estep Score: -8174518.500000 Penalty: 1091.696655 Iteration 78Q: 3 clusters Score -8174518 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 155316 members Entering Unmasked Estep Score: -8174529.000000 Penalty: 1091.696655 Iteration 79Q: 3 clusters Score -8174529 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 155294 members Entering Unmasked Estep Score: -8174533.500000 Penalty: 1091.696655 Iteration 80F: 3 clusters Score -8174534 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6948 members Mstep: Class 2 contains 155265 members Entering Unmasked Estep Score: -8174536.500000 Penalty: 1091.696655 Iteration 81Q: 3 clusters Score -8174536 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 155236 members Entering Unmasked Estep Score: -8174547.000000 Penalty: 1091.696655 Iteration 82Q: 3 clusters Score -8174547 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 155207 members Entering Unmasked Estep Score: -8174554.500000 Penalty: 1091.696655 Iteration 83Q: 3 clusters Score -8174554 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 155173 members Entering Unmasked Estep Score: -8174566.000000 Penalty: 1091.696655 Iteration 84Q: 3 clusters Score -8174566 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 155155 members Entering Unmasked Estep Score: -8174566.000000 Penalty: 1091.696655 Iteration 85Q: 3 clusters Score -8174566 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 155130 members Entering Unmasked Estep Score: -8174563.500000 Penalty: 1091.696655 Iteration 86Q: 3 clusters Score -8174564 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 155111 members Entering Unmasked Estep Score: -8174573.000000 Penalty: 1091.696655 Iteration 87Q: 3 clusters Score -8174573 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 155090 members Entering Unmasked Estep Score: -8174576.000000 Penalty: 1091.696655 Iteration 88Q: 3 clusters Score -8174576 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 155069 members Entering Unmasked Estep Score: -8174574.500000 Penalty: 1091.696655 Iteration 89Q: 3 clusters Score -8174574 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 155047 members Entering Unmasked Estep Score: -8174581.500000 Penalty: 1091.696655 Iteration 90Q: 3 clusters Score -8174582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 155033 members Entering Unmasked Estep Score: -8174577.500000 Penalty: 1091.696655 Iteration 91Q: 3 clusters Score -8174578 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 155017 members Entering Unmasked Estep Score: -8174578.000000 Penalty: 1091.696655 Iteration 92Q: 3 clusters Score -8174578 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 154996 members Entering Unmasked Estep Score: -8174574.000000 Penalty: 1091.696655 Iteration 93Q: 3 clusters Score -8174574 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 154971 members Entering Unmasked Estep Score: -8174592.500000 Penalty: 1091.696655 Iteration 94Q: 3 clusters Score -8174592 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 154938 members Entering Unmasked Estep Score: -8174592.000000 Penalty: 1091.696655 Iteration 95Q: 3 clusters Score -8174592 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 154904 members Entering Unmasked Estep Score: -8174587.000000 Penalty: 1091.696655 Iteration 96Q: 3 clusters Score -8174587 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 154870 members Entering Unmasked Estep Score: -8174587.500000 Penalty: 1091.696655 Iteration 97Q: 3 clusters Score -8174588 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 154839 members Entering Unmasked Estep Score: -8174587.000000 Penalty: 1091.696655 Iteration 98Q: 3 clusters Score -8174587 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 154813 members Entering Unmasked Estep Score: -8174594.500000 Penalty: 1091.696655 Iteration 99Q: 3 clusters Score -8174594 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 154787 members Entering Unmasked Estep Score: -8174599.500000 Penalty: 1091.696655 Iteration 100F: 3 clusters Score -8174600 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 154763 members Entering Unmasked Estep Score: -8174597.000000 Penalty: 1091.696655 Iteration 101Q: 3 clusters Score -8174597 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 154740 members Entering Unmasked Estep Score: -8174594.000000 Penalty: 1091.696655 Iteration 102Q: 3 clusters Score -8174594 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 154719 members Entering Unmasked Estep Score: -8174599.000000 Penalty: 1091.696655 Iteration 103Q: 3 clusters Score -8174599 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 154709 members Entering Unmasked Estep Score: -8174603.500000 Penalty: 1091.696655 Iteration 104Q: 3 clusters Score -8174604 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 154690 members Entering Unmasked Estep Score: -8174606.500000 Penalty: 1091.696655 Iteration 105Q: 3 clusters Score -8174606 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 154670 members Entering Unmasked Estep Score: -8174604.000000 Penalty: 1091.696655 Iteration 106Q: 3 clusters Score -8174604 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 154651 members Entering Unmasked Estep Score: -8174599.500000 Penalty: 1091.696655 Iteration 107Q: 3 clusters Score -8174600 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 154631 members Entering Unmasked Estep Score: -8174602.000000 Penalty: 1091.696655 Iteration 108Q: 3 clusters Score -8174602 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 154608 members Entering Unmasked Estep Score: -8174610.000000 Penalty: 1091.696655 Iteration 109Q: 3 clusters Score -8174610 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 154587 members Entering Unmasked Estep Score: -8174612.500000 Penalty: 1091.696655 Iteration 110Q: 3 clusters Score -8174612 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 154572 members Entering Unmasked Estep Score: -8174619.000000 Penalty: 1091.696655 Iteration 111Q: 3 clusters Score -8174619 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 154554 members Entering Unmasked Estep Score: -8174621.000000 Penalty: 1091.696655 Iteration 112Q: 3 clusters Score -8174621 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 154531 members Entering Unmasked Estep Score: -8174611.500000 Penalty: 1091.696655 Iteration 113Q: 3 clusters Score -8174612 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 154512 members Entering Unmasked Estep Score: -8174613.000000 Penalty: 1091.696655 Iteration 114Q: 3 clusters Score -8174613 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 154493 members Entering Unmasked Estep Score: -8174628.000000 Penalty: 1091.696655 Iteration 115Q: 3 clusters Score -8174628 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 154467 members Entering Unmasked Estep Score: -8174622.500000 Penalty: 1091.696655 Iteration 116Q: 3 clusters Score -8174622 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7768 members Mstep: Class 2 contains 154445 members Entering Unmasked Estep Score: -8174614.000000 Penalty: 1091.696655 Iteration 117Q: 3 clusters Score -8174614 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 154428 members Entering Unmasked Estep Score: -8174623.000000 Penalty: 1091.696655 Iteration 118Q: 3 clusters Score -8174623 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 154414 members Entering Unmasked Estep Score: -8174617.000000 Penalty: 1091.696655 Iteration 119Q: 3 clusters Score -8174617 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 154399 members Entering Unmasked Estep Score: -8174625.500000 Penalty: 1091.696655 Iteration 120F: 3 clusters Score -8174626 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 154386 members Entering Unmasked Estep Score: -8174623.000000 Penalty: 1091.696655 Iteration 121Q: 3 clusters Score -8174623 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 154376 members Entering Unmasked Estep Score: -8174626.000000 Penalty: 1091.696655 Iteration 122Q: 3 clusters Score -8174626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 154366 members Entering Unmasked Estep Score: -8174627.000000 Penalty: 1091.696655 Iteration 123Q: 3 clusters Score -8174627 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 154353 members Entering Unmasked Estep Score: -8174631.500000 Penalty: 1091.696655 Iteration 124Q: 3 clusters Score -8174632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 154342 members Entering Unmasked Estep Score: -8174637.000000 Penalty: 1091.696655 Iteration 125Q: 3 clusters Score -8174637 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 154335 members Entering Unmasked Estep Score: -8174639.000000 Penalty: 1091.696655 Iteration 126Q: 3 clusters Score -8174639 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 154328 members Entering Unmasked Estep Score: -8174650.500000 Penalty: 1091.696655 Iteration 127Q: 3 clusters Score -8174650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 154326 members Entering Unmasked Estep Score: -8174649.500000 Penalty: 1091.696655 Iteration 128Q: 3 clusters Score -8174650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 154326 members Entering Unmasked Estep Score: -8174649.500000 Penalty: 1091.696655 Iteration 129F: 3 clusters Score -8174650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 57427 members Mstep: Class 3 contains 39298 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 7887 members Mstep: Class 13 contains 589 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27272 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196948 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 154326 members Entering Unmasked Estep Score: -24277036.000000 Penalty: 14939.587891 Splitting cluster 12 changes total score from -24274590.000000 to -24277036.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 13 (589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Entering Unmasked Estep Score: -24616.857422 Penalty: 290.218384 Iteration 0F: 2 clusters Score -24616.86 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 289 members Entering Unmasked Estep Score: -24059.169922 Penalty: 580.436768 Iteration 0F: 3 clusters Score -24059.17 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -24290.314453 Penalty: 580.436768 Iteration 1F: 3 clusters Score -24290.31 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -24423.714844 Penalty: 580.436768 Iteration 2F: 3 clusters Score -24423.71 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -24494.154297 Penalty: 580.436768 Iteration 3F: 3 clusters Score -24494.15 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -24541.119141 Penalty: 580.436768 Iteration 4F: 3 clusters Score -24541.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -24593.412109 Penalty: 580.436768 Iteration 5F: 3 clusters Score -24593.41 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -24627.013672 Penalty: 580.436768 Iteration 6Q: 3 clusters Score -24627.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -24646.625000 Penalty: 580.436768 Iteration 7Q: 3 clusters Score -24646.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -24654.166016 Penalty: 580.436768 Iteration 8Q: 3 clusters Score -24654.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -24657.400391 Penalty: 580.436768 Iteration 9Q: 3 clusters Score -24657.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -24660.378906 Penalty: 580.436768 Iteration 10Q: 3 clusters Score -24660.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24667.148438 Penalty: 580.436768 Iteration 11Q: 3 clusters Score -24667.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -24678.257812 Penalty: 580.436768 Iteration 12Q: 3 clusters Score -24678.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -24682.521484 Penalty: 580.436768 Iteration 13Q: 3 clusters Score -24682.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24684.882812 Penalty: 580.436768 Iteration 14Q: 3 clusters Score -24684.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -24685.960938 Penalty: 580.436768 Iteration 15Q: 3 clusters Score -24685.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -24686.568359 Penalty: 580.436768 Iteration 16Q: 3 clusters Score -24686.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -24686.568359 Penalty: 580.436768 Iteration 17F: 3 clusters Score -24686.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 57427 members Mstep: Class 3 contains 39298 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 7887 members Mstep: Class 13 contains 512 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27272 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 350 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196948 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 154326 members Mstep: Class 26 contains 77 members Entering Unmasked Estep Score: -24276804.000000 Penalty: 15537.170898 Splitting cluster 13 changes total score from -24274590.000000 to -24276804.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 14 (3929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Entering Unmasked Estep Score: -196119.203125 Penalty: 376.564392 Iteration 0F: 2 clusters Score -196119.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -193434.500000 Penalty: 753.128784 Iteration 0F: 3 clusters Score -193434.5 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -194497.812500 Penalty: 753.128784 Iteration 1F: 3 clusters Score -194497.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -194846.234375 Penalty: 753.128784 Iteration 2F: 3 clusters Score -194846.2 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -195230.109375 Penalty: 753.128784 Iteration 3F: 3 clusters Score -195230.1 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -195544.250000 Penalty: 753.128784 Iteration 4F: 3 clusters Score -195544.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -195736.625000 Penalty: 753.128784 Iteration 5F: 3 clusters Score -195736.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -195845.890625 Penalty: 753.128784 Iteration 6Q: 3 clusters Score -195845.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -195902.984375 Penalty: 753.128784 Iteration 7Q: 3 clusters Score -195903 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -195921.171875 Penalty: 753.128784 Iteration 8Q: 3 clusters Score -195921.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -195924.437500 Penalty: 753.128784 Iteration 9Q: 3 clusters Score -195924.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -195924.437500 Penalty: 753.128784 Iteration 10F: 3 clusters Score -195924.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Entering Unmasked Estep Score: -192780.843750 Penalty: 379.566681 Iteration 0F: 2 clusters Score -192780.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -189943.203125 Penalty: 759.133362 Iteration 0F: 3 clusters Score -189943.2 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -191097.218750 Penalty: 759.133362 Iteration 1F: 3 clusters Score -191097.2 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -191347.906250 Penalty: 759.133362 Iteration 2F: 3 clusters Score -191347.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -191599.750000 Penalty: 759.133362 Iteration 3F: 3 clusters Score -191599.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -191846.281250 Penalty: 759.133362 Iteration 4F: 3 clusters Score -191846.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -192074.328125 Penalty: 759.133362 Iteration 5F: 3 clusters Score -192074.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -192216.859375 Penalty: 759.133362 Iteration 6Q: 3 clusters Score -192216.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -192320.437500 Penalty: 759.133362 Iteration 7Q: 3 clusters Score -192320.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -192386.000000 Penalty: 759.133362 Iteration 8Q: 3 clusters Score -192386 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -192432.187500 Penalty: 759.133362 Iteration 9Q: 3 clusters Score -192432.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -192481.640625 Penalty: 759.133362 Iteration 10Q: 3 clusters Score -192481.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -192506.890625 Penalty: 759.133362 Iteration 11Q: 3 clusters Score -192506.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -192523.125000 Penalty: 759.133362 Iteration 12Q: 3 clusters Score -192523.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -192529.375000 Penalty: 759.133362 Iteration 13Q: 3 clusters Score -192529.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -192532.468750 Penalty: 759.133362 Iteration 14Q: 3 clusters Score -192532.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -192534.578125 Penalty: 759.133362 Iteration 15Q: 3 clusters Score -192534.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -192536.109375 Penalty: 759.133362 Iteration 16Q: 3 clusters Score -192536.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -192537.421875 Penalty: 759.133362 Iteration 17Q: 3 clusters Score -192537.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -192538.406250 Penalty: 759.133362 Iteration 18Q: 3 clusters Score -192538.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -192538.515625 Penalty: 759.133362 Iteration 19Q: 3 clusters Score -192538.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -192538.796875 Penalty: 759.133362 Iteration 20F: 3 clusters Score -192538.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -192539.453125 Penalty: 759.133362 Iteration 21Q: 3 clusters Score -192539.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -192539.515625 Penalty: 759.133362 Iteration 22Q: 3 clusters Score -192539.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -192539.515625 Penalty: 759.133362 Iteration 23F: 3 clusters Score -192539.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Entering Unmasked Estep Score: -98062.617188 Penalty: 349.300629 Iteration 0F: 2 clusters Score -98062.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -96486.070312 Penalty: 698.601257 Iteration 0F: 3 clusters Score -96486.07 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -96998.937500 Penalty: 698.601257 Iteration 1F: 3 clusters Score -96998.94 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -97109.343750 Penalty: 698.601257 Iteration 2F: 3 clusters Score -97109.34 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -97258.632812 Penalty: 698.601257 Iteration 3F: 3 clusters Score -97258.63 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -97368.132812 Penalty: 698.601257 Iteration 4F: 3 clusters Score -97368.13 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -97449.406250 Penalty: 698.601257 Iteration 5F: 3 clusters Score -97449.41 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -97496.257812 Penalty: 698.601257 Iteration 6Q: 3 clusters Score -97496.26 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -97535.664062 Penalty: 698.601257 Iteration 7Q: 3 clusters Score -97535.66 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -97565.781250 Penalty: 698.601257 Iteration 8Q: 3 clusters Score -97565.78 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -97579.453125 Penalty: 698.601257 Iteration 9Q: 3 clusters Score -97579.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -97593.203125 Penalty: 698.601257 Iteration 10Q: 3 clusters Score -97593.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -97606.171875 Penalty: 698.601257 Iteration 11Q: 3 clusters Score -97606.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -97614.906250 Penalty: 698.601257 Iteration 12Q: 3 clusters Score -97614.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -97620.937500 Penalty: 698.601257 Iteration 13Q: 3 clusters Score -97620.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -97623.937500 Penalty: 698.601257 Iteration 14Q: 3 clusters Score -97623.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -97627.179688 Penalty: 698.601257 Iteration 15Q: 3 clusters Score -97627.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -97629.914062 Penalty: 698.601257 Iteration 16Q: 3 clusters Score -97629.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -97634.492188 Penalty: 698.601257 Iteration 17Q: 3 clusters Score -97634.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -97637.953125 Penalty: 698.601257 Iteration 18Q: 3 clusters Score -97637.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -97643.500000 Penalty: 698.601257 Iteration 19Q: 3 clusters Score -97643.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -97646.328125 Penalty: 698.601257 Iteration 20F: 3 clusters Score -97646.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -97649.976562 Penalty: 698.601257 Iteration 21Q: 3 clusters Score -97649.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -97653.140625 Penalty: 698.601257 Iteration 22Q: 3 clusters Score -97653.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -97654.812500 Penalty: 698.601257 Iteration 23Q: 3 clusters Score -97654.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -97656.335938 Penalty: 698.601257 Iteration 24Q: 3 clusters Score -97656.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -97657.335938 Penalty: 698.601257 Iteration 25Q: 3 clusters Score -97657.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -97657.882812 Penalty: 698.601257 Iteration 26Q: 3 clusters Score -97657.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -97658.476562 Penalty: 698.601257 Iteration 27Q: 3 clusters Score -97658.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -97658.648438 Penalty: 698.601257 Iteration 28Q: 3 clusters Score -97658.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -97658.648438 Penalty: 698.601257 Iteration 29F: 3 clusters Score -97658.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Entering Unmasked Estep Score: -5939.401367 Penalty: 220.410522 Iteration 0F: 2 clusters Score -5939.401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5713.372559 Penalty: 440.821045 Iteration 0F: 3 clusters Score -5713.373 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5765.499512 Penalty: 440.821045 Iteration 1F: 3 clusters Score -5765.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5768.271973 Penalty: 440.821045 Iteration 2Q: 3 clusters Score -5768.272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5774.266602 Penalty: 440.821045 Iteration 3Q: 3 clusters Score -5774.267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5780.695801 Penalty: 440.821045 Iteration 4Q: 3 clusters Score -5780.696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5782.653320 Penalty: 440.821045 Iteration 5Q: 3 clusters Score -5782.653 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5782.653320 Penalty: 440.821045 Iteration 6F: 3 clusters Score -5782.653 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (27272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27272 members Entering Unmasked Estep Score: -1280211.250000 Penalty: 464.719513 Iteration 0F: 2 clusters Score -1280211 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13529 members Mstep: Class 2 contains 13743 members Entering Unmasked Estep Score: -1262050.500000 Penalty: 929.439026 Iteration 0F: 3 clusters Score -1262050 nChanged 12939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -1270187.375000 Penalty: 929.439026 Iteration 1F: 3 clusters Score -1270187 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -1270838.000000 Penalty: 929.439026 Iteration 2Q: 3 clusters Score -1270838 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -1271672.125000 Penalty: 929.439026 Iteration 3F: 3 clusters Score -1271672 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 18399 members Entering Unmasked Estep Score: -1272693.875000 Penalty: 929.439026 Iteration 4F: 3 clusters Score -1272694 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -1273908.000000 Penalty: 929.439026 Iteration 5F: 3 clusters Score -1273908 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 21856 members Entering Unmasked Estep Score: -1275366.500000 Penalty: 929.439026 Iteration 6F: 3 clusters Score -1275366 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 23589 members Entering Unmasked Estep Score: -1276989.250000 Penalty: 929.439026 Iteration 7F: 3 clusters Score -1276989 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 24892 members Entering Unmasked Estep Score: -1278397.500000 Penalty: 929.439026 Iteration 8Q: 3 clusters Score -1278398 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 25581 members Entering Unmasked Estep Score: -1279180.875000 Penalty: 929.439026 Iteration 9Q: 3 clusters Score -1279181 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 25888 members Entering Unmasked Estep Score: -1279455.375000 Penalty: 929.439026 Iteration 10Q: 3 clusters Score -1279455 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 26079 members Entering Unmasked Estep Score: -1279574.625000 Penalty: 929.439026 Iteration 11Q: 3 clusters Score -1279575 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 26232 members Entering Unmasked Estep Score: -1279643.000000 Penalty: 929.439026 Iteration 12Q: 3 clusters Score -1279643 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 26359 members Entering Unmasked Estep Score: -1279697.500000 Penalty: 929.439026 Iteration 13Q: 3 clusters Score -1279698 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 26480 members Entering Unmasked Estep Score: -1279740.625000 Penalty: 929.439026 Iteration 14Q: 3 clusters Score -1279741 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 26566 members Entering Unmasked Estep Score: -1279775.375000 Penalty: 929.439026 Iteration 15Q: 3 clusters Score -1279775 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 26636 members Entering Unmasked Estep Score: -1279805.000000 Penalty: 929.439026 Iteration 16Q: 3 clusters Score -1279805 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 26689 members Entering Unmasked Estep Score: -1279828.625000 Penalty: 929.439026 Iteration 17Q: 3 clusters Score -1279829 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 26731 members Entering Unmasked Estep Score: -1279846.500000 Penalty: 929.439026 Iteration 18Q: 3 clusters Score -1279846 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 26759 members Entering Unmasked Estep Score: -1279853.875000 Penalty: 929.439026 Iteration 19Q: 3 clusters Score -1279854 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 26783 members Entering Unmasked Estep Score: -1279859.625000 Penalty: 929.439026 Iteration 20F: 3 clusters Score -1279860 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 26811 members Entering Unmasked Estep Score: -1279868.625000 Penalty: 929.439026 Iteration 21Q: 3 clusters Score -1279869 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 26839 members Entering Unmasked Estep Score: -1279877.500000 Penalty: 929.439026 Iteration 22Q: 3 clusters Score -1279878 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 26856 members Entering Unmasked Estep Score: -1279884.875000 Penalty: 929.439026 Iteration 23Q: 3 clusters Score -1279885 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 26879 members Entering Unmasked Estep Score: -1279899.875000 Penalty: 929.439026 Iteration 24Q: 3 clusters Score -1279900 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 26900 members Entering Unmasked Estep Score: -1279907.500000 Penalty: 929.439026 Iteration 25Q: 3 clusters Score -1279908 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 26918 members Entering Unmasked Estep Score: -1279919.250000 Penalty: 929.439026 Iteration 26Q: 3 clusters Score -1279919 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 26935 members Entering Unmasked Estep Score: -1279925.250000 Penalty: 929.439026 Iteration 27Q: 3 clusters Score -1279925 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 26943 members Entering Unmasked Estep Score: -1279931.250000 Penalty: 929.439026 Iteration 28Q: 3 clusters Score -1279931 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 26953 members Entering Unmasked Estep Score: -1279936.125000 Penalty: 929.439026 Iteration 29Q: 3 clusters Score -1279936 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 26961 members Entering Unmasked Estep Score: -1279938.250000 Penalty: 929.439026 Iteration 30Q: 3 clusters Score -1279938 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 26966 members Entering Unmasked Estep Score: -1279940.500000 Penalty: 929.439026 Iteration 31Q: 3 clusters Score -1279940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 26967 members Entering Unmasked Estep Score: -1279942.750000 Penalty: 929.439026 Iteration 32Q: 3 clusters Score -1279943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 26969 members Entering Unmasked Estep Score: -1279942.375000 Penalty: 929.439026 Iteration 33Q: 3 clusters Score -1279942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 26969 members Entering Unmasked Estep Score: -1279942.375000 Penalty: 929.439026 Iteration 34F: 3 clusters Score -1279942 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Entering Unmasked Estep Score: -93738.257812 Penalty: 340.076324 Iteration 0F: 2 clusters Score -93738.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -92469.867188 Penalty: 680.152649 Iteration 0F: 3 clusters Score -92469.87 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -92887.718750 Penalty: 680.152649 Iteration 1F: 3 clusters Score -92887.72 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -92982.875000 Penalty: 680.152649 Iteration 2F: 3 clusters Score -92982.88 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -93038.914062 Penalty: 680.152649 Iteration 3F: 3 clusters Score -93038.91 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -93080.250000 Penalty: 680.152649 Iteration 4Q: 3 clusters Score -93080.25 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -93122.937500 Penalty: 680.152649 Iteration 5Q: 3 clusters Score -93122.94 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -93163.664062 Penalty: 680.152649 Iteration 6Q: 3 clusters Score -93163.66 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -93206.031250 Penalty: 680.152649 Iteration 7Q: 3 clusters Score -93206.03 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -93254.101562 Penalty: 680.152649 Iteration 8Q: 3 clusters Score -93254.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -93300.265625 Penalty: 680.152649 Iteration 9Q: 3 clusters Score -93300.27 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -93331.906250 Penalty: 680.152649 Iteration 10Q: 3 clusters Score -93331.91 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -93348.726562 Penalty: 680.152649 Iteration 11Q: 3 clusters Score -93348.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -93358.515625 Penalty: 680.152649 Iteration 12Q: 3 clusters Score -93358.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -93366.976562 Penalty: 680.152649 Iteration 13Q: 3 clusters Score -93366.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -93373.726562 Penalty: 680.152649 Iteration 14Q: 3 clusters Score -93373.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -93378.062500 Penalty: 680.152649 Iteration 15Q: 3 clusters Score -93378.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -93382.234375 Penalty: 680.152649 Iteration 16Q: 3 clusters Score -93382.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -93388.414062 Penalty: 680.152649 Iteration 17Q: 3 clusters Score -93388.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -93394.531250 Penalty: 680.152649 Iteration 18Q: 3 clusters Score -93394.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -93404.093750 Penalty: 680.152649 Iteration 19Q: 3 clusters Score -93404.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -93413.273438 Penalty: 680.152649 Iteration 20F: 3 clusters Score -93413.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -93424.289062 Penalty: 680.152649 Iteration 21Q: 3 clusters Score -93424.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -93431.500000 Penalty: 680.152649 Iteration 22Q: 3 clusters Score -93431.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -93436.453125 Penalty: 680.152649 Iteration 23Q: 3 clusters Score -93436.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -93441.593750 Penalty: 680.152649 Iteration 24Q: 3 clusters Score -93441.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -93445.953125 Penalty: 680.152649 Iteration 25Q: 3 clusters Score -93445.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -93451.289062 Penalty: 680.152649 Iteration 26Q: 3 clusters Score -93451.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -93453.976562 Penalty: 680.152649 Iteration 27Q: 3 clusters Score -93453.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -93455.515625 Penalty: 680.152649 Iteration 28Q: 3 clusters Score -93455.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -93456.554688 Penalty: 680.152649 Iteration 29Q: 3 clusters Score -93456.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -93460.625000 Penalty: 680.152649 Iteration 30Q: 3 clusters Score -93460.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -93464.328125 Penalty: 680.152649 Iteration 31Q: 3 clusters Score -93464.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -93465.250000 Penalty: 680.152649 Iteration 32Q: 3 clusters Score -93465.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -93466.078125 Penalty: 680.152649 Iteration 33Q: 3 clusters Score -93466.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -93466.703125 Penalty: 680.152649 Iteration 34Q: 3 clusters Score -93466.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -93467.218750 Penalty: 680.152649 Iteration 35Q: 3 clusters Score -93467.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -93467.421875 Penalty: 680.152649 Iteration 36Q: 3 clusters Score -93467.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -93467.421875 Penalty: 680.152649 Iteration 37F: 3 clusters Score -93467.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Entering Unmasked Estep Score: -29320.820312 Penalty: 296.081116 Iteration 0F: 2 clusters Score -29320.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -28763.080078 Penalty: 592.162231 Iteration 0F: 3 clusters Score -28763.08 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -28941.525391 Penalty: 592.162231 Iteration 1F: 3 clusters Score -28941.53 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -29014.269531 Penalty: 592.162231 Iteration 2F: 3 clusters Score -29014.27 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -29085.914062 Penalty: 592.162231 Iteration 3F: 3 clusters Score -29085.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -29130.794922 Penalty: 592.162231 Iteration 4F: 3 clusters Score -29130.79 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -29164.208984 Penalty: 592.162231 Iteration 5Q: 3 clusters Score -29164.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -29187.175781 Penalty: 592.162231 Iteration 6Q: 3 clusters Score -29187.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -29203.791016 Penalty: 592.162231 Iteration 7Q: 3 clusters Score -29203.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -29214.439453 Penalty: 592.162231 Iteration 8Q: 3 clusters Score -29214.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -29218.640625 Penalty: 592.162231 Iteration 9Q: 3 clusters Score -29218.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -29221.880859 Penalty: 592.162231 Iteration 10Q: 3 clusters Score -29221.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -29221.880859 Penalty: 592.162231 Iteration 11F: 3 clusters Score -29221.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Entering Unmasked Estep Score: -12742.083984 Penalty: 266.535950 Iteration 0F: 2 clusters Score -12742.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -12397.995117 Penalty: 533.071899 Iteration 0F: 3 clusters Score -12398 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -12583.522461 Penalty: 533.071899 Iteration 1F: 3 clusters Score -12583.52 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12674.333008 Penalty: 533.071899 Iteration 2F: 3 clusters Score -12674.33 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -12743.320312 Penalty: 533.071899 Iteration 3F: 3 clusters Score -12743.32 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -12812.708984 Penalty: 533.071899 Iteration 4F: 3 clusters Score -12812.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -12846.249023 Penalty: 533.071899 Iteration 5Q: 3 clusters Score -12846.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -12864.918945 Penalty: 533.071899 Iteration 6Q: 3 clusters Score -12864.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -12873.166992 Penalty: 533.071899 Iteration 7Q: 3 clusters Score -12873.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -12877.283203 Penalty: 533.071899 Iteration 8Q: 3 clusters Score -12877.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -12880.929688 Penalty: 533.071899 Iteration 9Q: 3 clusters Score -12880.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -12884.323242 Penalty: 533.071899 Iteration 10Q: 3 clusters Score -12884.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -12893.190430 Penalty: 533.071899 Iteration 11Q: 3 clusters Score -12893.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -12909.163086 Penalty: 533.071899 Iteration 12Q: 3 clusters Score -12909.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -12944.725586 Penalty: 533.071899 Iteration 13Q: 3 clusters Score -12944.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12964.037109 Penalty: 533.071899 Iteration 14Q: 3 clusters Score -12964.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12994.833984 Penalty: 533.071899 Iteration 15Q: 3 clusters Score -12994.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -13004.385742 Penalty: 533.071899 Iteration 16Q: 3 clusters Score -13004.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13019.054688 Penalty: 533.071899 Iteration 17Q: 3 clusters Score -13019.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13023.225586 Penalty: 533.071899 Iteration 18Q: 3 clusters Score -13023.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -13023.225586 Penalty: 533.071899 Iteration 19F: 3 clusters Score -13023.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 57427 members Mstep: Class 3 contains 39298 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 7887 members Mstep: Class 13 contains 512 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27272 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196948 members Mstep: Class 24 contains 427 members Mstep: Class 25 contains 154326 members Mstep: Class 26 contains 77 members Mstep: Class 27 contains 238 members Entering Unmasked Estep Score: -24276748.000000 Penalty: 16134.754883 Splitting cluster 21 changes total score from -24274590.000000 to -24276748.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 22 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -19385.210938 Penalty: 275.476990 Iteration 0F: 2 clusters Score -19385.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -18992.533203 Penalty: 550.953979 Iteration 0F: 3 clusters Score -18992.53 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -19178.703125 Penalty: 550.953979 Iteration 1F: 3 clusters Score -19178.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -19217.539062 Penalty: 550.953979 Iteration 2F: 3 clusters Score -19217.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -19239.265625 Penalty: 550.953979 Iteration 3Q: 3 clusters Score -19239.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -19257.347656 Penalty: 550.953979 Iteration 4Q: 3 clusters Score -19257.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -19282.757812 Penalty: 550.953979 Iteration 5Q: 3 clusters Score -19282.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -19307.718750 Penalty: 550.953979 Iteration 6Q: 3 clusters Score -19307.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19326.232422 Penalty: 550.953979 Iteration 7Q: 3 clusters Score -19326.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -19345.556641 Penalty: 550.953979 Iteration 8Q: 3 clusters Score -19345.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -19350.886719 Penalty: 550.953979 Iteration 9Q: 3 clusters Score -19350.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -19357.804688 Penalty: 550.953979 Iteration 10Q: 3 clusters Score -19357.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -19357.804688 Penalty: 550.953979 Iteration 11F: 3 clusters Score -19357.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (196948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196948 members Entering Unmasked Estep Score: -9688801.000000 Penalty: 554.676636 Iteration 0F: 2 clusters Score -9688801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98660 members Mstep: Class 2 contains 98288 members Entering Unmasked Estep Score: -9555850.000000 Penalty: 1109.353271 Iteration 0F: 3 clusters Score -9555850 nChanged 97157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107491 members Mstep: Class 2 contains 89457 members Entering Unmasked Estep Score: -9618251.000000 Penalty: 1109.353271 Iteration 1F: 3 clusters Score -9618251 nChanged 8742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113223 members Mstep: Class 2 contains 83725 members Entering Unmasked Estep Score: -9622600.000000 Penalty: 1109.353271 Iteration 2Q: 3 clusters Score -9622600 nChanged 10750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121043 members Mstep: Class 2 contains 75905 members Entering Unmasked Estep Score: -9629674.000000 Penalty: 1109.353271 Iteration 3F: 3 clusters Score -9629674 nChanged 12631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130442 members Mstep: Class 2 contains 66506 members Entering Unmasked Estep Score: -9639667.000000 Penalty: 1109.353271 Iteration 4F: 3 clusters Score -9639667 nChanged 13025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139661 members Mstep: Class 2 contains 57287 members Entering Unmasked Estep Score: -9650232.000000 Penalty: 1109.353271 Iteration 5F: 3 clusters Score -9650232 nChanged 11308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147261 members Mstep: Class 2 contains 49687 members Entering Unmasked Estep Score: -9658171.000000 Penalty: 1109.353271 Iteration 6F: 3 clusters Score -9658171 nChanged 8352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153395 members Mstep: Class 2 contains 43553 members Entering Unmasked Estep Score: -9662719.000000 Penalty: 1109.353271 Iteration 7Q: 3 clusters Score -9662719 nChanged 6320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158893 members Mstep: Class 2 contains 38055 members Entering Unmasked Estep Score: -9665560.000000 Penalty: 1109.353271 Iteration 8Q: 3 clusters Score -9665560 nChanged 5413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164182 members Mstep: Class 2 contains 32766 members Entering Unmasked Estep Score: -9668080.000000 Penalty: 1109.353271 Iteration 9Q: 3 clusters Score -9668080 nChanged 5077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169255 members Mstep: Class 2 contains 27693 members Entering Unmasked Estep Score: -9670536.000000 Penalty: 1109.353271 Iteration 10Q: 3 clusters Score -9670536 nChanged 4956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174211 members Mstep: Class 2 contains 22737 members Entering Unmasked Estep Score: -9673198.000000 Penalty: 1109.353271 Iteration 11Q: 3 clusters Score -9673198 nChanged 4616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178827 members Mstep: Class 2 contains 18121 members Entering Unmasked Estep Score: -9675817.000000 Penalty: 1109.353271 Iteration 12Q: 3 clusters Score -9675817 nChanged 4177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183004 members Mstep: Class 2 contains 13944 members Entering Unmasked Estep Score: -9678472.000000 Penalty: 1109.353271 Iteration 13Q: 3 clusters Score -9678472 nChanged 3539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186543 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -9680860.000000 Penalty: 1109.353271 Iteration 14Q: 3 clusters Score -9680860 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189501 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -9682986.000000 Penalty: 1109.353271 Iteration 15Q: 3 clusters Score -9682986 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191898 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -9684719.000000 Penalty: 1109.353271 Iteration 16Q: 3 clusters Score -9684719 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193796 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -9686023.000000 Penalty: 1109.353271 Iteration 17Q: 3 clusters Score -9686023 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195173 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -9687062.000000 Penalty: 1109.353271 Iteration 18Q: 3 clusters Score -9687062 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196047 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -9687730.000000 Penalty: 1109.353271 Iteration 19Q: 3 clusters Score -9687730 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196508 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -9688066.000000 Penalty: 1109.353271 Iteration 20F: 3 clusters Score -9688066 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196705 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -9688210.000000 Penalty: 1109.353271 Iteration 21Q: 3 clusters Score -9688210 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196788 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -9688265.000000 Penalty: 1109.353271 Iteration 22Q: 3 clusters Score -9688265 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196823 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9688297.000000 Penalty: 1109.353271 Iteration 23Q: 3 clusters Score -9688297 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196839 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9688309.000000 Penalty: 1109.353271 Iteration 24Q: 3 clusters Score -9688309 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196848 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9688315.000000 Penalty: 1109.353271 Iteration 25Q: 3 clusters Score -9688315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196856 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9688325.000000 Penalty: 1109.353271 Iteration 26Q: 3 clusters Score -9688325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196856 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9688324.000000 Penalty: 1109.353271 Iteration 27Q: 3 clusters Score -9688324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196855 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9688332.000000 Penalty: 1109.353271 Iteration 28Q: 3 clusters Score -9688332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196855 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9688337.000000 Penalty: 1109.353271 Iteration 29Q: 3 clusters Score -9688337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196856 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9688341.000000 Penalty: 1109.353271 Iteration 30Q: 3 clusters Score -9688341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196858 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9688345.000000 Penalty: 1109.353271 Iteration 31Q: 3 clusters Score -9688345 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196860 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9688342.000000 Penalty: 1109.353271 Iteration 32Q: 3 clusters Score -9688342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196860 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9688347.000000 Penalty: 1109.353271 Iteration 33Q: 3 clusters Score -9688347 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196860 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -9688346.000000 Penalty: 1109.353271 Iteration 34Q: 3 clusters Score -9688346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196859 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -9688349.000000 Penalty: 1109.353271 Iteration 35Q: 3 clusters Score -9688349 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196859 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -9688349.000000 Penalty: 1109.353271 Iteration 36F: 3 clusters Score -9688349 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 57427 members Mstep: Class 3 contains 39298 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 7887 members Mstep: Class 13 contains 512 members Mstep: Class 14 contains 3929 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27272 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 196948 members Entering Unmasked Estep ConsiderDeletion Score: -24277862.000000 Penalty: 16134.754883 Iteration 119Q: 28 clusters Score -2.427786e+07 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 57357 members Mstep: Class 3 contains 39599 members Mstep: Class 4 contains 2158 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 1481 members Mstep: Class 9 contains 1264 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 8606 members Mstep: Class 13 contains 515 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4264 members Mstep: Class 16 contains 2159 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27280 members Mstep: Class 19 contains 1762 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 113 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 197627 members Mstep: Class 24 contains 422 members Mstep: Class 25 contains 152590 members Mstep: Class 26 contains 76 members Mstep: Class 27 contains 235 members Entering Unmasked Estep ConsiderDeletion Score: -24278658.000000 Penalty: 16134.754883 Iteration 120F: 28 clusters Score -2.427866e+07 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 57273 members Mstep: Class 3 contains 39332 members Mstep: Class 4 contains 2154 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1435 members Mstep: Class 8 contains 1480 members Mstep: Class 9 contains 1275 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 433 members Mstep: Class 12 contains 9140 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4270 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27296 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 197842 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 152167 members Mstep: Class 26 contains 77 members Mstep: Class 27 contains 232 members Entering Unmasked Estep ConsiderDeletion Score: -24279022.000000 Penalty: 16134.754883 Iteration 121Q: 28 clusters Score -2.427902e+07 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 57174 members Mstep: Class 3 contains 39034 members Mstep: Class 4 contains 2146 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1421 members Mstep: Class 8 contains 1482 members Mstep: Class 9 contains 1277 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 9654 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4274 members Mstep: Class 16 contains 2159 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27315 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198033 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151854 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279286.000000 Penalty: 16134.754883 Iteration 122Q: 28 clusters Score -2.427929e+07 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 57070 members Mstep: Class 3 contains 38700 members Mstep: Class 4 contains 2133 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1397 members Mstep: Class 8 contains 1482 members Mstep: Class 9 contains 1278 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 10148 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4282 members Mstep: Class 16 contains 2160 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27335 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198208 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151630 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279514.000000 Penalty: 16134.754883 Iteration 123Q: 28 clusters Score -2.427951e+07 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56978 members Mstep: Class 3 contains 38344 members Mstep: Class 4 contains 2124 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1370 members Mstep: Class 8 contains 1483 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 10613 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4290 members Mstep: Class 16 contains 2160 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27354 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198338 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151490 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279614.000000 Penalty: 16134.754883 Iteration 124Q: 28 clusters Score -2.427961e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56893 members Mstep: Class 3 contains 37986 members Mstep: Class 4 contains 2118 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 1481 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 11053 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4294 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27370 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198446 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151391 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279672.000000 Penalty: 16134.754883 Iteration 125Q: 28 clusters Score -2.427967e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56816 members Mstep: Class 3 contains 37661 members Mstep: Class 4 contains 2115 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1320 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1283 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 11425 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4291 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27397 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198535 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151344 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279780.000000 Penalty: 16134.754883 Iteration 126Q: 28 clusters Score -2.427978e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56733 members Mstep: Class 3 contains 37343 members Mstep: Class 4 contains 2110 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1290 members Mstep: Class 8 contains 1473 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 11779 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4292 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27418 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198635 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151306 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279800.000000 Penalty: 16134.754883 Iteration 127Q: 28 clusters Score -2.42798e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56651 members Mstep: Class 3 contains 37027 members Mstep: Class 4 contains 2106 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1264 members Mstep: Class 8 contains 1468 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 12123 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4292 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27442 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198711 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151296 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279808.000000 Penalty: 16134.754883 Iteration 128Q: 28 clusters Score -2.427981e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56562 members Mstep: Class 3 contains 36743 members Mstep: Class 4 contains 2105 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 1466 members Mstep: Class 9 contains 1284 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 12438 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4296 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27459 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198794 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151276 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279872.000000 Penalty: 16134.754883 Iteration 129Q: 28 clusters Score -2.427987e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56485 members Mstep: Class 3 contains 36490 members Mstep: Class 4 contains 2105 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1213 members Mstep: Class 8 contains 1467 members Mstep: Class 9 contains 1283 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 12720 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4293 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27471 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198870 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151264 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279904.000000 Penalty: 16134.754883 Iteration 130Q: 28 clusters Score -2.42799e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56417 members Mstep: Class 3 contains 36267 members Mstep: Class 4 contains 2105 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1192 members Mstep: Class 8 contains 1467 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 12966 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4287 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27484 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 198946 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151248 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279944.000000 Penalty: 16134.754883 Iteration 131Q: 28 clusters Score -2.427994e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56357 members Mstep: Class 3 contains 36045 members Mstep: Class 4 contains 2105 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1169 members Mstep: Class 8 contains 1467 members Mstep: Class 9 contains 1278 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 13205 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4284 members Mstep: Class 16 contains 2161 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27496 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199013 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151242 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24279966.000000 Penalty: 16134.754883 Iteration 132Q: 28 clusters Score -2.427997e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56303 members Mstep: Class 3 contains 35847 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1152 members Mstep: Class 8 contains 1465 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 13404 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4282 members Mstep: Class 16 contains 2162 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27501 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199071 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151250 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280040.000000 Penalty: 16134.754883 Iteration 133Q: 28 clusters Score -2.428004e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56243 members Mstep: Class 3 contains 35681 members Mstep: Class 4 contains 2102 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1130 members Mstep: Class 8 contains 1463 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 13596 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4276 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27507 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199137 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151244 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280086.000000 Penalty: 16134.754883 Iteration 134Q: 28 clusters Score -2.428009e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56174 members Mstep: Class 3 contains 35528 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1116 members Mstep: Class 8 contains 1461 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 13781 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4274 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27510 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199211 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151223 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280048.000000 Penalty: 16134.754883 Iteration 135Q: 28 clusters Score -2.428005e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56101 members Mstep: Class 3 contains 35383 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1097 members Mstep: Class 8 contains 1461 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 13957 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4275 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27515 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199282 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151206 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280010.000000 Penalty: 16134.754883 Iteration 136Q: 28 clusters Score -2.428001e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 56035 members Mstep: Class 3 contains 35254 members Mstep: Class 4 contains 2099 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1078 members Mstep: Class 8 contains 1460 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 14123 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4275 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27525 members Mstep: Class 19 contains 1764 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199348 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151180 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280048.000000 Penalty: 16134.754883 Iteration 137Q: 28 clusters Score -2.428005e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55975 members Mstep: Class 3 contains 35137 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1068 members Mstep: Class 8 contains 1455 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 14272 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4272 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27533 members Mstep: Class 19 contains 1765 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199419 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151149 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280118.000000 Penalty: 16134.754883 Iteration 138Q: 28 clusters Score -2.428012e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55914 members Mstep: Class 3 contains 35025 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1062 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 14414 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4272 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27540 members Mstep: Class 19 contains 1765 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199488 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151114 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280158.000000 Penalty: 16134.754883 Iteration 139Q: 28 clusters Score -2.428016e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55858 members Mstep: Class 3 contains 34925 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 168 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1057 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 14545 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4270 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27547 members Mstep: Class 19 contains 1766 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199545 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151080 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280162.000000 Penalty: 16134.754883 Iteration 140F: 28 clusters Score -2.428016e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55794 members Mstep: Class 3 contains 34798 members Mstep: Class 4 contains 2096 members Mstep: Class 5 contains 169 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1054 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1283 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 14696 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4267 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27555 members Mstep: Class 19 contains 1768 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199608 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151052 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280176.000000 Penalty: 16134.754883 Iteration 141Q: 28 clusters Score -2.428018e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55746 members Mstep: Class 3 contains 34681 members Mstep: Class 4 contains 2096 members Mstep: Class 5 contains 170 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1051 members Mstep: Class 8 contains 1454 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 14836 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4267 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27564 members Mstep: Class 19 contains 1771 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199646 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 151029 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280176.000000 Penalty: 16134.754883 Iteration 142Q: 28 clusters Score -2.428018e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55698 members Mstep: Class 3 contains 34588 members Mstep: Class 4 contains 2096 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1047 members Mstep: Class 8 contains 1455 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 14963 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4259 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27580 members Mstep: Class 19 contains 1775 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199681 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150999 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280216.000000 Penalty: 16134.754883 Iteration 143Q: 28 clusters Score -2.428022e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55661 members Mstep: Class 3 contains 34507 members Mstep: Class 4 contains 2096 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1040 members Mstep: Class 8 contains 1455 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 432 members Mstep: Class 12 contains 15077 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4253 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27599 members Mstep: Class 19 contains 1777 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199704 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150971 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280240.000000 Penalty: 16134.754883 Iteration 144Q: 28 clusters Score -2.428024e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55623 members Mstep: Class 3 contains 34418 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1036 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 1282 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 434 members Mstep: Class 12 contains 15175 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4249 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27621 members Mstep: Class 19 contains 1780 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199727 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150957 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280226.000000 Penalty: 16134.754883 Iteration 145Q: 28 clusters Score -2.428023e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55585 members Mstep: Class 3 contains 34336 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1033 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15257 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4249 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27638 members Mstep: Class 19 contains 1784 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199751 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150953 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280284.000000 Penalty: 16134.754883 Iteration 146Q: 28 clusters Score -2.428028e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55545 members Mstep: Class 3 contains 34261 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1028 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 438 members Mstep: Class 12 contains 15343 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4248 members Mstep: Class 16 contains 2163 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27653 members Mstep: Class 19 contains 1786 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199783 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150937 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280286.000000 Penalty: 16134.754883 Iteration 147Q: 28 clusters Score -2.428029e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55491 members Mstep: Class 3 contains 34184 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1023 members Mstep: Class 8 contains 1456 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 437 members Mstep: Class 12 contains 15431 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4249 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27666 members Mstep: Class 19 contains 1789 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199829 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150922 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280334.000000 Penalty: 16134.754883 Iteration 148Q: 28 clusters Score -2.428033e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55433 members Mstep: Class 3 contains 34112 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1018 members Mstep: Class 8 contains 1454 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15505 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4249 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27676 members Mstep: Class 19 contains 1791 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199889 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150914 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280362.000000 Penalty: 16134.754883 Iteration 149Q: 28 clusters Score -2.428036e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55372 members Mstep: Class 3 contains 34054 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1014 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15570 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4247 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27687 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 199948 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150908 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280328.000000 Penalty: 16134.754883 Iteration 150Q: 28 clusters Score -2.428033e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55310 members Mstep: Class 3 contains 33993 members Mstep: Class 4 contains 2091 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1009 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15640 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4246 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27703 members Mstep: Class 19 contains 1793 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200002 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150901 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280310.000000 Penalty: 16134.754883 Iteration 151Q: 28 clusters Score -2.428031e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55246 members Mstep: Class 3 contains 33943 members Mstep: Class 4 contains 2089 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 1002 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15701 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4243 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27720 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200053 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150896 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280306.000000 Penalty: 16134.754883 Iteration 152Q: 28 clusters Score -2.428031e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55193 members Mstep: Class 3 contains 33897 members Mstep: Class 4 contains 2089 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 997 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15764 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4239 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27738 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200092 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150884 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280328.000000 Penalty: 16134.754883 Iteration 153Q: 28 clusters Score -2.428033e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55154 members Mstep: Class 3 contains 33855 members Mstep: Class 4 contains 2088 members Mstep: Class 5 contains 171 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 992 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15820 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4237 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27752 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200123 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150872 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280344.000000 Penalty: 16134.754883 Iteration 154Q: 28 clusters Score -2.428034e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55118 members Mstep: Class 3 contains 33817 members Mstep: Class 4 contains 2085 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 985 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15863 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27763 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200155 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150872 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280314.000000 Penalty: 16134.754883 Iteration 155Q: 28 clusters Score -2.428031e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55090 members Mstep: Class 3 contains 33788 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 975 members Mstep: Class 8 contains 1449 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15899 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4233 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27773 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200180 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150874 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280288.000000 Penalty: 16134.754883 Iteration 156Q: 28 clusters Score -2.428029e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55060 members Mstep: Class 3 contains 33769 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 964 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1279 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15929 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4232 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27781 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200206 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150870 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280272.000000 Penalty: 16134.754883 Iteration 157Q: 28 clusters Score -2.428027e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55037 members Mstep: Class 3 contains 33752 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 957 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15955 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27784 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200225 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150869 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280248.000000 Penalty: 16134.754883 Iteration 158Q: 28 clusters Score -2.428025e+07 nChanged 82 Entering ConstructFrom: Score: -24280248.000000 Penalty: 16134.754883 Entering ConstructFrom: Trying to split cluster 1 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -11095.575195 Penalty: 255.230972 Iteration 0F: 2 clusters Score -11095.58 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 135 members Entering Unmasked Estep Score: -10764.114258 Penalty: 510.461945 Iteration 0F: 3 clusters Score -10764.11 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10865.060547 Penalty: 510.461945 Iteration 1F: 3 clusters Score -10865.06 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -10912.674805 Penalty: 510.461945 Iteration 2F: 3 clusters Score -10912.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -10959.497070 Penalty: 510.461945 Iteration 3F: 3 clusters Score -10959.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -11000.130859 Penalty: 510.461945 Iteration 4F: 3 clusters Score -11000.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -11047.820312 Penalty: 510.461945 Iteration 5F: 3 clusters Score -11047.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -11069.406250 Penalty: 510.461945 Iteration 6Q: 3 clusters Score -11069.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -11078.412109 Penalty: 510.461945 Iteration 7Q: 3 clusters Score -11078.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -11089.835938 Penalty: 510.461945 Iteration 8Q: 3 clusters Score -11089.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -11108.875000 Penalty: 510.461945 Iteration 9Q: 3 clusters Score -11108.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -11159.406250 Penalty: 510.461945 Iteration 10Q: 3 clusters Score -11159.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -11174.053711 Penalty: 510.461945 Iteration 11Q: 3 clusters Score -11174.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -11183.145508 Penalty: 510.461945 Iteration 12Q: 3 clusters Score -11183.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -11184.799805 Penalty: 510.461945 Iteration 13Q: 3 clusters Score -11184.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -11184.799805 Penalty: 510.461945 Iteration 14F: 3 clusters Score -11184.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 55017 members Mstep: Class 3 contains 33737 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 945 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15974 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27789 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200243 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150873 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Mstep: Class 28 contains 139 members Entering Unmasked Estep Score: -24280018.000000 Penalty: 16732.337891 Splitting cluster 1 changes total score from -24280248.000000 to -24280018.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (55017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55017 members Entering Unmasked Estep Score: -2870824.250000 Penalty: 496.650604 Iteration 0F: 2 clusters Score -2870824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27669 members Mstep: Class 2 contains 27348 members Entering Unmasked Estep Score: -2833825.500000 Penalty: 993.301208 Iteration 0F: 3 clusters Score -2833826 nChanged 26639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31452 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -2850344.500000 Penalty: 993.301208 Iteration 1F: 3 clusters Score -2850344 nChanged 3429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33969 members Mstep: Class 2 contains 21048 members Entering Unmasked Estep Score: -2852179.000000 Penalty: 993.301208 Iteration 2F: 3 clusters Score -2852179 nChanged 4079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37384 members Mstep: Class 2 contains 17633 members Entering Unmasked Estep Score: -2854947.500000 Penalty: 993.301208 Iteration 3F: 3 clusters Score -2854948 nChanged 4501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41475 members Mstep: Class 2 contains 13542 members Entering Unmasked Estep Score: -2858738.000000 Penalty: 993.301208 Iteration 4F: 3 clusters Score -2858738 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45516 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -2863035.500000 Penalty: 993.301208 Iteration 5F: 3 clusters Score -2863036 nChanged 3039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48443 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -2866562.250000 Penalty: 993.301208 Iteration 6F: 3 clusters Score -2866562 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49949 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -2868470.250000 Penalty: 993.301208 Iteration 7Q: 3 clusters Score -2868470 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50750 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -2869256.000000 Penalty: 993.301208 Iteration 8Q: 3 clusters Score -2869256 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51316 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -2869662.500000 Penalty: 993.301208 Iteration 9Q: 3 clusters Score -2869662 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51769 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -2869901.000000 Penalty: 993.301208 Iteration 10Q: 3 clusters Score -2869901 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52120 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -2870079.750000 Penalty: 993.301208 Iteration 11Q: 3 clusters Score -2870080 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52399 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -2870186.500000 Penalty: 993.301208 Iteration 12Q: 3 clusters Score -2870186 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52602 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -2870249.250000 Penalty: 993.301208 Iteration 13Q: 3 clusters Score -2870249 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52787 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -2870306.000000 Penalty: 993.301208 Iteration 14Q: 3 clusters Score -2870306 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52952 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -2870349.500000 Penalty: 993.301208 Iteration 15Q: 3 clusters Score -2870350 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53095 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -2870396.750000 Penalty: 993.301208 Iteration 16Q: 3 clusters Score -2870397 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53218 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -2870444.250000 Penalty: 993.301208 Iteration 17Q: 3 clusters Score -2870444 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53315 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -2870463.500000 Penalty: 993.301208 Iteration 18Q: 3 clusters Score -2870464 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53416 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -2870484.750000 Penalty: 993.301208 Iteration 19Q: 3 clusters Score -2870485 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53521 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -2870513.500000 Penalty: 993.301208 Iteration 20F: 3 clusters Score -2870514 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53614 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -2870540.250000 Penalty: 993.301208 Iteration 21Q: 3 clusters Score -2870540 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53688 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -2870555.250000 Penalty: 993.301208 Iteration 22Q: 3 clusters Score -2870555 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53746 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -2870571.750000 Penalty: 993.301208 Iteration 23Q: 3 clusters Score -2870572 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53794 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -2870573.500000 Penalty: 993.301208 Iteration 24Q: 3 clusters Score -2870574 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53834 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -2870578.000000 Penalty: 993.301208 Iteration 25Q: 3 clusters Score -2870578 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53871 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -2870588.250000 Penalty: 993.301208 Iteration 26Q: 3 clusters Score -2870588 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53903 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -2870597.000000 Penalty: 993.301208 Iteration 27Q: 3 clusters Score -2870597 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53935 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -2870599.500000 Penalty: 993.301208 Iteration 28Q: 3 clusters Score -2870600 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53969 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -2870603.500000 Penalty: 993.301208 Iteration 29Q: 3 clusters Score -2870604 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53992 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -2870611.750000 Penalty: 993.301208 Iteration 30Q: 3 clusters Score -2870612 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54012 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -2870620.000000 Penalty: 993.301208 Iteration 31Q: 3 clusters Score -2870620 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54027 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -2870623.750000 Penalty: 993.301208 Iteration 32Q: 3 clusters Score -2870624 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54036 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -2870622.500000 Penalty: 993.301208 Iteration 33Q: 3 clusters Score -2870622 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54044 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -2870624.500000 Penalty: 993.301208 Iteration 34Q: 3 clusters Score -2870624 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54050 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -2870624.250000 Penalty: 993.301208 Iteration 35Q: 3 clusters Score -2870624 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54056 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -2870625.750000 Penalty: 993.301208 Iteration 36Q: 3 clusters Score -2870626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54061 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -2870625.750000 Penalty: 993.301208 Iteration 37Q: 3 clusters Score -2870626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54064 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -2870623.000000 Penalty: 993.301208 Iteration 38Q: 3 clusters Score -2870623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54065 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -2870622.500000 Penalty: 993.301208 Iteration 39Q: 3 clusters Score -2870622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54066 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2870624.000000 Penalty: 993.301208 Iteration 40F: 3 clusters Score -2870624 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (33737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33737 members Entering Unmasked Estep Score: -1611783.750000 Penalty: 474.398956 Iteration 0F: 2 clusters Score -1611784 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17019 members Mstep: Class 2 contains 16718 members Entering Unmasked Estep Score: -1589143.500000 Penalty: 948.797913 Iteration 0F: 3 clusters Score -1589144 nChanged 16191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19366 members Mstep: Class 2 contains 14371 members Entering Unmasked Estep Score: -1598911.875000 Penalty: 948.797913 Iteration 1F: 3 clusters Score -1598912 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20827 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -1599789.875000 Penalty: 948.797913 Iteration 2F: 3 clusters Score -1599790 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23025 members Mstep: Class 2 contains 10712 members Entering Unmasked Estep Score: -1601308.750000 Penalty: 948.797913 Iteration 3F: 3 clusters Score -1601309 nChanged 2961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25876 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -1603643.500000 Penalty: 948.797913 Iteration 4F: 3 clusters Score -1603644 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28941 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1606596.375000 Penalty: 948.797913 Iteration 5F: 3 clusters Score -1606596 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31436 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1609248.375000 Penalty: 948.797913 Iteration 6F: 3 clusters Score -1609248 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32810 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -1610681.750000 Penalty: 948.797913 Iteration 7Q: 3 clusters Score -1610682 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33313 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1611180.000000 Penalty: 948.797913 Iteration 8Q: 3 clusters Score -1611180 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33457 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1611308.375000 Penalty: 948.797913 Iteration 9Q: 3 clusters Score -1611308 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33523 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -1611356.500000 Penalty: 948.797913 Iteration 10Q: 3 clusters Score -1611356 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33557 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -1611376.625000 Penalty: 948.797913 Iteration 11Q: 3 clusters Score -1611377 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33572 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1611388.375000 Penalty: 948.797913 Iteration 12Q: 3 clusters Score -1611388 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33584 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -1611398.750000 Penalty: 948.797913 Iteration 13Q: 3 clusters Score -1611399 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33596 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -1611411.125000 Penalty: 948.797913 Iteration 14Q: 3 clusters Score -1611411 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33602 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -1611417.750000 Penalty: 948.797913 Iteration 15Q: 3 clusters Score -1611418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33605 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -1611420.500000 Penalty: 948.797913 Iteration 16Q: 3 clusters Score -1611420 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33608 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -1611422.625000 Penalty: 948.797913 Iteration 17Q: 3 clusters Score -1611423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33606 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -1611422.875000 Penalty: 948.797913 Iteration 18Q: 3 clusters Score -1611423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33604 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -1611424.000000 Penalty: 948.797913 Iteration 19Q: 3 clusters Score -1611424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33604 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -1611424.000000 Penalty: 948.797913 Iteration 20F: 3 clusters Score -1611424 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Entering Unmasked Estep Score: -107621.234375 Penalty: 347.669342 Iteration 0F: 2 clusters Score -107621.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -106105.070312 Penalty: 695.338684 Iteration 0F: 3 clusters Score -106105.1 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -106668.679688 Penalty: 695.338684 Iteration 1F: 3 clusters Score -106668.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -106771.164062 Penalty: 695.338684 Iteration 2F: 3 clusters Score -106771.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -106850.289062 Penalty: 695.338684 Iteration 3F: 3 clusters Score -106850.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -106943.546875 Penalty: 695.338684 Iteration 4F: 3 clusters Score -106943.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -107045.445312 Penalty: 695.338684 Iteration 5F: 3 clusters Score -107045.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -107142.718750 Penalty: 695.338684 Iteration 6Q: 3 clusters Score -107142.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -107198.414062 Penalty: 695.338684 Iteration 7Q: 3 clusters Score -107198.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -107221.734375 Penalty: 695.338684 Iteration 8Q: 3 clusters Score -107221.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -107238.500000 Penalty: 695.338684 Iteration 9Q: 3 clusters Score -107238.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -107254.953125 Penalty: 695.338684 Iteration 10Q: 3 clusters Score -107255 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -107270.664062 Penalty: 695.338684 Iteration 11Q: 3 clusters Score -107270.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -107280.593750 Penalty: 695.338684 Iteration 12Q: 3 clusters Score -107280.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -107285.828125 Penalty: 695.338684 Iteration 13Q: 3 clusters Score -107285.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -107291.820312 Penalty: 695.338684 Iteration 14Q: 3 clusters Score -107291.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -107297.804688 Penalty: 695.338684 Iteration 15Q: 3 clusters Score -107297.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -107303.046875 Penalty: 695.338684 Iteration 16Q: 3 clusters Score -107303 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -107309.195312 Penalty: 695.338684 Iteration 17Q: 3 clusters Score -107309.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -107314.687500 Penalty: 695.338684 Iteration 18Q: 3 clusters Score -107314.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -107321.648438 Penalty: 695.338684 Iteration 19Q: 3 clusters Score -107321.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -107327.718750 Penalty: 695.338684 Iteration 20F: 3 clusters Score -107327.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -107330.937500 Penalty: 695.338684 Iteration 21Q: 3 clusters Score -107330.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -107332.484375 Penalty: 695.338684 Iteration 22Q: 3 clusters Score -107332.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -107333.234375 Penalty: 695.338684 Iteration 23Q: 3 clusters Score -107333.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -107333.257812 Penalty: 695.338684 Iteration 24Q: 3 clusters Score -107333.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -107333.414062 Penalty: 695.338684 Iteration 25Q: 3 clusters Score -107333.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -107333.414062 Penalty: 695.338684 Iteration 26F: 3 clusters Score -107333.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -6636.730469 Penalty: 234.474777 Iteration 0F: 2 clusters Score -6636.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6369.541992 Penalty: 468.949554 Iteration 0F: 3 clusters Score -6369.542 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6462.775879 Penalty: 468.949554 Iteration 1F: 3 clusters Score -6462.776 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6503.453125 Penalty: 468.949554 Iteration 2F: 3 clusters Score -6503.453 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6544.182129 Penalty: 468.949554 Iteration 3F: 3 clusters Score -6544.182 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6568.734375 Penalty: 468.949554 Iteration 4Q: 3 clusters Score -6568.734 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -6585.625977 Penalty: 468.949554 Iteration 5Q: 3 clusters Score -6585.626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -6593.820312 Penalty: 468.949554 Iteration 6Q: 3 clusters Score -6593.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6600.537598 Penalty: 468.949554 Iteration 7Q: 3 clusters Score -6600.538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6600.537598 Penalty: 468.949554 Iteration 8F: 3 clusters Score -6600.538 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Entering Unmasked Estep Score: -16526.664062 Penalty: 267.691162 Iteration 0F: 2 clusters Score -16526.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -16134.751953 Penalty: 535.382324 Iteration 0F: 3 clusters Score -16134.75 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -16262.541992 Penalty: 535.382324 Iteration 1F: 3 clusters Score -16262.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -16278.157227 Penalty: 535.382324 Iteration 2F: 3 clusters Score -16278.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -16284.557617 Penalty: 535.382324 Iteration 3Q: 3 clusters Score -16284.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -16288.578125 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -16288.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -16296.843750 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -16296.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -16306.102539 Penalty: 535.382324 Iteration 6Q: 3 clusters Score -16306.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -16314.552734 Penalty: 535.382324 Iteration 7Q: 3 clusters Score -16314.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -16317.785156 Penalty: 535.382324 Iteration 8Q: 3 clusters Score -16317.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -16318.250977 Penalty: 535.382324 Iteration 9Q: 3 clusters Score -16318.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -16319.558594 Penalty: 535.382324 Iteration 10Q: 3 clusters Score -16319.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -16320.897461 Penalty: 535.382324 Iteration 11Q: 3 clusters Score -16320.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -16321.979492 Penalty: 535.382324 Iteration 12Q: 3 clusters Score -16321.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -16324.244141 Penalty: 535.382324 Iteration 13Q: 3 clusters Score -16324.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -16325.620117 Penalty: 535.382324 Iteration 14Q: 3 clusters Score -16325.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -16325.620117 Penalty: 535.382324 Iteration 15F: 3 clusters Score -16325.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Entering Unmasked Estep Score: -41917.199219 Penalty: 311.728912 Iteration 0F: 2 clusters Score -41917.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -41142.972656 Penalty: 623.457825 Iteration 0F: 3 clusters Score -41142.97 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -41393.886719 Penalty: 623.457825 Iteration 1F: 3 clusters Score -41393.89 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -41485.589844 Penalty: 623.457825 Iteration 2F: 3 clusters Score -41485.59 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -41574.851562 Penalty: 623.457825 Iteration 3F: 3 clusters Score -41574.85 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -41661.097656 Penalty: 623.457825 Iteration 4F: 3 clusters Score -41661.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -41731.632812 Penalty: 623.457825 Iteration 5F: 3 clusters Score -41731.63 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -41758.964844 Penalty: 623.457825 Iteration 6Q: 3 clusters Score -41758.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -41778.273438 Penalty: 623.457825 Iteration 7Q: 3 clusters Score -41778.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -41786.531250 Penalty: 623.457825 Iteration 8Q: 3 clusters Score -41786.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -41792.566406 Penalty: 623.457825 Iteration 9Q: 3 clusters Score -41792.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -41793.550781 Penalty: 623.457825 Iteration 10Q: 3 clusters Score -41793.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -41794.820312 Penalty: 623.457825 Iteration 11Q: 3 clusters Score -41794.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -41794.820312 Penalty: 623.457825 Iteration 12F: 3 clusters Score -41794.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Entering Unmasked Estep Score: -70088.687500 Penalty: 331.209015 Iteration 0F: 2 clusters Score -70088.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -69019.726562 Penalty: 662.418030 Iteration 0F: 3 clusters Score -69019.73 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -69365.093750 Penalty: 662.418030 Iteration 1F: 3 clusters Score -69365.09 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -69477.390625 Penalty: 662.418030 Iteration 2F: 3 clusters Score -69477.39 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -69572.562500 Penalty: 662.418030 Iteration 3F: 3 clusters Score -69572.56 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -69643.507812 Penalty: 662.418030 Iteration 4F: 3 clusters Score -69643.51 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -69701.929688 Penalty: 662.418030 Iteration 5Q: 3 clusters Score -69701.93 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -69733.296875 Penalty: 662.418030 Iteration 6Q: 3 clusters Score -69733.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -69746.156250 Penalty: 662.418030 Iteration 7Q: 3 clusters Score -69746.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -69754.742188 Penalty: 662.418030 Iteration 8Q: 3 clusters Score -69754.74 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -69764.250000 Penalty: 662.418030 Iteration 9Q: 3 clusters Score -69764.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -69770.906250 Penalty: 662.418030 Iteration 10Q: 3 clusters Score -69770.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -69775.523438 Penalty: 662.418030 Iteration 11Q: 3 clusters Score -69775.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -69779.234375 Penalty: 662.418030 Iteration 12Q: 3 clusters Score -69779.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -69782.218750 Penalty: 662.418030 Iteration 13Q: 3 clusters Score -69782.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -69783.898438 Penalty: 662.418030 Iteration 14Q: 3 clusters Score -69783.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -69785.125000 Penalty: 662.418030 Iteration 15Q: 3 clusters Score -69785.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -69786.125000 Penalty: 662.418030 Iteration 16Q: 3 clusters Score -69786.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -69787.031250 Penalty: 662.418030 Iteration 17Q: 3 clusters Score -69787.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -69787.835938 Penalty: 662.418030 Iteration 18Q: 3 clusters Score -69787.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -69789.593750 Penalty: 662.418030 Iteration 19Q: 3 clusters Score -69789.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -69790.226562 Penalty: 662.418030 Iteration 20F: 3 clusters Score -69790.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -69790.507812 Penalty: 662.418030 Iteration 21Q: 3 clusters Score -69790.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -69790.960938 Penalty: 662.418030 Iteration 22Q: 3 clusters Score -69790.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -69791.796875 Penalty: 662.418030 Iteration 23Q: 3 clusters Score -69791.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -69794.625000 Penalty: 662.418030 Iteration 24Q: 3 clusters Score -69794.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -69797.226562 Penalty: 662.418030 Iteration 25Q: 3 clusters Score -69797.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -69798.984375 Penalty: 662.418030 Iteration 26Q: 3 clusters Score -69798.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -69800.367188 Penalty: 662.418030 Iteration 27Q: 3 clusters Score -69800.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -69802.429688 Penalty: 662.418030 Iteration 28Q: 3 clusters Score -69802.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -69806.843750 Penalty: 662.418030 Iteration 29Q: 3 clusters Score -69806.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -69810.695312 Penalty: 662.418030 Iteration 30Q: 3 clusters Score -69810.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -69814.656250 Penalty: 662.418030 Iteration 31Q: 3 clusters Score -69814.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -69820.585938 Penalty: 662.418030 Iteration 32Q: 3 clusters Score -69820.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -69827.960938 Penalty: 662.418030 Iteration 33Q: 3 clusters Score -69827.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -69838.804688 Penalty: 662.418030 Iteration 34Q: 3 clusters Score -69838.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -69847.671875 Penalty: 662.418030 Iteration 35Q: 3 clusters Score -69847.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -69858.164062 Penalty: 662.418030 Iteration 36Q: 3 clusters Score -69858.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -69868.578125 Penalty: 662.418030 Iteration 37Q: 3 clusters Score -69868.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -69876.257812 Penalty: 662.418030 Iteration 38Q: 3 clusters Score -69876.26 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -69884.281250 Penalty: 662.418030 Iteration 39Q: 3 clusters Score -69884.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -69889.765625 Penalty: 662.418030 Iteration 40F: 3 clusters Score -69889.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -69894.984375 Penalty: 662.418030 Iteration 41Q: 3 clusters Score -69894.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -69900.343750 Penalty: 662.418030 Iteration 42Q: 3 clusters Score -69900.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -69907.101562 Penalty: 662.418030 Iteration 43Q: 3 clusters Score -69907.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -69913.007812 Penalty: 662.418030 Iteration 44Q: 3 clusters Score -69913.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -69915.382812 Penalty: 662.418030 Iteration 45Q: 3 clusters Score -69915.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -69916.867188 Penalty: 662.418030 Iteration 46Q: 3 clusters Score -69916.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -69917.500000 Penalty: 662.418030 Iteration 47Q: 3 clusters Score -69917.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -69918.890625 Penalty: 662.418030 Iteration 48Q: 3 clusters Score -69918.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -69919.382812 Penalty: 662.418030 Iteration 49Q: 3 clusters Score -69919.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -69919.882812 Penalty: 662.418030 Iteration 50Q: 3 clusters Score -69919.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -69919.882812 Penalty: 662.418030 Iteration 51F: 3 clusters Score -69919.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Entering Unmasked Estep Score: -62301.738281 Penalty: 325.535004 Iteration 0F: 2 clusters Score -62301.74 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 629 members Entering Unmasked Estep Score: -61320.167969 Penalty: 651.070007 Iteration 0F: 3 clusters Score -61320.17 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -61665.265625 Penalty: 651.070007 Iteration 1F: 3 clusters Score -61665.27 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -61724.500000 Penalty: 651.070007 Iteration 2F: 3 clusters Score -61724.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -61764.457031 Penalty: 651.070007 Iteration 3Q: 3 clusters Score -61764.46 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -61812.328125 Penalty: 651.070007 Iteration 4F: 3 clusters Score -61812.33 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -61854.808594 Penalty: 651.070007 Iteration 5Q: 3 clusters Score -61854.81 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -61899.328125 Penalty: 651.070007 Iteration 6Q: 3 clusters Score -61899.33 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -61932.003906 Penalty: 651.070007 Iteration 7Q: 3 clusters Score -61932 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -61958.839844 Penalty: 651.070007 Iteration 8Q: 3 clusters Score -61958.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -61980.734375 Penalty: 651.070007 Iteration 9Q: 3 clusters Score -61980.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -62000.855469 Penalty: 651.070007 Iteration 10Q: 3 clusters Score -62000.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -62014.812500 Penalty: 651.070007 Iteration 11Q: 3 clusters Score -62014.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -62021.554688 Penalty: 651.070007 Iteration 12Q: 3 clusters Score -62021.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -62024.562500 Penalty: 651.070007 Iteration 13Q: 3 clusters Score -62024.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -62026.136719 Penalty: 651.070007 Iteration 14Q: 3 clusters Score -62026.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -62027.109375 Penalty: 651.070007 Iteration 15Q: 3 clusters Score -62027.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -62029.171875 Penalty: 651.070007 Iteration 16Q: 3 clusters Score -62029.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -62033.996094 Penalty: 651.070007 Iteration 17Q: 3 clusters Score -62034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -62037.839844 Penalty: 651.070007 Iteration 18Q: 3 clusters Score -62037.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -62044.265625 Penalty: 651.070007 Iteration 19Q: 3 clusters Score -62044.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -62051.464844 Penalty: 651.070007 Iteration 20F: 3 clusters Score -62051.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -62055.632812 Penalty: 651.070007 Iteration 21Q: 3 clusters Score -62055.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -62058.914062 Penalty: 651.070007 Iteration 22Q: 3 clusters Score -62058.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -62061.855469 Penalty: 651.070007 Iteration 23Q: 3 clusters Score -62061.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -62062.109375 Penalty: 651.070007 Iteration 24Q: 3 clusters Score -62062.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -62062.109375 Penalty: 651.070007 Iteration 25F: 3 clusters Score -62062.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Entering Unmasked Estep Score: -8526.715820 Penalty: 241.974457 Iteration 0F: 2 clusters Score -8526.716 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8227.038086 Penalty: 483.948914 Iteration 0F: 3 clusters Score -8227.038 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8286.639648 Penalty: 483.948914 Iteration 1F: 3 clusters Score -8286.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8303.695312 Penalty: 483.948914 Iteration 2F: 3 clusters Score -8303.695 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8324.646484 Penalty: 483.948914 Iteration 3Q: 3 clusters Score -8324.646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8341.542969 Penalty: 483.948914 Iteration 4Q: 3 clusters Score -8341.543 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8363.701172 Penalty: 483.948914 Iteration 5F: 3 clusters Score -8363.701 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8388.031250 Penalty: 483.948914 Iteration 6Q: 3 clusters Score -8388.031 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8406.955078 Penalty: 483.948914 Iteration 7Q: 3 clusters Score -8406.955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -8416.265625 Penalty: 483.948914 Iteration 8Q: 3 clusters Score -8416.266 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8422.494141 Penalty: 483.948914 Iteration 9Q: 3 clusters Score -8422.494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8426.148438 Penalty: 483.948914 Iteration 10Q: 3 clusters Score -8426.148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8427.115234 Penalty: 483.948914 Iteration 11Q: 3 clusters Score -8427.115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8427.640625 Penalty: 483.948914 Iteration 12Q: 3 clusters Score -8427.641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8427.640625 Penalty: 483.948914 Iteration 13F: 3 clusters Score -8427.641 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Entering Unmasked Estep Score: -18060.464844 Penalty: 276.532745 Iteration 0F: 2 clusters Score -18060.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -17620.832031 Penalty: 553.065491 Iteration 0F: 3 clusters Score -17620.83 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -17715.917969 Penalty: 553.065491 Iteration 1F: 3 clusters Score -17715.92 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -17745.884766 Penalty: 553.065491 Iteration 2F: 3 clusters Score -17745.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -17760.275391 Penalty: 553.065491 Iteration 3F: 3 clusters Score -17760.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -17772.203125 Penalty: 553.065491 Iteration 4Q: 3 clusters Score -17772.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -17783.525391 Penalty: 553.065491 Iteration 5Q: 3 clusters Score -17783.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -17790.748047 Penalty: 553.065491 Iteration 6Q: 3 clusters Score -17790.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -17795.148438 Penalty: 553.065491 Iteration 7Q: 3 clusters Score -17795.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -17795.492188 Penalty: 553.065491 Iteration 8Q: 3 clusters Score -17795.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -17795.492188 Penalty: 553.065491 Iteration 9F: 3 clusters Score -17795.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (15974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15974 members Entering Unmasked Estep Score: -826721.562500 Penalty: 440.381653 Iteration 0F: 2 clusters Score -826721.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -816115.125000 Penalty: 880.763306 Iteration 0F: 3 clusters Score -816115.1 nChanged 7470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -820438.562500 Penalty: 880.763306 Iteration 1F: 3 clusters Score -820438.6 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -820730.750000 Penalty: 880.763306 Iteration 2Q: 3 clusters Score -820730.8 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -821221.687500 Penalty: 880.763306 Iteration 3F: 3 clusters Score -821221.7 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -822038.437500 Penalty: 880.763306 Iteration 4F: 3 clusters Score -822038.4 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -823326.375000 Penalty: 880.763306 Iteration 5F: 3 clusters Score -823326.4 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 14547 members Entering Unmasked Estep Score: -824825.500000 Penalty: 880.763306 Iteration 6F: 3 clusters Score -824825.5 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 15445 members Entering Unmasked Estep Score: -825797.937500 Penalty: 880.763306 Iteration 7F: 3 clusters Score -825797.9 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 15825 members Entering Unmasked Estep Score: -826185.750000 Penalty: 880.763306 Iteration 8Q: 3 clusters Score -826185.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 15915 members Entering Unmasked Estep Score: -826284.062500 Penalty: 880.763306 Iteration 9Q: 3 clusters Score -826284.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -826315.562500 Penalty: 880.763306 Iteration 10Q: 3 clusters Score -826315.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 15936 members Entering Unmasked Estep Score: -826325.500000 Penalty: 880.763306 Iteration 11Q: 3 clusters Score -826325.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 15940 members Entering Unmasked Estep Score: -826341.625000 Penalty: 880.763306 Iteration 12Q: 3 clusters Score -826341.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -826343.437500 Penalty: 880.763306 Iteration 13Q: 3 clusters Score -826343.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -826343.437500 Penalty: 880.763306 Iteration 14F: 3 clusters Score -826343.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -22093.019531 Penalty: 284.285950 Iteration 0F: 2 clusters Score -22093.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -21601.912109 Penalty: 568.571899 Iteration 0F: 3 clusters Score -21601.91 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -21725.523438 Penalty: 568.571899 Iteration 1F: 3 clusters Score -21725.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -21753.656250 Penalty: 568.571899 Iteration 2F: 3 clusters Score -21753.66 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -21769.988281 Penalty: 568.571899 Iteration 3Q: 3 clusters Score -21769.99 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -21786.208984 Penalty: 568.571899 Iteration 4Q: 3 clusters Score -21786.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -21799.753906 Penalty: 568.571899 Iteration 5Q: 3 clusters Score -21799.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -21813.802734 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -21813.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -21843.453125 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -21843.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -21853.744141 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -21853.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -21862.833984 Penalty: 568.571899 Iteration 9Q: 3 clusters Score -21862.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -21873.439453 Penalty: 568.571899 Iteration 10Q: 3 clusters Score -21873.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -21885.853516 Penalty: 568.571899 Iteration 11Q: 3 clusters Score -21885.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -21891.003906 Penalty: 568.571899 Iteration 12Q: 3 clusters Score -21891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -21896.054688 Penalty: 568.571899 Iteration 13Q: 3 clusters Score -21896.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -21901.267578 Penalty: 568.571899 Iteration 14Q: 3 clusters Score -21901.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -21915.417969 Penalty: 568.571899 Iteration 15Q: 3 clusters Score -21915.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -21925.058594 Penalty: 568.571899 Iteration 16Q: 3 clusters Score -21925.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -21927.654297 Penalty: 568.571899 Iteration 17Q: 3 clusters Score -21927.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -21927.777344 Penalty: 568.571899 Iteration 18Q: 3 clusters Score -21927.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -21927.777344 Penalty: 568.571899 Iteration 19F: 3 clusters Score -21927.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Entering Unmasked Estep Score: -196196.343750 Penalty: 376.587555 Iteration 0F: 2 clusters Score -196196.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -193518.953125 Penalty: 753.175110 Iteration 0F: 3 clusters Score -193519 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -194530.515625 Penalty: 753.175110 Iteration 1F: 3 clusters Score -194530.5 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -194682.203125 Penalty: 753.175110 Iteration 2F: 3 clusters Score -194682.2 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -194888.546875 Penalty: 753.175110 Iteration 3F: 3 clusters Score -194888.5 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -195113.718750 Penalty: 753.175110 Iteration 4F: 3 clusters Score -195113.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -195341.453125 Penalty: 753.175110 Iteration 5F: 3 clusters Score -195341.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -195551.281250 Penalty: 753.175110 Iteration 6F: 3 clusters Score -195551.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -195722.531250 Penalty: 753.175110 Iteration 7Q: 3 clusters Score -195722.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -195856.078125 Penalty: 753.175110 Iteration 8Q: 3 clusters Score -195856.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -195938.796875 Penalty: 753.175110 Iteration 9Q: 3 clusters Score -195938.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -195968.875000 Penalty: 753.175110 Iteration 10Q: 3 clusters Score -195968.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -195988.734375 Penalty: 753.175110 Iteration 11Q: 3 clusters Score -195988.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -195992.296875 Penalty: 753.175110 Iteration 12Q: 3 clusters Score -195992.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -195994.812500 Penalty: 753.175110 Iteration 13Q: 3 clusters Score -195994.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -195999.093750 Penalty: 753.175110 Iteration 14Q: 3 clusters Score -195999.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -195999.812500 Penalty: 753.175110 Iteration 15Q: 3 clusters Score -195999.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -195999.812500 Penalty: 753.175110 Iteration 16F: 3 clusters Score -195999.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Entering Unmasked Estep Score: -194757.578125 Penalty: 379.933838 Iteration 0F: 2 clusters Score -194757.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -191957.406250 Penalty: 759.867676 Iteration 0F: 3 clusters Score -191957.4 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -192927.140625 Penalty: 759.867676 Iteration 1F: 3 clusters Score -192927.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -193024.578125 Penalty: 759.867676 Iteration 2F: 3 clusters Score -193024.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -193128.203125 Penalty: 759.867676 Iteration 3F: 3 clusters Score -193128.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -193247.781250 Penalty: 759.867676 Iteration 4F: 3 clusters Score -193247.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -193406.062500 Penalty: 759.867676 Iteration 5F: 3 clusters Score -193406.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -193612.062500 Penalty: 759.867676 Iteration 6F: 3 clusters Score -193612.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -193866.078125 Penalty: 759.867676 Iteration 7F: 3 clusters Score -193866.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -194142.843750 Penalty: 759.867676 Iteration 8F: 3 clusters Score -194142.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -194328.796875 Penalty: 759.867676 Iteration 9Q: 3 clusters Score -194328.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -194412.015625 Penalty: 759.867676 Iteration 10Q: 3 clusters Score -194412 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -194453.171875 Penalty: 759.867676 Iteration 11Q: 3 clusters Score -194453.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -194472.062500 Penalty: 759.867676 Iteration 12Q: 3 clusters Score -194472.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -194476.906250 Penalty: 759.867676 Iteration 13Q: 3 clusters Score -194476.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -194476.906250 Penalty: 759.867676 Iteration 14F: 3 clusters Score -194476.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Entering Unmasked Estep Score: -98348.906250 Penalty: 349.426971 Iteration 0F: 2 clusters Score -98348.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -96777.687500 Penalty: 698.853943 Iteration 0F: 3 clusters Score -96777.69 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -97289.195312 Penalty: 698.853943 Iteration 1F: 3 clusters Score -97289.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -97365.164062 Penalty: 698.853943 Iteration 2F: 3 clusters Score -97365.16 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -97411.804688 Penalty: 698.853943 Iteration 3Q: 3 clusters Score -97411.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -97456.023438 Penalty: 698.853943 Iteration 4Q: 3 clusters Score -97456.02 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -97505.875000 Penalty: 698.853943 Iteration 5Q: 3 clusters Score -97505.88 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -97562.078125 Penalty: 698.853943 Iteration 6Q: 3 clusters Score -97562.08 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -97616.148438 Penalty: 698.853943 Iteration 7Q: 3 clusters Score -97616.15 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -97658.125000 Penalty: 698.853943 Iteration 8Q: 3 clusters Score -97658.12 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -97722.195312 Penalty: 698.853943 Iteration 9Q: 3 clusters Score -97722.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -97787.531250 Penalty: 698.853943 Iteration 10Q: 3 clusters Score -97787.53 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -97852.671875 Penalty: 698.853943 Iteration 11Q: 3 clusters Score -97852.67 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -97905.468750 Penalty: 698.853943 Iteration 12Q: 3 clusters Score -97905.47 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -97941.406250 Penalty: 698.853943 Iteration 13Q: 3 clusters Score -97941.41 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -97984.546875 Penalty: 698.853943 Iteration 14Q: 3 clusters Score -97984.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -98005.421875 Penalty: 698.853943 Iteration 15Q: 3 clusters Score -98005.42 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -98018.929688 Penalty: 698.853943 Iteration 16Q: 3 clusters Score -98018.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -98028.804688 Penalty: 698.853943 Iteration 17Q: 3 clusters Score -98028.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -98035.664062 Penalty: 698.853943 Iteration 18Q: 3 clusters Score -98035.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -98040.140625 Penalty: 698.853943 Iteration 19Q: 3 clusters Score -98040.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -98042.835938 Penalty: 698.853943 Iteration 20F: 3 clusters Score -98042.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -98045.625000 Penalty: 698.853943 Iteration 21Q: 3 clusters Score -98045.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -98049.242188 Penalty: 698.853943 Iteration 22Q: 3 clusters Score -98049.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -98052.625000 Penalty: 698.853943 Iteration 23Q: 3 clusters Score -98052.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -98055.984375 Penalty: 698.853943 Iteration 24Q: 3 clusters Score -98055.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -98056.929688 Penalty: 698.853943 Iteration 25Q: 3 clusters Score -98056.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -98058.093750 Penalty: 698.853943 Iteration 26Q: 3 clusters Score -98058.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -98059.390625 Penalty: 698.853943 Iteration 27Q: 3 clusters Score -98059.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -98060.664062 Penalty: 698.853943 Iteration 28Q: 3 clusters Score -98060.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -98063.757812 Penalty: 698.853943 Iteration 29Q: 3 clusters Score -98063.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -98067.953125 Penalty: 698.853943 Iteration 30Q: 3 clusters Score -98067.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -98069.882812 Penalty: 698.853943 Iteration 31Q: 3 clusters Score -98069.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -98071.828125 Penalty: 698.853943 Iteration 32Q: 3 clusters Score -98071.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -98073.273438 Penalty: 698.853943 Iteration 33Q: 3 clusters Score -98073.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -98073.828125 Penalty: 698.853943 Iteration 34Q: 3 clusters Score -98073.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -98074.242188 Penalty: 698.853943 Iteration 35Q: 3 clusters Score -98074.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -98074.242188 Penalty: 698.853943 Iteration 36F: 3 clusters Score -98074.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Entering Unmasked Estep Score: -5939.401367 Penalty: 220.410522 Iteration 0F: 2 clusters Score -5939.401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5706.590332 Penalty: 440.821045 Iteration 0F: 3 clusters Score -5706.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5750.418945 Penalty: 440.821045 Iteration 1F: 3 clusters Score -5750.419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5758.798340 Penalty: 440.821045 Iteration 2Q: 3 clusters Score -5758.798 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5760.794434 Penalty: 440.821045 Iteration 3Q: 3 clusters Score -5760.794 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5760.794434 Penalty: 440.821045 Iteration 4F: 3 clusters Score -5760.794 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (27789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27789 members Entering Unmasked Estep Score: -1304659.125000 Penalty: 465.573975 Iteration 0F: 2 clusters Score -1304659 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13895 members Mstep: Class 2 contains 13894 members Entering Unmasked Estep Score: -1285959.250000 Penalty: 931.147949 Iteration 0F: 3 clusters Score -1285959 nChanged 13391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13024 members Mstep: Class 2 contains 14765 members Entering Unmasked Estep Score: -1294092.875000 Penalty: 931.147949 Iteration 1F: 3 clusters Score -1294093 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 15503 members Entering Unmasked Estep Score: -1294926.375000 Penalty: 931.147949 Iteration 2F: 3 clusters Score -1294926 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 16465 members Entering Unmasked Estep Score: -1296053.375000 Penalty: 931.147949 Iteration 3F: 3 clusters Score -1296053 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 17544 members Entering Unmasked Estep Score: -1297320.375000 Penalty: 931.147949 Iteration 4F: 3 clusters Score -1297320 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 18531 members Entering Unmasked Estep Score: -1298479.000000 Penalty: 931.147949 Iteration 5F: 3 clusters Score -1298479 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 19228 members Entering Unmasked Estep Score: -1299238.750000 Penalty: 931.147949 Iteration 6Q: 3 clusters Score -1299239 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 19647 members Entering Unmasked Estep Score: -1299652.875000 Penalty: 931.147949 Iteration 7Q: 3 clusters Score -1299653 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 19941 members Entering Unmasked Estep Score: -1299936.000000 Penalty: 931.147949 Iteration 8Q: 3 clusters Score -1299936 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 20210 members Entering Unmasked Estep Score: -1300164.250000 Penalty: 931.147949 Iteration 9Q: 3 clusters Score -1300164 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 20460 members Entering Unmasked Estep Score: -1300329.625000 Penalty: 931.147949 Iteration 10Q: 3 clusters Score -1300330 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 20705 members Entering Unmasked Estep Score: -1300481.750000 Penalty: 931.147949 Iteration 11Q: 3 clusters Score -1300482 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 20967 members Entering Unmasked Estep Score: -1300642.875000 Penalty: 931.147949 Iteration 12Q: 3 clusters Score -1300643 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 21274 members Entering Unmasked Estep Score: -1300812.375000 Penalty: 931.147949 Iteration 13Q: 3 clusters Score -1300812 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 21591 members Entering Unmasked Estep Score: -1300983.625000 Penalty: 931.147949 Iteration 14Q: 3 clusters Score -1300984 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 21941 members Entering Unmasked Estep Score: -1301168.000000 Penalty: 931.147949 Iteration 15Q: 3 clusters Score -1301168 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -1301383.750000 Penalty: 931.147949 Iteration 16Q: 3 clusters Score -1301384 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 22709 members Entering Unmasked Estep Score: -1301638.750000 Penalty: 931.147949 Iteration 17Q: 3 clusters Score -1301639 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -1301944.000000 Penalty: 931.147949 Iteration 18Q: 3 clusters Score -1301944 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 23564 members Entering Unmasked Estep Score: -1302243.750000 Penalty: 931.147949 Iteration 19Q: 3 clusters Score -1302244 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 23969 members Entering Unmasked Estep Score: -1302507.875000 Penalty: 931.147949 Iteration 20F: 3 clusters Score -1302508 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 24361 members Entering Unmasked Estep Score: -1302789.000000 Penalty: 931.147949 Iteration 21Q: 3 clusters Score -1302789 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 24741 members Entering Unmasked Estep Score: -1303041.625000 Penalty: 931.147949 Iteration 22Q: 3 clusters Score -1303042 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 25106 members Entering Unmasked Estep Score: -1303288.125000 Penalty: 931.147949 Iteration 23Q: 3 clusters Score -1303288 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 25442 members Entering Unmasked Estep Score: -1303504.875000 Penalty: 931.147949 Iteration 24Q: 3 clusters Score -1303505 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 25735 members Entering Unmasked Estep Score: -1303685.375000 Penalty: 931.147949 Iteration 25Q: 3 clusters Score -1303685 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 25986 members Entering Unmasked Estep Score: -1303825.125000 Penalty: 931.147949 Iteration 26Q: 3 clusters Score -1303825 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 26202 members Entering Unmasked Estep Score: -1303948.250000 Penalty: 931.147949 Iteration 27Q: 3 clusters Score -1303948 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 26391 members Entering Unmasked Estep Score: -1304044.375000 Penalty: 931.147949 Iteration 28Q: 3 clusters Score -1304044 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 26548 members Entering Unmasked Estep Score: -1304133.125000 Penalty: 931.147949 Iteration 29Q: 3 clusters Score -1304133 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 26681 members Entering Unmasked Estep Score: -1304193.500000 Penalty: 931.147949 Iteration 30Q: 3 clusters Score -1304194 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 26788 members Entering Unmasked Estep Score: -1304234.625000 Penalty: 931.147949 Iteration 31Q: 3 clusters Score -1304235 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 26872 members Entering Unmasked Estep Score: -1304269.375000 Penalty: 931.147949 Iteration 32Q: 3 clusters Score -1304269 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 26951 members Entering Unmasked Estep Score: -1304299.000000 Penalty: 931.147949 Iteration 33Q: 3 clusters Score -1304299 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 27012 members Entering Unmasked Estep Score: -1304323.250000 Penalty: 931.147949 Iteration 34Q: 3 clusters Score -1304323 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 27056 members Entering Unmasked Estep Score: -1304339.750000 Penalty: 931.147949 Iteration 35Q: 3 clusters Score -1304340 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 27090 members Entering Unmasked Estep Score: -1304346.250000 Penalty: 931.147949 Iteration 36Q: 3 clusters Score -1304346 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 27114 members Entering Unmasked Estep Score: -1304349.625000 Penalty: 931.147949 Iteration 37Q: 3 clusters Score -1304350 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 27132 members Entering Unmasked Estep Score: -1304353.375000 Penalty: 931.147949 Iteration 38Q: 3 clusters Score -1304353 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 27157 members Entering Unmasked Estep Score: -1304365.250000 Penalty: 931.147949 Iteration 39Q: 3 clusters Score -1304365 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 27183 members Entering Unmasked Estep Score: -1304377.125000 Penalty: 931.147949 Iteration 40F: 3 clusters Score -1304377 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 27203 members Entering Unmasked Estep Score: -1304378.500000 Penalty: 931.147949 Iteration 41Q: 3 clusters Score -1304378 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 27218 members Entering Unmasked Estep Score: -1304380.750000 Penalty: 931.147949 Iteration 42Q: 3 clusters Score -1304381 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 27229 members Entering Unmasked Estep Score: -1304386.125000 Penalty: 931.147949 Iteration 43Q: 3 clusters Score -1304386 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 27242 members Entering Unmasked Estep Score: -1304386.500000 Penalty: 931.147949 Iteration 44Q: 3 clusters Score -1304386 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 27250 members Entering Unmasked Estep Score: -1304388.625000 Penalty: 931.147949 Iteration 45Q: 3 clusters Score -1304389 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 27259 members Entering Unmasked Estep Score: -1304392.250000 Penalty: 931.147949 Iteration 46Q: 3 clusters Score -1304392 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 27266 members Entering Unmasked Estep Score: -1304395.875000 Penalty: 931.147949 Iteration 47Q: 3 clusters Score -1304396 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 27274 members Entering Unmasked Estep Score: -1304393.375000 Penalty: 931.147949 Iteration 48Q: 3 clusters Score -1304393 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 27279 members Entering Unmasked Estep Score: -1304395.625000 Penalty: 931.147949 Iteration 49Q: 3 clusters Score -1304396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 27282 members Entering Unmasked Estep Score: -1304394.750000 Penalty: 931.147949 Iteration 50Q: 3 clusters Score -1304395 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 27285 members Entering Unmasked Estep Score: -1304394.500000 Penalty: 931.147949 Iteration 51Q: 3 clusters Score -1304394 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 27285 members Entering Unmasked Estep Score: -1304394.500000 Penalty: 931.147949 Iteration 52F: 3 clusters Score -1304394 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Entering Unmasked Estep Score: -95454.609375 Penalty: 340.895233 Iteration 0F: 2 clusters Score -95454.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -94126.765625 Penalty: 681.790466 Iteration 0F: 3 clusters Score -94126.77 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -94510.078125 Penalty: 681.790466 Iteration 1F: 3 clusters Score -94510.08 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -94575.023438 Penalty: 681.790466 Iteration 2F: 3 clusters Score -94575.02 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -94631.109375 Penalty: 681.790466 Iteration 3F: 3 clusters Score -94631.11 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -94672.218750 Penalty: 681.790466 Iteration 4Q: 3 clusters Score -94672.22 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -94712.945312 Penalty: 681.790466 Iteration 5Q: 3 clusters Score -94712.95 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -94749.468750 Penalty: 681.790466 Iteration 6Q: 3 clusters Score -94749.47 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -94786.351562 Penalty: 681.790466 Iteration 7Q: 3 clusters Score -94786.35 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -94819.507812 Penalty: 681.790466 Iteration 8Q: 3 clusters Score -94819.51 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -94865.554688 Penalty: 681.790466 Iteration 9Q: 3 clusters Score -94865.55 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -94919.757812 Penalty: 681.790466 Iteration 10Q: 3 clusters Score -94919.76 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -94969.882812 Penalty: 681.790466 Iteration 11Q: 3 clusters Score -94969.88 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -95022.640625 Penalty: 681.790466 Iteration 12Q: 3 clusters Score -95022.64 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -95071.500000 Penalty: 681.790466 Iteration 13Q: 3 clusters Score -95071.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -95103.203125 Penalty: 681.790466 Iteration 14Q: 3 clusters Score -95103.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -95117.507812 Penalty: 681.790466 Iteration 15Q: 3 clusters Score -95117.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -95126.421875 Penalty: 681.790466 Iteration 16Q: 3 clusters Score -95126.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -95130.234375 Penalty: 681.790466 Iteration 17Q: 3 clusters Score -95130.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -95135.312500 Penalty: 681.790466 Iteration 18Q: 3 clusters Score -95135.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -95141.109375 Penalty: 681.790466 Iteration 19Q: 3 clusters Score -95141.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -95147.445312 Penalty: 681.790466 Iteration 20F: 3 clusters Score -95147.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -95152.804688 Penalty: 681.790466 Iteration 21Q: 3 clusters Score -95152.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -95156.890625 Penalty: 681.790466 Iteration 22Q: 3 clusters Score -95156.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -95160.343750 Penalty: 681.790466 Iteration 23Q: 3 clusters Score -95160.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -95162.812500 Penalty: 681.790466 Iteration 24Q: 3 clusters Score -95162.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -95167.640625 Penalty: 681.790466 Iteration 25Q: 3 clusters Score -95167.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -95171.734375 Penalty: 681.790466 Iteration 26Q: 3 clusters Score -95171.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -95174.968750 Penalty: 681.790466 Iteration 27Q: 3 clusters Score -95174.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -95176.843750 Penalty: 681.790466 Iteration 28Q: 3 clusters Score -95176.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -95178.085938 Penalty: 681.790466 Iteration 29Q: 3 clusters Score -95178.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -95178.781250 Penalty: 681.790466 Iteration 30Q: 3 clusters Score -95178.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -95178.828125 Penalty: 681.790466 Iteration 31Q: 3 clusters Score -95178.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -95178.828125 Penalty: 681.790466 Iteration 32F: 3 clusters Score -95178.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Entering Unmasked Estep Score: -29320.820312 Penalty: 296.081116 Iteration 0F: 2 clusters Score -29320.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -28773.529297 Penalty: 592.162231 Iteration 0F: 3 clusters Score -28773.53 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -28953.314453 Penalty: 592.162231 Iteration 1F: 3 clusters Score -28953.31 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -29023.193359 Penalty: 592.162231 Iteration 2F: 3 clusters Score -29023.19 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -29113.800781 Penalty: 592.162231 Iteration 3F: 3 clusters Score -29113.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -29165.382812 Penalty: 592.162231 Iteration 4F: 3 clusters Score -29165.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -29192.861328 Penalty: 592.162231 Iteration 5Q: 3 clusters Score -29192.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -29210.324219 Penalty: 592.162231 Iteration 6Q: 3 clusters Score -29210.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -29218.562500 Penalty: 592.162231 Iteration 7Q: 3 clusters Score -29218.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -29222.982422 Penalty: 592.162231 Iteration 8Q: 3 clusters Score -29222.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -29227.429688 Penalty: 592.162231 Iteration 9Q: 3 clusters Score -29227.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -29234.298828 Penalty: 592.162231 Iteration 10Q: 3 clusters Score -29234.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -29238.367188 Penalty: 592.162231 Iteration 11Q: 3 clusters Score -29238.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -29241.267578 Penalty: 592.162231 Iteration 12Q: 3 clusters Score -29241.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -29244.361328 Penalty: 592.162231 Iteration 13Q: 3 clusters Score -29244.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -29247.939453 Penalty: 592.162231 Iteration 14Q: 3 clusters Score -29247.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -29247.939453 Penalty: 592.162231 Iteration 15F: 3 clusters Score -29247.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Entering Unmasked Estep Score: -4137.797852 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4137.798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3911.422119 Penalty: 430.994049 Iteration 0F: 3 clusters Score -3911.422 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3970.370605 Penalty: 430.994049 Iteration 1F: 3 clusters Score -3970.371 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -3999.461182 Penalty: 430.994049 Iteration 2F: 3 clusters Score -3999.461 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4013.427246 Penalty: 430.994049 Iteration 3F: 3 clusters Score -4013.427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4015.999268 Penalty: 430.994049 Iteration 4Q: 3 clusters Score -4015.999 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4015.999268 Penalty: 430.994049 Iteration 5F: 3 clusters Score -4015.999 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -19385.210938 Penalty: 275.476990 Iteration 0F: 2 clusters Score -19385.21 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 211 members Entering Unmasked Estep Score: -18952.156250 Penalty: 550.953979 Iteration 0F: 3 clusters Score -18952.16 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -19092.925781 Penalty: 550.953979 Iteration 1F: 3 clusters Score -19092.93 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -19129.105469 Penalty: 550.953979 Iteration 2F: 3 clusters Score -19129.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -19161.048828 Penalty: 550.953979 Iteration 3F: 3 clusters Score -19161.05 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -19193.369141 Penalty: 550.953979 Iteration 4F: 3 clusters Score -19193.37 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -19225.044922 Penalty: 550.953979 Iteration 5F: 3 clusters Score -19225.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -19255.673828 Penalty: 550.953979 Iteration 6F: 3 clusters Score -19255.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -19277.306641 Penalty: 550.953979 Iteration 7Q: 3 clusters Score -19277.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -19300.671875 Penalty: 550.953979 Iteration 8Q: 3 clusters Score -19300.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -19309.908203 Penalty: 550.953979 Iteration 9Q: 3 clusters Score -19309.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -19312.132812 Penalty: 550.953979 Iteration 10Q: 3 clusters Score -19312.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -19319.267578 Penalty: 550.953979 Iteration 11Q: 3 clusters Score -19319.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -19325.460938 Penalty: 550.953979 Iteration 12Q: 3 clusters Score -19325.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -19335.423828 Penalty: 550.953979 Iteration 13Q: 3 clusters Score -19335.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -19337.371094 Penalty: 550.953979 Iteration 14Q: 3 clusters Score -19337.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19339.130859 Penalty: 550.953979 Iteration 15Q: 3 clusters Score -19339.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -19341.931641 Penalty: 550.953979 Iteration 16Q: 3 clusters Score -19341.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -19344.001953 Penalty: 550.953979 Iteration 17Q: 3 clusters Score -19344 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -19345.605469 Penalty: 550.953979 Iteration 18Q: 3 clusters Score -19345.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -19345.605469 Penalty: 550.953979 Iteration 19F: 3 clusters Score -19345.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (200243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200243 members Entering Unmasked Estep Score: -9851194.000000 Penalty: 555.431580 Iteration 0F: 2 clusters Score -9851194 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100538 members Mstep: Class 2 contains 99705 members Entering Unmasked Estep Score: -9716852.000000 Penalty: 1110.863159 Iteration 0F: 3 clusters Score -9716852 nChanged 98587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118381 members Mstep: Class 2 contains 81862 members Entering Unmasked Estep Score: -9780923.000000 Penalty: 1110.863159 Iteration 1F: 3 clusters Score -9780923 nChanged 12139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129512 members Mstep: Class 2 contains 70731 members Entering Unmasked Estep Score: -9788623.000000 Penalty: 1110.863159 Iteration 2F: 3 clusters Score -9788623 nChanged 15179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143981 members Mstep: Class 2 contains 56262 members Entering Unmasked Estep Score: -9800778.000000 Penalty: 1110.863159 Iteration 3F: 3 clusters Score -9800778 nChanged 15738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159311 members Mstep: Class 2 contains 40932 members Entering Unmasked Estep Score: -9814732.000000 Penalty: 1110.863159 Iteration 4F: 3 clusters Score -9814732 nChanged 13272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172341 members Mstep: Class 2 contains 27902 members Entering Unmasked Estep Score: -9826690.000000 Penalty: 1110.863159 Iteration 5F: 3 clusters Score -9826690 nChanged 9597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181812 members Mstep: Class 2 contains 18431 members Entering Unmasked Estep Score: -9835212.000000 Penalty: 1110.863159 Iteration 6Q: 3 clusters Score -9835212 nChanged 6810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188590 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -9841141.000000 Penalty: 1110.863159 Iteration 7Q: 3 clusters Score -9841141 nChanged 4761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193345 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -9845208.000000 Penalty: 1110.863159 Iteration 8Q: 3 clusters Score -9845208 nChanged 3113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196456 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -9847758.000000 Penalty: 1110.863159 Iteration 9Q: 3 clusters Score -9847758 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198256 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -9849241.000000 Penalty: 1110.863159 Iteration 10Q: 3 clusters Score -9849241 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199228 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -9849975.000000 Penalty: 1110.863159 Iteration 11Q: 3 clusters Score -9849975 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199675 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -9850330.000000 Penalty: 1110.863159 Iteration 12Q: 3 clusters Score -9850330 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199874 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -9850472.000000 Penalty: 1110.863159 Iteration 13Q: 3 clusters Score -9850472 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199970 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -9850556.000000 Penalty: 1110.863159 Iteration 14Q: 3 clusters Score -9850556 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200019 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -9850598.000000 Penalty: 1110.863159 Iteration 15Q: 3 clusters Score -9850598 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200051 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -9850626.000000 Penalty: 1110.863159 Iteration 16Q: 3 clusters Score -9850626 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200069 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -9850661.000000 Penalty: 1110.863159 Iteration 17Q: 3 clusters Score -9850661 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200080 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -9850671.000000 Penalty: 1110.863159 Iteration 18Q: 3 clusters Score -9850671 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200087 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -9850689.000000 Penalty: 1110.863159 Iteration 19Q: 3 clusters Score -9850689 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200093 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -9850695.000000 Penalty: 1110.863159 Iteration 20F: 3 clusters Score -9850695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200097 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -9850702.000000 Penalty: 1110.863159 Iteration 21Q: 3 clusters Score -9850702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200101 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -9850704.000000 Penalty: 1110.863159 Iteration 22Q: 3 clusters Score -9850704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200102 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -9850705.000000 Penalty: 1110.863159 Iteration 23Q: 3 clusters Score -9850705 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200104 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -9850707.000000 Penalty: 1110.863159 Iteration 24Q: 3 clusters Score -9850707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200105 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9850709.000000 Penalty: 1110.863159 Iteration 25Q: 3 clusters Score -9850709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200106 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9850709.000000 Penalty: 1110.863159 Iteration 26Q: 3 clusters Score -9850709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200107 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -9850707.000000 Penalty: 1110.863159 Iteration 27Q: 3 clusters Score -9850707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200109 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9850709.000000 Penalty: 1110.863159 Iteration 28Q: 3 clusters Score -9850709 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200109 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9850709.000000 Penalty: 1110.863159 Iteration 29F: 3 clusters Score -9850709 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -18821.554688 Penalty: 274.831573 Iteration 0F: 2 clusters Score -18821.55 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 205 members Entering Unmasked Estep Score: -18436.732422 Penalty: 549.663147 Iteration 0F: 3 clusters Score -18436.73 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18559.994141 Penalty: 549.663147 Iteration 1F: 3 clusters Score -18559.99 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -18610.500000 Penalty: 549.663147 Iteration 2F: 3 clusters Score -18610.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -18621.244141 Penalty: 549.663147 Iteration 3Q: 3 clusters Score -18621.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -18626.007812 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -18626.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -18629.449219 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -18629.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18632.513672 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -18632.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18634.960938 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -18634.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -18637.763672 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -18637.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -18637.763672 Penalty: 549.663147 Iteration 9F: 3 clusters Score -18637.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (150873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150873 members Entering Unmasked Estep Score: -7625677.500000 Penalty: 542.550781 Iteration 0F: 2 clusters Score -7625678 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75341 members Mstep: Class 2 contains 75532 members Entering Unmasked Estep Score: -7531613.000000 Penalty: 1085.101562 Iteration 0F: 3 clusters Score -7531613 nChanged 74327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68434 members Mstep: Class 2 contains 82439 members Entering Unmasked Estep Score: -7576198.500000 Penalty: 1085.101562 Iteration 1F: 3 clusters Score -7576198 nChanged 6042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63758 members Mstep: Class 2 contains 87115 members Entering Unmasked Estep Score: -7578126.500000 Penalty: 1085.101562 Iteration 2Q: 3 clusters Score -7578126 nChanged 8040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56706 members Mstep: Class 2 contains 94167 members Entering Unmasked Estep Score: -7581511.000000 Penalty: 1085.101562 Iteration 3F: 3 clusters Score -7581511 nChanged 10558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46692 members Mstep: Class 2 contains 104181 members Entering Unmasked Estep Score: -7587256.000000 Penalty: 1085.101562 Iteration 4F: 3 clusters Score -7587256 nChanged 12871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34079 members Mstep: Class 2 contains 116794 members Entering Unmasked Estep Score: -7595694.000000 Penalty: 1085.101562 Iteration 5F: 3 clusters Score -7595694 nChanged 13098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21099 members Mstep: Class 2 contains 129774 members Entering Unmasked Estep Score: -7605463.000000 Penalty: 1085.101562 Iteration 6F: 3 clusters Score -7605463 nChanged 10740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 140506 members Entering Unmasked Estep Score: -7614869.500000 Penalty: 1085.101562 Iteration 7F: 3 clusters Score -7614870 nChanged 6455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 146961 members Entering Unmasked Estep Score: -7621129.000000 Penalty: 1085.101562 Iteration 8Q: 3 clusters Score -7621129 nChanged 2764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 149725 members Entering Unmasked Estep Score: -7624030.000000 Penalty: 1085.101562 Iteration 9Q: 3 clusters Score -7624030 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 150496 members Entering Unmasked Estep Score: -7624797.500000 Penalty: 1085.101562 Iteration 10Q: 3 clusters Score -7624798 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 150708 members Entering Unmasked Estep Score: -7625012.000000 Penalty: 1085.101562 Iteration 11Q: 3 clusters Score -7625012 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 150779 members Entering Unmasked Estep Score: -7625092.500000 Penalty: 1085.101562 Iteration 12Q: 3 clusters Score -7625092 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 150800 members Entering Unmasked Estep Score: -7625139.500000 Penalty: 1085.101562 Iteration 13Q: 3 clusters Score -7625140 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 150802 members Entering Unmasked Estep Score: -7625156.000000 Penalty: 1085.101562 Iteration 14Q: 3 clusters Score -7625156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 150805 members Entering Unmasked Estep Score: -7625164.500000 Penalty: 1085.101562 Iteration 15Q: 3 clusters Score -7625164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 150809 members Entering Unmasked Estep Score: -7625173.500000 Penalty: 1085.101562 Iteration 16Q: 3 clusters Score -7625174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 150812 members Entering Unmasked Estep Score: -7625182.000000 Penalty: 1085.101562 Iteration 17Q: 3 clusters Score -7625182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 150813 members Entering Unmasked Estep Score: -7625183.000000 Penalty: 1085.101562 Iteration 18Q: 3 clusters Score -7625183 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 150813 members Entering Unmasked Estep Score: -7625183.000000 Penalty: 1085.101562 Iteration 19F: 3 clusters Score -7625183 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (78 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Entering Unmasked Estep Score: -3150.837158 Penalty: 198.230255 Iteration 0F: 2 clusters Score -3150.837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2973.225586 Penalty: 396.460510 Iteration 0F: 3 clusters Score -2973.226 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2983.545654 Penalty: 396.460510 Iteration 1F: 3 clusters Score -2983.546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2984.538818 Penalty: 396.460510 Iteration 2Q: 3 clusters Score -2984.539 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2984.538818 Penalty: 396.460510 Iteration 3F: 3 clusters Score -2984.539 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Entering Unmasked Estep Score: -8982.185547 Penalty: 247.630005 Iteration 0F: 2 clusters Score -8982.186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8691.263672 Penalty: 495.260010 Iteration 0F: 3 clusters Score -8691.264 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8802.591797 Penalty: 495.260010 Iteration 1F: 3 clusters Score -8802.592 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8832.166016 Penalty: 495.260010 Iteration 2F: 3 clusters Score -8832.166 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -8857.408203 Penalty: 495.260010 Iteration 3F: 3 clusters Score -8857.408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -8865.080078 Penalty: 495.260010 Iteration 4Q: 3 clusters Score -8865.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -8866.902344 Penalty: 495.260010 Iteration 5Q: 3 clusters Score -8866.902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -8871.826172 Penalty: 495.260010 Iteration 6Q: 3 clusters Score -8871.826 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -8883.741211 Penalty: 495.260010 Iteration 7Q: 3 clusters Score -8883.741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -8888.079102 Penalty: 495.260010 Iteration 8Q: 3 clusters Score -8888.079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8889.394531 Penalty: 495.260010 Iteration 9Q: 3 clusters Score -8889.395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8889.394531 Penalty: 495.260010 Iteration 10F: 3 clusters Score -8889.395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 55017 members Mstep: Class 3 contains 33737 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 945 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15974 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27789 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200243 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150873 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280274.000000 Penalty: 16134.754883 Iteration 159Q: 28 clusters Score -2.428027e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54994 members Mstep: Class 3 contains 33714 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 936 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 15995 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27796 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200259 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150884 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280274.000000 Penalty: 16134.754883 Iteration 160F: 28 clusters Score -2.428027e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54974 members Mstep: Class 3 contains 33688 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 929 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16021 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27802 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200274 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150890 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280276.000000 Penalty: 16134.754883 Iteration 161Q: 28 clusters Score -2.428028e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54964 members Mstep: Class 3 contains 33649 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 925 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16054 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27808 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200282 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150896 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280228.000000 Penalty: 16134.754883 Iteration 162Q: 28 clusters Score -2.428023e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54945 members Mstep: Class 3 contains 33613 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 1450 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16085 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27813 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200299 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150896 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280218.000000 Penalty: 16134.754883 Iteration 163Q: 28 clusters Score -2.428022e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54915 members Mstep: Class 3 contains 33584 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 923 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16111 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27817 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200325 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150898 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280260.000000 Penalty: 16134.754883 Iteration 164Q: 28 clusters Score -2.428026e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54894 members Mstep: Class 3 contains 33544 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 922 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16139 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27820 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200348 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150905 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280260.000000 Penalty: 16134.754883 Iteration 165Q: 28 clusters Score -2.428026e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54873 members Mstep: Class 3 contains 33509 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16167 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4237 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27825 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200365 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150911 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280266.000000 Penalty: 16134.754883 Iteration 166Q: 28 clusters Score -2.428027e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54854 members Mstep: Class 3 contains 33481 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 920 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16189 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27834 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200380 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150916 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280224.000000 Penalty: 16134.754883 Iteration 167Q: 28 clusters Score -2.428022e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54839 members Mstep: Class 3 contains 33458 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1280 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16217 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27839 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200392 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150911 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280222.000000 Penalty: 16134.754883 Iteration 168Q: 28 clusters Score -2.428022e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54824 members Mstep: Class 3 contains 33435 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16250 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27842 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200407 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150900 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280222.000000 Penalty: 16134.754883 Iteration 169Q: 28 clusters Score -2.428022e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54807 members Mstep: Class 3 contains 33419 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16283 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4226 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27847 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200425 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150882 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280224.000000 Penalty: 16134.754883 Iteration 170Q: 28 clusters Score -2.428022e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54792 members Mstep: Class 3 contains 33411 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16308 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4225 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27851 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200441 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150861 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280238.000000 Penalty: 16134.754883 Iteration 171Q: 28 clusters Score -2.428024e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54775 members Mstep: Class 3 contains 33399 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16340 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27851 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200460 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150837 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280220.000000 Penalty: 16134.754883 Iteration 172Q: 28 clusters Score -2.428022e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54762 members Mstep: Class 3 contains 33383 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1451 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16372 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27852 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200473 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150820 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280232.000000 Penalty: 16134.754883 Iteration 173Q: 28 clusters Score -2.428023e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54751 members Mstep: Class 3 contains 33376 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16403 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27852 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200483 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150796 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280234.000000 Penalty: 16134.754883 Iteration 174Q: 28 clusters Score -2.428023e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54743 members Mstep: Class 3 contains 33362 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16432 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27852 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200489 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150782 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280248.000000 Penalty: 16134.754883 Iteration 175Q: 28 clusters Score -2.428025e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54734 members Mstep: Class 3 contains 33349 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16458 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27852 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200499 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150768 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280266.000000 Penalty: 16134.754883 Iteration 176Q: 28 clusters Score -2.428027e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54728 members Mstep: Class 3 contains 33341 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16484 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27853 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200503 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150751 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280264.000000 Penalty: 16134.754883 Iteration 177Q: 28 clusters Score -2.428026e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54722 members Mstep: Class 3 contains 33334 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16506 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27854 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200509 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150735 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280282.000000 Penalty: 16134.754883 Iteration 178Q: 28 clusters Score -2.428028e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54713 members Mstep: Class 3 contains 33329 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16526 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27855 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200522 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150715 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280284.000000 Penalty: 16134.754883 Iteration 179Q: 28 clusters Score -2.428028e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54697 members Mstep: Class 3 contains 33326 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16542 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27857 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200541 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150697 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280304.000000 Penalty: 16134.754883 Iteration 180F: 28 clusters Score -2.42803e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54685 members Mstep: Class 3 contains 33323 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16560 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27859 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200555 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150678 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280312.000000 Penalty: 16134.754883 Iteration 181Q: 28 clusters Score -2.428031e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54671 members Mstep: Class 3 contains 33323 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16573 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27861 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200565 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150667 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280326.000000 Penalty: 16134.754883 Iteration 182Q: 28 clusters Score -2.428033e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54664 members Mstep: Class 3 contains 33322 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16587 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27864 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200569 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150654 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280324.000000 Penalty: 16134.754883 Iteration 183Q: 28 clusters Score -2.428032e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54658 members Mstep: Class 3 contains 33322 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16603 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27865 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200575 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150637 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280328.000000 Penalty: 16134.754883 Iteration 184Q: 28 clusters Score -2.428033e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54651 members Mstep: Class 3 contains 33324 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16612 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27870 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200577 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150626 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280316.000000 Penalty: 16134.754883 Iteration 185Q: 28 clusters Score -2.428032e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54645 members Mstep: Class 3 contains 33323 members Mstep: Class 4 contains 2082 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16621 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27870 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200586 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150615 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280322.000000 Penalty: 16134.754883 Iteration 186Q: 28 clusters Score -2.428032e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54640 members Mstep: Class 3 contains 33322 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16627 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27870 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200592 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150611 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280324.000000 Penalty: 16134.754883 Iteration 187Q: 28 clusters Score -2.428032e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54634 members Mstep: Class 3 contains 33321 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16633 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200598 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150605 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280330.000000 Penalty: 16134.754883 Iteration 188Q: 28 clusters Score -2.428033e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54630 members Mstep: Class 3 contains 33319 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16641 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4227 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200601 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150600 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280326.000000 Penalty: 16134.754883 Iteration 189Q: 28 clusters Score -2.428033e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54626 members Mstep: Class 3 contains 33316 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16649 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4228 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200605 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150594 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280322.000000 Penalty: 16134.754883 Iteration 190Q: 28 clusters Score -2.428032e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54623 members Mstep: Class 3 contains 33315 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16657 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4229 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200607 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150587 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280320.000000 Penalty: 16134.754883 Iteration 191Q: 28 clusters Score -2.428032e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54618 members Mstep: Class 3 contains 33312 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16668 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4229 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200613 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150578 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280322.000000 Penalty: 16134.754883 Iteration 192Q: 28 clusters Score -2.428032e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54613 members Mstep: Class 3 contains 33308 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16681 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4229 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200618 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150569 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280332.000000 Penalty: 16134.754883 Iteration 193Q: 28 clusters Score -2.428033e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54609 members Mstep: Class 3 contains 33306 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16695 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4230 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150558 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280348.000000 Penalty: 16134.754883 Iteration 194Q: 28 clusters Score -2.428035e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54605 members Mstep: Class 3 contains 33304 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16710 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4231 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200622 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150546 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280354.000000 Penalty: 16134.754883 Iteration 195Q: 28 clusters Score -2.428035e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54605 members Mstep: Class 3 contains 33303 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16728 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4232 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150530 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280356.000000 Penalty: 16134.754883 Iteration 196Q: 28 clusters Score -2.428036e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54604 members Mstep: Class 3 contains 33301 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16747 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200619 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150513 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280358.000000 Penalty: 16134.754883 Iteration 197Q: 28 clusters Score -2.428036e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33300 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16756 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200618 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150508 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280338.000000 Penalty: 16134.754883 Iteration 198Q: 28 clusters Score -2.428034e+07 nChanged 16 Entering ConstructFrom: Score: -24280338.000000 Penalty: 16134.754883 Entering ConstructFrom: Trying to split cluster 1 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -11095.575195 Penalty: 255.230972 Iteration 0F: 2 clusters Score -11095.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -10774.173828 Penalty: 510.461945 Iteration 0F: 3 clusters Score -10774.17 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -10923.924805 Penalty: 510.461945 Iteration 1F: 3 clusters Score -10923.92 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -11028.370117 Penalty: 510.461945 Iteration 2F: 3 clusters Score -11028.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -11050.174805 Penalty: 510.461945 Iteration 3F: 3 clusters Score -11050.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -11075.617188 Penalty: 510.461945 Iteration 4Q: 3 clusters Score -11075.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11161.859375 Penalty: 510.461945 Iteration 5F: 3 clusters Score -11161.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -11188.889648 Penalty: 510.461945 Iteration 6Q: 3 clusters Score -11188.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -11215.116211 Penalty: 510.461945 Iteration 7Q: 3 clusters Score -11215.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -11234.140625 Penalty: 510.461945 Iteration 8Q: 3 clusters Score -11234.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -11246.537109 Penalty: 510.461945 Iteration 9Q: 3 clusters Score -11246.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -11258.672852 Penalty: 510.461945 Iteration 10Q: 3 clusters Score -11258.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -11270.303711 Penalty: 510.461945 Iteration 11Q: 3 clusters Score -11270.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -11294.743164 Penalty: 510.461945 Iteration 12Q: 3 clusters Score -11294.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -11349.580078 Penalty: 510.461945 Iteration 13Q: 3 clusters Score -11349.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -11373.106445 Penalty: 510.461945 Iteration 14Q: 3 clusters Score -11373.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -11373.106445 Penalty: 510.461945 Iteration 15F: 3 clusters Score -11373.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33294 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16768 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150504 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Mstep: Class 28 contains 139 members Entering Unmasked Estep Score: -24280272.000000 Penalty: 16732.337891 Splitting cluster 1 changes total score from -24280338.000000 to -24280272.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (54602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54602 members Entering Unmasked Estep Score: -2849782.500000 Penalty: 496.306061 Iteration 0F: 2 clusters Score -2849782 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27473 members Mstep: Class 2 contains 27129 members Entering Unmasked Estep Score: -2813062.000000 Penalty: 992.612122 Iteration 0F: 3 clusters Score -2813062 nChanged 26527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31488 members Mstep: Class 2 contains 23114 members Entering Unmasked Estep Score: -2830353.000000 Penalty: 992.612122 Iteration 1F: 3 clusters Score -2830353 nChanged 3720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33844 members Mstep: Class 2 contains 20758 members Entering Unmasked Estep Score: -2832860.500000 Penalty: 992.612122 Iteration 2F: 3 clusters Score -2832860 nChanged 4298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36684 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -2836538.000000 Penalty: 992.612122 Iteration 3F: 3 clusters Score -2836538 nChanged 4162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39246 members Mstep: Class 2 contains 15356 members Entering Unmasked Estep Score: -2840335.750000 Penalty: 992.612122 Iteration 4F: 3 clusters Score -2840336 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40974 members Mstep: Class 2 contains 13628 members Entering Unmasked Estep Score: -2842825.500000 Penalty: 992.612122 Iteration 5F: 3 clusters Score -2842826 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42124 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -2843962.250000 Penalty: 992.612122 Iteration 6Q: 3 clusters Score -2843962 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43054 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -2844577.000000 Penalty: 992.612122 Iteration 7Q: 3 clusters Score -2844577 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43964 members Mstep: Class 2 contains 10638 members Entering Unmasked Estep Score: -2845072.500000 Penalty: 992.612122 Iteration 8Q: 3 clusters Score -2845072 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44866 members Mstep: Class 2 contains 9736 members Entering Unmasked Estep Score: -2845522.000000 Penalty: 992.612122 Iteration 9Q: 3 clusters Score -2845522 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45680 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2845897.000000 Penalty: 992.612122 Iteration 10Q: 3 clusters Score -2845897 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46408 members Mstep: Class 2 contains 8194 members Entering Unmasked Estep Score: -2846202.750000 Penalty: 992.612122 Iteration 11Q: 3 clusters Score -2846203 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47129 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -2846512.250000 Penalty: 992.612122 Iteration 12Q: 3 clusters Score -2846512 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47824 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -2846793.750000 Penalty: 992.612122 Iteration 13Q: 3 clusters Score -2846794 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48481 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -2847077.000000 Penalty: 992.612122 Iteration 14Q: 3 clusters Score -2847077 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49105 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -2847322.500000 Penalty: 992.612122 Iteration 15Q: 3 clusters Score -2847322 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49696 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -2847576.000000 Penalty: 992.612122 Iteration 16Q: 3 clusters Score -2847576 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50267 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -2847845.500000 Penalty: 992.612122 Iteration 17Q: 3 clusters Score -2847846 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50778 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -2848020.000000 Penalty: 992.612122 Iteration 18Q: 3 clusters Score -2848020 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51232 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -2848200.750000 Penalty: 992.612122 Iteration 19Q: 3 clusters Score -2848201 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51604 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -2848321.750000 Penalty: 992.612122 Iteration 20F: 3 clusters Score -2848322 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51928 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -2848437.250000 Penalty: 992.612122 Iteration 21Q: 3 clusters Score -2848437 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52236 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -2848558.000000 Penalty: 992.612122 Iteration 22Q: 3 clusters Score -2848558 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52527 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -2848697.500000 Penalty: 992.612122 Iteration 23Q: 3 clusters Score -2848698 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52784 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -2848837.000000 Penalty: 992.612122 Iteration 24Q: 3 clusters Score -2848837 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53003 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -2848955.750000 Penalty: 992.612122 Iteration 25Q: 3 clusters Score -2848956 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53181 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -2849044.750000 Penalty: 992.612122 Iteration 26Q: 3 clusters Score -2849045 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53320 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -2849111.750000 Penalty: 992.612122 Iteration 27Q: 3 clusters Score -2849112 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53441 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -2849164.500000 Penalty: 992.612122 Iteration 28Q: 3 clusters Score -2849164 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53530 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -2849203.250000 Penalty: 992.612122 Iteration 29Q: 3 clusters Score -2849203 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53625 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -2849242.500000 Penalty: 992.612122 Iteration 30Q: 3 clusters Score -2849242 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53718 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -2849284.500000 Penalty: 992.612122 Iteration 31Q: 3 clusters Score -2849284 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53793 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -2849309.500000 Penalty: 992.612122 Iteration 32Q: 3 clusters Score -2849310 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53849 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -2849338.500000 Penalty: 992.612122 Iteration 33Q: 3 clusters Score -2849338 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53893 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -2849361.500000 Penalty: 992.612122 Iteration 34Q: 3 clusters Score -2849362 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53927 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -2849371.250000 Penalty: 992.612122 Iteration 35Q: 3 clusters Score -2849371 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53953 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -2849380.250000 Penalty: 992.612122 Iteration 36Q: 3 clusters Score -2849380 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53978 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -2849382.750000 Penalty: 992.612122 Iteration 37Q: 3 clusters Score -2849383 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54000 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -2849389.000000 Penalty: 992.612122 Iteration 38Q: 3 clusters Score -2849389 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54021 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -2849396.500000 Penalty: 992.612122 Iteration 39Q: 3 clusters Score -2849396 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54036 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -2849401.250000 Penalty: 992.612122 Iteration 40F: 3 clusters Score -2849401 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54051 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -2849407.000000 Penalty: 992.612122 Iteration 41Q: 3 clusters Score -2849407 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54057 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2849412.500000 Penalty: 992.612122 Iteration 42Q: 3 clusters Score -2849412 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54071 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -2849413.750000 Penalty: 992.612122 Iteration 43Q: 3 clusters Score -2849414 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54082 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -2849414.250000 Penalty: 992.612122 Iteration 44Q: 3 clusters Score -2849414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54092 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -2849414.750000 Penalty: 992.612122 Iteration 45Q: 3 clusters Score -2849415 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54104 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -2849419.500000 Penalty: 992.612122 Iteration 46Q: 3 clusters Score -2849420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54111 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -2849417.250000 Penalty: 992.612122 Iteration 47Q: 3 clusters Score -2849417 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54120 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -2849417.500000 Penalty: 992.612122 Iteration 48Q: 3 clusters Score -2849418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54125 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -2849418.250000 Penalty: 992.612122 Iteration 49Q: 3 clusters Score -2849418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54130 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -2849418.750000 Penalty: 992.612122 Iteration 50Q: 3 clusters Score -2849419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54135 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -2849422.000000 Penalty: 992.612122 Iteration 51Q: 3 clusters Score -2849422 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54141 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -2849423.000000 Penalty: 992.612122 Iteration 52Q: 3 clusters Score -2849423 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54146 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -2849423.250000 Penalty: 992.612122 Iteration 53Q: 3 clusters Score -2849423 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54153 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -2849427.250000 Penalty: 992.612122 Iteration 54Q: 3 clusters Score -2849427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54158 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -2849427.250000 Penalty: 992.612122 Iteration 55Q: 3 clusters Score -2849427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54161 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -2849429.000000 Penalty: 992.612122 Iteration 56Q: 3 clusters Score -2849429 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54166 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -2849430.750000 Penalty: 992.612122 Iteration 57Q: 3 clusters Score -2849431 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54173 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -2849431.750000 Penalty: 992.612122 Iteration 58Q: 3 clusters Score -2849432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54177 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -2849433.750000 Penalty: 992.612122 Iteration 59Q: 3 clusters Score -2849434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54180 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -2849432.000000 Penalty: 992.612122 Iteration 60F: 3 clusters Score -2849432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54182 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -2849430.500000 Penalty: 992.612122 Iteration 61Q: 3 clusters Score -2849430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54183 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -2849430.250000 Penalty: 992.612122 Iteration 62Q: 3 clusters Score -2849430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54184 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2849430.750000 Penalty: 992.612122 Iteration 63Q: 3 clusters Score -2849431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54184 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2849430.750000 Penalty: 992.612122 Iteration 64F: 3 clusters Score -2849431 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (33294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33294 members Entering Unmasked Estep Score: -1589960.500000 Penalty: 473.797546 Iteration 0F: 2 clusters Score -1589960 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16499 members Mstep: Class 2 contains 16795 members Entering Unmasked Estep Score: -1567691.375000 Penalty: 947.595093 Iteration 0F: 3 clusters Score -1567691 nChanged 16041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12884 members Mstep: Class 2 contains 20410 members Entering Unmasked Estep Score: -1577917.875000 Penalty: 947.595093 Iteration 1F: 3 clusters Score -1577918 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10944 members Mstep: Class 2 contains 22350 members Entering Unmasked Estep Score: -1579116.000000 Penalty: 947.595093 Iteration 2F: 3 clusters Score -1579116 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8441 members Mstep: Class 2 contains 24853 members Entering Unmasked Estep Score: -1581061.625000 Penalty: 947.595093 Iteration 3F: 3 clusters Score -1581062 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 27828 members Entering Unmasked Estep Score: -1583939.375000 Penalty: 947.595093 Iteration 4F: 3 clusters Score -1583939 nChanged 2748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 30572 members Entering Unmasked Estep Score: -1586823.625000 Penalty: 947.595093 Iteration 5F: 3 clusters Score -1586824 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 32236 members Entering Unmasked Estep Score: -1588528.250000 Penalty: 947.595093 Iteration 6F: 3 clusters Score -1588528 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 32972 members Entering Unmasked Estep Score: -1589265.125000 Penalty: 947.595093 Iteration 7Q: 3 clusters Score -1589265 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 33190 members Entering Unmasked Estep Score: -1589482.375000 Penalty: 947.595093 Iteration 8Q: 3 clusters Score -1589482 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 33243 members Entering Unmasked Estep Score: -1589538.750000 Penalty: 947.595093 Iteration 9Q: 3 clusters Score -1589539 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 33252 members Entering Unmasked Estep Score: -1589555.500000 Penalty: 947.595093 Iteration 10Q: 3 clusters Score -1589556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 33253 members Entering Unmasked Estep Score: -1589563.750000 Penalty: 947.595093 Iteration 11Q: 3 clusters Score -1589564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 33254 members Entering Unmasked Estep Score: -1589563.875000 Penalty: 947.595093 Iteration 12Q: 3 clusters Score -1589564 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 33254 members Entering Unmasked Estep Score: -1589563.875000 Penalty: 947.595093 Iteration 13F: 3 clusters Score -1589564 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Entering Unmasked Estep Score: -107569.421875 Penalty: 347.647491 Iteration 0F: 2 clusters Score -107569.4 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 1051 members Entering Unmasked Estep Score: -106108.781250 Penalty: 695.294983 Iteration 0F: 3 clusters Score -106108.8 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -106664.445312 Penalty: 695.294983 Iteration 1F: 3 clusters Score -106664.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -106795.562500 Penalty: 695.294983 Iteration 2F: 3 clusters Score -106795.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -106891.796875 Penalty: 695.294983 Iteration 3F: 3 clusters Score -106891.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -106979.992188 Penalty: 695.294983 Iteration 4F: 3 clusters Score -106980 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -107061.070312 Penalty: 695.294983 Iteration 5Q: 3 clusters Score -107061.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -107125.226562 Penalty: 695.294983 Iteration 6Q: 3 clusters Score -107125.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -107172.171875 Penalty: 695.294983 Iteration 7Q: 3 clusters Score -107172.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -107203.601562 Penalty: 695.294983 Iteration 8Q: 3 clusters Score -107203.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -107226.500000 Penalty: 695.294983 Iteration 9Q: 3 clusters Score -107226.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -107239.859375 Penalty: 695.294983 Iteration 10Q: 3 clusters Score -107239.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -107246.843750 Penalty: 695.294983 Iteration 11Q: 3 clusters Score -107246.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -107251.007812 Penalty: 695.294983 Iteration 12Q: 3 clusters Score -107251 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -107254.953125 Penalty: 695.294983 Iteration 13Q: 3 clusters Score -107255 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -107260.421875 Penalty: 695.294983 Iteration 14Q: 3 clusters Score -107260.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -107262.859375 Penalty: 695.294983 Iteration 15Q: 3 clusters Score -107262.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -107266.507812 Penalty: 695.294983 Iteration 16Q: 3 clusters Score -107266.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -107269.859375 Penalty: 695.294983 Iteration 17Q: 3 clusters Score -107269.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -107272.085938 Penalty: 695.294983 Iteration 18Q: 3 clusters Score -107272.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -107274.031250 Penalty: 695.294983 Iteration 19Q: 3 clusters Score -107274 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -107275.234375 Penalty: 695.294983 Iteration 20F: 3 clusters Score -107275.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -107276.757812 Penalty: 695.294983 Iteration 21Q: 3 clusters Score -107276.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -107276.921875 Penalty: 695.294983 Iteration 22Q: 3 clusters Score -107276.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -107277.156250 Penalty: 695.294983 Iteration 23Q: 3 clusters Score -107277.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -107277.156250 Penalty: 695.294983 Iteration 24F: 3 clusters Score -107277.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -6636.730469 Penalty: 234.474777 Iteration 0F: 2 clusters Score -6636.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6372.166016 Penalty: 468.949554 Iteration 0F: 3 clusters Score -6372.166 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6467.301758 Penalty: 468.949554 Iteration 1F: 3 clusters Score -6467.302 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -6542.093750 Penalty: 468.949554 Iteration 2F: 3 clusters Score -6542.094 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6587.578125 Penalty: 468.949554 Iteration 3F: 3 clusters Score -6587.578 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6620.350586 Penalty: 468.949554 Iteration 4F: 3 clusters Score -6620.351 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -6653.457031 Penalty: 468.949554 Iteration 5Q: 3 clusters Score -6653.457 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -6657.537109 Penalty: 468.949554 Iteration 6Q: 3 clusters Score -6657.537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6663.120605 Penalty: 468.949554 Iteration 7Q: 3 clusters Score -6663.121 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6663.120605 Penalty: 468.949554 Iteration 8F: 3 clusters Score -6663.121 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33294 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 79 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16768 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150504 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Mstep: Class 28 contains 94 members Entering Unmasked Estep Score: -24279998.000000 Penalty: 16732.337891 Splitting cluster 5 changes total score from -24280338.000000 to -24279998.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Entering Unmasked Estep Score: -16526.664062 Penalty: 267.691162 Iteration 0F: 2 clusters Score -16526.66 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 190 members Entering Unmasked Estep Score: -16134.491211 Penalty: 535.382324 Iteration 0F: 3 clusters Score -16134.49 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16258.487305 Penalty: 535.382324 Iteration 1F: 3 clusters Score -16258.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16289.273438 Penalty: 535.382324 Iteration 2F: 3 clusters Score -16289.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16304.909180 Penalty: 535.382324 Iteration 3Q: 3 clusters Score -16304.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -16311.486328 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -16311.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -16318.898438 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -16318.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -16323.789062 Penalty: 535.382324 Iteration 6Q: 3 clusters Score -16323.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -16324.720703 Penalty: 535.382324 Iteration 7Q: 3 clusters Score -16324.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -16324.720703 Penalty: 535.382324 Iteration 8F: 3 clusters Score -16324.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Entering Unmasked Estep Score: -40653.054688 Penalty: 310.360382 Iteration 0F: 2 clusters Score -40653.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -39890.644531 Penalty: 620.720764 Iteration 0F: 3 clusters Score -39890.64 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -40118.320312 Penalty: 620.720764 Iteration 1F: 3 clusters Score -40118.32 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -40185.539062 Penalty: 620.720764 Iteration 2F: 3 clusters Score -40185.54 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -40232.464844 Penalty: 620.720764 Iteration 3F: 3 clusters Score -40232.46 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -40264.390625 Penalty: 620.720764 Iteration 4Q: 3 clusters Score -40264.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -40285.132812 Penalty: 620.720764 Iteration 5Q: 3 clusters Score -40285.13 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -40306.175781 Penalty: 620.720764 Iteration 6Q: 3 clusters Score -40306.18 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -40327.132812 Penalty: 620.720764 Iteration 7Q: 3 clusters Score -40327.13 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -40351.015625 Penalty: 620.720764 Iteration 8Q: 3 clusters Score -40351.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -40378.953125 Penalty: 620.720764 Iteration 9Q: 3 clusters Score -40378.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -40399.339844 Penalty: 620.720764 Iteration 10Q: 3 clusters Score -40399.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -40411.957031 Penalty: 620.720764 Iteration 11Q: 3 clusters Score -40411.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -40418.703125 Penalty: 620.720764 Iteration 12Q: 3 clusters Score -40418.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -40428.691406 Penalty: 620.720764 Iteration 13Q: 3 clusters Score -40428.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -40444.355469 Penalty: 620.720764 Iteration 14Q: 3 clusters Score -40444.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -40461.289062 Penalty: 620.720764 Iteration 15Q: 3 clusters Score -40461.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -40474.312500 Penalty: 620.720764 Iteration 16Q: 3 clusters Score -40474.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -40482.675781 Penalty: 620.720764 Iteration 17Q: 3 clusters Score -40482.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -40489.226562 Penalty: 620.720764 Iteration 18Q: 3 clusters Score -40489.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -40495.316406 Penalty: 620.720764 Iteration 19Q: 3 clusters Score -40495.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -40499.632812 Penalty: 620.720764 Iteration 20F: 3 clusters Score -40499.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -40504.214844 Penalty: 620.720764 Iteration 21Q: 3 clusters Score -40504.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -40504.214844 Penalty: 620.720764 Iteration 22F: 3 clusters Score -40504.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Entering Unmasked Estep Score: -70234.601562 Penalty: 331.303040 Iteration 0F: 2 clusters Score -70234.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -69152.820312 Penalty: 662.606079 Iteration 0F: 3 clusters Score -69152.82 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -69488.945312 Penalty: 662.606079 Iteration 1F: 3 clusters Score -69488.95 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -69567.695312 Penalty: 662.606079 Iteration 2F: 3 clusters Score -69567.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -69629.695312 Penalty: 662.606079 Iteration 3F: 3 clusters Score -69629.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -69677.875000 Penalty: 662.606079 Iteration 4Q: 3 clusters Score -69677.88 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -69706.156250 Penalty: 662.606079 Iteration 5Q: 3 clusters Score -69706.16 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -69724.656250 Penalty: 662.606079 Iteration 6Q: 3 clusters Score -69724.66 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -69738.148438 Penalty: 662.606079 Iteration 7Q: 3 clusters Score -69738.15 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -69745.523438 Penalty: 662.606079 Iteration 8Q: 3 clusters Score -69745.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -69755.492188 Penalty: 662.606079 Iteration 9Q: 3 clusters Score -69755.49 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -69780.257812 Penalty: 662.606079 Iteration 10Q: 3 clusters Score -69780.26 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -69798.226562 Penalty: 662.606079 Iteration 11Q: 3 clusters Score -69798.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -69812.640625 Penalty: 662.606079 Iteration 12Q: 3 clusters Score -69812.64 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -69819.757812 Penalty: 662.606079 Iteration 13Q: 3 clusters Score -69819.76 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -69829.148438 Penalty: 662.606079 Iteration 14Q: 3 clusters Score -69829.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -69842.914062 Penalty: 662.606079 Iteration 15Q: 3 clusters Score -69842.91 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -69856.351562 Penalty: 662.606079 Iteration 16Q: 3 clusters Score -69856.35 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -69870.289062 Penalty: 662.606079 Iteration 17Q: 3 clusters Score -69870.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -69884.531250 Penalty: 662.606079 Iteration 18Q: 3 clusters Score -69884.53 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -69901.109375 Penalty: 662.606079 Iteration 19Q: 3 clusters Score -69901.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -69916.593750 Penalty: 662.606079 Iteration 20F: 3 clusters Score -69916.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -69925.117188 Penalty: 662.606079 Iteration 21Q: 3 clusters Score -69925.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -69930.726562 Penalty: 662.606079 Iteration 22Q: 3 clusters Score -69930.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -69935.203125 Penalty: 662.606079 Iteration 23Q: 3 clusters Score -69935.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -69940.523438 Penalty: 662.606079 Iteration 24Q: 3 clusters Score -69940.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -69945.664062 Penalty: 662.606079 Iteration 25Q: 3 clusters Score -69945.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -69951.468750 Penalty: 662.606079 Iteration 26Q: 3 clusters Score -69951.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -69955.492188 Penalty: 662.606079 Iteration 27Q: 3 clusters Score -69955.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -69959.921875 Penalty: 662.606079 Iteration 28Q: 3 clusters Score -69959.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -69961.773438 Penalty: 662.606079 Iteration 29Q: 3 clusters Score -69961.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -69964.000000 Penalty: 662.606079 Iteration 30Q: 3 clusters Score -69964 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -69966.218750 Penalty: 662.606079 Iteration 31Q: 3 clusters Score -69966.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -69971.031250 Penalty: 662.606079 Iteration 32Q: 3 clusters Score -69971.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -69976.351562 Penalty: 662.606079 Iteration 33Q: 3 clusters Score -69976.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -69979.710938 Penalty: 662.606079 Iteration 34Q: 3 clusters Score -69979.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -69992.460938 Penalty: 662.606079 Iteration 35Q: 3 clusters Score -69992.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -70013.742188 Penalty: 662.606079 Iteration 36Q: 3 clusters Score -70013.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -70041.148438 Penalty: 662.606079 Iteration 37Q: 3 clusters Score -70041.15 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -70059.398438 Penalty: 662.606079 Iteration 38Q: 3 clusters Score -70059.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -70068.796875 Penalty: 662.606079 Iteration 39Q: 3 clusters Score -70068.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -70071.593750 Penalty: 662.606079 Iteration 40F: 3 clusters Score -70071.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -70071.914062 Penalty: 662.606079 Iteration 41Q: 3 clusters Score -70071.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -70071.914062 Penalty: 662.606079 Iteration 42F: 3 clusters Score -70071.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Entering Unmasked Estep Score: -62353.851562 Penalty: 325.570526 Iteration 0F: 2 clusters Score -62353.85 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 621 members Entering Unmasked Estep Score: -61379.441406 Penalty: 651.141052 Iteration 0F: 3 clusters Score -61379.44 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -61686.031250 Penalty: 651.141052 Iteration 1F: 3 clusters Score -61686.03 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -61737.050781 Penalty: 651.141052 Iteration 2F: 3 clusters Score -61737.05 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -61778.332031 Penalty: 651.141052 Iteration 3Q: 3 clusters Score -61778.33 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -61824.453125 Penalty: 651.141052 Iteration 4Q: 3 clusters Score -61824.45 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -61868.343750 Penalty: 651.141052 Iteration 5Q: 3 clusters Score -61868.34 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -61897.332031 Penalty: 651.141052 Iteration 6Q: 3 clusters Score -61897.33 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61917.824219 Penalty: 651.141052 Iteration 7Q: 3 clusters Score -61917.82 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -61927.917969 Penalty: 651.141052 Iteration 8Q: 3 clusters Score -61927.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -61938.984375 Penalty: 651.141052 Iteration 9Q: 3 clusters Score -61938.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -61948.105469 Penalty: 651.141052 Iteration 10Q: 3 clusters Score -61948.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -61954.558594 Penalty: 651.141052 Iteration 11Q: 3 clusters Score -61954.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -61958.972656 Penalty: 651.141052 Iteration 12Q: 3 clusters Score -61958.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -61962.328125 Penalty: 651.141052 Iteration 13Q: 3 clusters Score -61962.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -61966.593750 Penalty: 651.141052 Iteration 14Q: 3 clusters Score -61966.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -61970.605469 Penalty: 651.141052 Iteration 15Q: 3 clusters Score -61970.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -61982.726562 Penalty: 651.141052 Iteration 16Q: 3 clusters Score -61982.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -61998.730469 Penalty: 651.141052 Iteration 17Q: 3 clusters Score -61998.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -62014.605469 Penalty: 651.141052 Iteration 18Q: 3 clusters Score -62014.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -62025.316406 Penalty: 651.141052 Iteration 19Q: 3 clusters Score -62025.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -62029.824219 Penalty: 651.141052 Iteration 20F: 3 clusters Score -62029.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -62036.890625 Penalty: 651.141052 Iteration 21Q: 3 clusters Score -62036.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -62043.992188 Penalty: 651.141052 Iteration 22Q: 3 clusters Score -62043.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -62046.257812 Penalty: 651.141052 Iteration 23Q: 3 clusters Score -62046.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -62046.917969 Penalty: 651.141052 Iteration 24Q: 3 clusters Score -62046.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -62048.437500 Penalty: 651.141052 Iteration 25Q: 3 clusters Score -62048.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -62050.660156 Penalty: 651.141052 Iteration 26Q: 3 clusters Score -62050.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -62053.542969 Penalty: 651.141052 Iteration 27Q: 3 clusters Score -62053.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -62057.429688 Penalty: 651.141052 Iteration 28Q: 3 clusters Score -62057.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -62057.964844 Penalty: 651.141052 Iteration 29Q: 3 clusters Score -62057.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -62059.421875 Penalty: 651.141052 Iteration 30Q: 3 clusters Score -62059.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -62061.109375 Penalty: 651.141052 Iteration 31Q: 3 clusters Score -62061.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -62062.105469 Penalty: 651.141052 Iteration 32Q: 3 clusters Score -62062.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -62063.367188 Penalty: 651.141052 Iteration 33Q: 3 clusters Score -62063.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -62063.367188 Penalty: 651.141052 Iteration 34F: 3 clusters Score -62063.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Entering Unmasked Estep Score: -8526.715820 Penalty: 241.974457 Iteration 0F: 2 clusters Score -8526.716 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8243.176758 Penalty: 483.948914 Iteration 0F: 3 clusters Score -8243.177 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -8333.188477 Penalty: 483.948914 Iteration 1F: 3 clusters Score -8333.188 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8376.810547 Penalty: 483.948914 Iteration 2F: 3 clusters Score -8376.811 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -8387.959961 Penalty: 483.948914 Iteration 3Q: 3 clusters Score -8387.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -8402.233398 Penalty: 483.948914 Iteration 4Q: 3 clusters Score -8402.233 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -8408.033203 Penalty: 483.948914 Iteration 5Q: 3 clusters Score -8408.033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8412.368164 Penalty: 483.948914 Iteration 6Q: 3 clusters Score -8412.368 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8412.368164 Penalty: 483.948914 Iteration 7F: 3 clusters Score -8412.368 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Entering Unmasked Estep Score: -18060.464844 Penalty: 276.532745 Iteration 0F: 2 clusters Score -18060.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -17595.146484 Penalty: 553.065491 Iteration 0F: 3 clusters Score -17595.15 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -17758.021484 Penalty: 553.065491 Iteration 1F: 3 clusters Score -17758.02 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -17803.640625 Penalty: 553.065491 Iteration 2F: 3 clusters Score -17803.64 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -17824.044922 Penalty: 553.065491 Iteration 3F: 3 clusters Score -17824.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -17857.880859 Penalty: 553.065491 Iteration 4Q: 3 clusters Score -17857.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -17890.031250 Penalty: 553.065491 Iteration 5F: 3 clusters Score -17890.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -17914.183594 Penalty: 553.065491 Iteration 6Q: 3 clusters Score -17914.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -17939.687500 Penalty: 553.065491 Iteration 7Q: 3 clusters Score -17939.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -17956.136719 Penalty: 553.065491 Iteration 8Q: 3 clusters Score -17956.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -17965.318359 Penalty: 553.065491 Iteration 9Q: 3 clusters Score -17965.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -17969.921875 Penalty: 553.065491 Iteration 10Q: 3 clusters Score -17969.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -17973.250000 Penalty: 553.065491 Iteration 11Q: 3 clusters Score -17973.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -17977.480469 Penalty: 553.065491 Iteration 12Q: 3 clusters Score -17977.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -17984.029297 Penalty: 553.065491 Iteration 13Q: 3 clusters Score -17984.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -17986.810547 Penalty: 553.065491 Iteration 14Q: 3 clusters Score -17986.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -17990.646484 Penalty: 553.065491 Iteration 15Q: 3 clusters Score -17990.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -17991.507812 Penalty: 553.065491 Iteration 16Q: 3 clusters Score -17991.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -17991.507812 Penalty: 553.065491 Iteration 17F: 3 clusters Score -17991.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16768 members Entering Unmasked Estep Score: -866952.562500 Penalty: 442.588837 Iteration 0F: 2 clusters Score -866952.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -855862.937500 Penalty: 885.177673 Iteration 0F: 3 clusters Score -855862.9 nChanged 7838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -860660.875000 Penalty: 885.177673 Iteration 1F: 3 clusters Score -860660.9 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -861159.562500 Penalty: 885.177673 Iteration 2F: 3 clusters Score -861159.6 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -861911.062500 Penalty: 885.177673 Iteration 3F: 3 clusters Score -861911.1 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10880 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -862946.437500 Penalty: 885.177673 Iteration 4F: 3 clusters Score -862946.4 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -864195.875000 Penalty: 885.177673 Iteration 5F: 3 clusters Score -864195.9 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -865281.000000 Penalty: 885.177673 Iteration 6F: 3 clusters Score -865281 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -865758.750000 Penalty: 885.177673 Iteration 7Q: 3 clusters Score -865758.8 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12048 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -866000.375000 Penalty: 885.177673 Iteration 8Q: 3 clusters Score -866000.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12138 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -866134.750000 Penalty: 885.177673 Iteration 9Q: 3 clusters Score -866134.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -866231.625000 Penalty: 885.177673 Iteration 10Q: 3 clusters Score -866231.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -866279.250000 Penalty: 885.177673 Iteration 11Q: 3 clusters Score -866279.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12307 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -866304.812500 Penalty: 885.177673 Iteration 12Q: 3 clusters Score -866304.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12345 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -866323.500000 Penalty: 885.177673 Iteration 13Q: 3 clusters Score -866323.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -866336.437500 Penalty: 885.177673 Iteration 14Q: 3 clusters Score -866336.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -866345.687500 Penalty: 885.177673 Iteration 15Q: 3 clusters Score -866345.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -866356.687500 Penalty: 885.177673 Iteration 16Q: 3 clusters Score -866356.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -866363.875000 Penalty: 885.177673 Iteration 17Q: 3 clusters Score -866363.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -866368.187500 Penalty: 885.177673 Iteration 18Q: 3 clusters Score -866368.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12552 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -866373.187500 Penalty: 885.177673 Iteration 19Q: 3 clusters Score -866373.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -866379.750000 Penalty: 885.177673 Iteration 20F: 3 clusters Score -866379.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12611 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -866383.437500 Penalty: 885.177673 Iteration 21Q: 3 clusters Score -866383.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -866383.062500 Penalty: 885.177673 Iteration 22Q: 3 clusters Score -866383.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12674 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -866386.750000 Penalty: 885.177673 Iteration 23Q: 3 clusters Score -866386.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12704 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -866389.562500 Penalty: 885.177673 Iteration 24Q: 3 clusters Score -866389.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12725 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -866392.000000 Penalty: 885.177673 Iteration 25Q: 3 clusters Score -866392 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -866392.125000 Penalty: 885.177673 Iteration 26Q: 3 clusters Score -866392.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -866392.750000 Penalty: 885.177673 Iteration 27Q: 3 clusters Score -866392.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12771 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -866391.750000 Penalty: 885.177673 Iteration 28Q: 3 clusters Score -866391.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12791 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -866394.375000 Penalty: 885.177673 Iteration 29Q: 3 clusters Score -866394.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -866394.687500 Penalty: 885.177673 Iteration 30Q: 3 clusters Score -866394.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -866397.687500 Penalty: 885.177673 Iteration 31Q: 3 clusters Score -866397.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -866397.000000 Penalty: 885.177673 Iteration 32Q: 3 clusters Score -866397 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -866402.375000 Penalty: 885.177673 Iteration 33Q: 3 clusters Score -866402.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -866403.312500 Penalty: 885.177673 Iteration 34Q: 3 clusters Score -866403.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -866406.250000 Penalty: 885.177673 Iteration 35Q: 3 clusters Score -866406.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -866409.062500 Penalty: 885.177673 Iteration 36Q: 3 clusters Score -866409.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -866410.812500 Penalty: 885.177673 Iteration 37Q: 3 clusters Score -866410.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13024 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -866414.250000 Penalty: 885.177673 Iteration 38Q: 3 clusters Score -866414.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -866422.062500 Penalty: 885.177673 Iteration 39Q: 3 clusters Score -866422.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13105 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -866422.937500 Penalty: 885.177673 Iteration 40F: 3 clusters Score -866422.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -866428.562500 Penalty: 885.177673 Iteration 41Q: 3 clusters Score -866428.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13194 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -866436.750000 Penalty: 885.177673 Iteration 42Q: 3 clusters Score -866436.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -866443.250000 Penalty: 885.177673 Iteration 43Q: 3 clusters Score -866443.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13296 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -866448.312500 Penalty: 885.177673 Iteration 44Q: 3 clusters Score -866448.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -866453.937500 Penalty: 885.177673 Iteration 45Q: 3 clusters Score -866453.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -866455.187500 Penalty: 885.177673 Iteration 46Q: 3 clusters Score -866455.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13433 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -866462.562500 Penalty: 885.177673 Iteration 47Q: 3 clusters Score -866462.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13475 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -866466.187500 Penalty: 885.177673 Iteration 48Q: 3 clusters Score -866466.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13507 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -866467.187500 Penalty: 885.177673 Iteration 49Q: 3 clusters Score -866467.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13535 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -866467.937500 Penalty: 885.177673 Iteration 50Q: 3 clusters Score -866467.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13559 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -866469.750000 Penalty: 885.177673 Iteration 51Q: 3 clusters Score -866469.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -866471.812500 Penalty: 885.177673 Iteration 52Q: 3 clusters Score -866471.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13599 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -866473.937500 Penalty: 885.177673 Iteration 53Q: 3 clusters Score -866473.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13622 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -866477.937500 Penalty: 885.177673 Iteration 54Q: 3 clusters Score -866477.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -866480.250000 Penalty: 885.177673 Iteration 55Q: 3 clusters Score -866480.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -866484.437500 Penalty: 885.177673 Iteration 56Q: 3 clusters Score -866484.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13714 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -866487.062500 Penalty: 885.177673 Iteration 57Q: 3 clusters Score -866487.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -866494.937500 Penalty: 885.177673 Iteration 58Q: 3 clusters Score -866494.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -866498.312500 Penalty: 885.177673 Iteration 59Q: 3 clusters Score -866498.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -866503.250000 Penalty: 885.177673 Iteration 60F: 3 clusters Score -866503.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -866508.750000 Penalty: 885.177673 Iteration 61Q: 3 clusters Score -866508.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13927 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -866515.812500 Penalty: 885.177673 Iteration 62Q: 3 clusters Score -866515.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13969 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -866520.812500 Penalty: 885.177673 Iteration 63Q: 3 clusters Score -866520.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14004 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -866524.312500 Penalty: 885.177673 Iteration 64Q: 3 clusters Score -866524.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14031 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -866525.000000 Penalty: 885.177673 Iteration 65Q: 3 clusters Score -866525 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -866528.250000 Penalty: 885.177673 Iteration 66Q: 3 clusters Score -866528.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14084 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -866532.187500 Penalty: 885.177673 Iteration 67Q: 3 clusters Score -866532.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14105 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -866531.500000 Penalty: 885.177673 Iteration 68Q: 3 clusters Score -866531.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14134 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -866538.625000 Penalty: 885.177673 Iteration 69Q: 3 clusters Score -866538.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14171 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -866541.812500 Penalty: 885.177673 Iteration 70Q: 3 clusters Score -866541.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14201 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -866542.250000 Penalty: 885.177673 Iteration 71Q: 3 clusters Score -866542.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14233 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -866548.562500 Penalty: 885.177673 Iteration 72Q: 3 clusters Score -866548.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14282 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -866556.687500 Penalty: 885.177673 Iteration 73Q: 3 clusters Score -866556.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -866562.062500 Penalty: 885.177673 Iteration 74Q: 3 clusters Score -866562.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14370 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -866567.687500 Penalty: 885.177673 Iteration 75Q: 3 clusters Score -866567.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14399 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -866571.625000 Penalty: 885.177673 Iteration 76Q: 3 clusters Score -866571.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14426 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -866575.125000 Penalty: 885.177673 Iteration 77Q: 3 clusters Score -866575.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14447 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -866575.750000 Penalty: 885.177673 Iteration 78Q: 3 clusters Score -866575.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -866577.812500 Penalty: 885.177673 Iteration 79Q: 3 clusters Score -866577.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -866583.562500 Penalty: 885.177673 Iteration 80F: 3 clusters Score -866583.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -866589.187500 Penalty: 885.177673 Iteration 81Q: 3 clusters Score -866589.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14575 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -866591.375000 Penalty: 885.177673 Iteration 82Q: 3 clusters Score -866591.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14593 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -866594.000000 Penalty: 885.177673 Iteration 83Q: 3 clusters Score -866594 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14606 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -866597.687500 Penalty: 885.177673 Iteration 84Q: 3 clusters Score -866597.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14619 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -866595.937500 Penalty: 885.177673 Iteration 85Q: 3 clusters Score -866595.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14628 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -866596.125000 Penalty: 885.177673 Iteration 86Q: 3 clusters Score -866596.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14641 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -866595.187500 Penalty: 885.177673 Iteration 87Q: 3 clusters Score -866595.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14652 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -866596.375000 Penalty: 885.177673 Iteration 88Q: 3 clusters Score -866596.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14664 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -866598.312500 Penalty: 885.177673 Iteration 89Q: 3 clusters Score -866598.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14677 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -866599.937500 Penalty: 885.177673 Iteration 90Q: 3 clusters Score -866599.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14687 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -866599.875000 Penalty: 885.177673 Iteration 91Q: 3 clusters Score -866599.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14693 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -866600.375000 Penalty: 885.177673 Iteration 92Q: 3 clusters Score -866600.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14700 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -866602.500000 Penalty: 885.177673 Iteration 93Q: 3 clusters Score -866602.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14708 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -866604.437500 Penalty: 885.177673 Iteration 94Q: 3 clusters Score -866604.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14714 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -866604.250000 Penalty: 885.177673 Iteration 95Q: 3 clusters Score -866604.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14719 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -866604.812500 Penalty: 885.177673 Iteration 96Q: 3 clusters Score -866604.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -866605.687500 Penalty: 885.177673 Iteration 97Q: 3 clusters Score -866605.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -866605.250000 Penalty: 885.177673 Iteration 98Q: 3 clusters Score -866605.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14738 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -866604.312500 Penalty: 885.177673 Iteration 99Q: 3 clusters Score -866604.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14747 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -866604.312500 Penalty: 885.177673 Iteration 100F: 3 clusters Score -866604.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14754 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -866606.125000 Penalty: 885.177673 Iteration 101Q: 3 clusters Score -866606.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14759 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -866607.625000 Penalty: 885.177673 Iteration 102Q: 3 clusters Score -866607.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14760 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -866606.375000 Penalty: 885.177673 Iteration 103Q: 3 clusters Score -866606.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14761 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -866606.312500 Penalty: 885.177673 Iteration 104Q: 3 clusters Score -866606.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14763 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -866607.187500 Penalty: 885.177673 Iteration 105Q: 3 clusters Score -866607.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14767 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -866607.250000 Penalty: 885.177673 Iteration 106Q: 3 clusters Score -866607.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14769 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -866608.187500 Penalty: 885.177673 Iteration 107Q: 3 clusters Score -866608.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14772 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -866609.062500 Penalty: 885.177673 Iteration 108Q: 3 clusters Score -866609.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -866607.250000 Penalty: 885.177673 Iteration 109Q: 3 clusters Score -866607.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14776 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -866607.687500 Penalty: 885.177673 Iteration 110Q: 3 clusters Score -866607.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14778 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -866607.062500 Penalty: 885.177673 Iteration 111Q: 3 clusters Score -866607.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14779 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -866606.875000 Penalty: 885.177673 Iteration 112Q: 3 clusters Score -866606.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14779 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -866606.875000 Penalty: 885.177673 Iteration 113F: 3 clusters Score -866606.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -22093.019531 Penalty: 284.285950 Iteration 0F: 2 clusters Score -22093.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -21579.578125 Penalty: 568.571899 Iteration 0F: 3 clusters Score -21579.58 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -21679.660156 Penalty: 568.571899 Iteration 1F: 3 clusters Score -21679.66 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -21704.943359 Penalty: 568.571899 Iteration 2F: 3 clusters Score -21704.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -21728.093750 Penalty: 568.571899 Iteration 3Q: 3 clusters Score -21728.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -21762.412109 Penalty: 568.571899 Iteration 4F: 3 clusters Score -21762.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -21787.640625 Penalty: 568.571899 Iteration 5F: 3 clusters Score -21787.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -21803.630859 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -21803.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -21824.406250 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -21824.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -21834.011719 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -21834.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -21842.115234 Penalty: 568.571899 Iteration 9Q: 3 clusters Score -21842.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -21848.917969 Penalty: 568.571899 Iteration 10Q: 3 clusters Score -21848.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -21849.935547 Penalty: 568.571899 Iteration 11Q: 3 clusters Score -21849.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -21854.220703 Penalty: 568.571899 Iteration 12Q: 3 clusters Score -21854.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -21855.697266 Penalty: 568.571899 Iteration 13Q: 3 clusters Score -21855.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -21857.294922 Penalty: 568.571899 Iteration 14Q: 3 clusters Score -21857.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -21862.158203 Penalty: 568.571899 Iteration 15Q: 3 clusters Score -21862.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -21864.937500 Penalty: 568.571899 Iteration 16Q: 3 clusters Score -21864.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -21868.730469 Penalty: 568.571899 Iteration 17Q: 3 clusters Score -21868.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -21871.753906 Penalty: 568.571899 Iteration 18Q: 3 clusters Score -21871.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -21873.644531 Penalty: 568.571899 Iteration 19Q: 3 clusters Score -21873.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -21875.023438 Penalty: 568.571899 Iteration 20F: 3 clusters Score -21875.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Entering Unmasked Estep Score: -196196.343750 Penalty: 376.587555 Iteration 0F: 2 clusters Score -196196.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -193537.781250 Penalty: 753.175110 Iteration 0F: 3 clusters Score -193537.8 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -194469.265625 Penalty: 753.175110 Iteration 1F: 3 clusters Score -194469.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -194575.140625 Penalty: 753.175110 Iteration 2F: 3 clusters Score -194575.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -194679.656250 Penalty: 753.175110 Iteration 3F: 3 clusters Score -194679.7 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -194826.984375 Penalty: 753.175110 Iteration 4F: 3 clusters Score -194827 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -194981.406250 Penalty: 753.175110 Iteration 5F: 3 clusters Score -194981.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -195138.203125 Penalty: 753.175110 Iteration 6F: 3 clusters Score -195138.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -195273.906250 Penalty: 753.175110 Iteration 7F: 3 clusters Score -195273.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -195389.796875 Penalty: 753.175110 Iteration 8Q: 3 clusters Score -195389.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -195506.046875 Penalty: 753.175110 Iteration 9Q: 3 clusters Score -195506 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -195566.937500 Penalty: 753.175110 Iteration 10Q: 3 clusters Score -195566.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -195610.031250 Penalty: 753.175110 Iteration 11Q: 3 clusters Score -195610 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -195663.593750 Penalty: 753.175110 Iteration 12Q: 3 clusters Score -195663.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -195716.734375 Penalty: 753.175110 Iteration 13Q: 3 clusters Score -195716.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -195751.609375 Penalty: 753.175110 Iteration 14Q: 3 clusters Score -195751.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -195780.390625 Penalty: 753.175110 Iteration 15Q: 3 clusters Score -195780.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -195793.000000 Penalty: 753.175110 Iteration 16Q: 3 clusters Score -195793 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -195800.187500 Penalty: 753.175110 Iteration 17Q: 3 clusters Score -195800.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -195806.093750 Penalty: 753.175110 Iteration 18Q: 3 clusters Score -195806.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -195810.812500 Penalty: 753.175110 Iteration 19Q: 3 clusters Score -195810.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -195815.453125 Penalty: 753.175110 Iteration 20F: 3 clusters Score -195815.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -195816.421875 Penalty: 753.175110 Iteration 21Q: 3 clusters Score -195816.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -195816.562500 Penalty: 753.175110 Iteration 22Q: 3 clusters Score -195816.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -195816.687500 Penalty: 753.175110 Iteration 23Q: 3 clusters Score -195816.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -195816.687500 Penalty: 753.175110 Iteration 24F: 3 clusters Score -195816.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Entering Unmasked Estep Score: -194933.031250 Penalty: 379.966064 Iteration 0F: 2 clusters Score -194933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -192095.593750 Penalty: 759.932129 Iteration 0F: 3 clusters Score -192095.6 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -193113.187500 Penalty: 759.932129 Iteration 1F: 3 clusters Score -193113.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -193244.093750 Penalty: 759.932129 Iteration 2F: 3 clusters Score -193244.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -193433.468750 Penalty: 759.932129 Iteration 3F: 3 clusters Score -193433.5 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -193659.406250 Penalty: 759.932129 Iteration 4F: 3 clusters Score -193659.4 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -193916.218750 Penalty: 759.932129 Iteration 5F: 3 clusters Score -193916.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -194119.968750 Penalty: 759.932129 Iteration 6F: 3 clusters Score -194120 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -194260.031250 Penalty: 759.932129 Iteration 7F: 3 clusters Score -194260 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -194366.234375 Penalty: 759.932129 Iteration 8Q: 3 clusters Score -194366.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -194416.687500 Penalty: 759.932129 Iteration 9Q: 3 clusters Score -194416.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -194440.593750 Penalty: 759.932129 Iteration 10Q: 3 clusters Score -194440.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -194452.546875 Penalty: 759.932129 Iteration 11Q: 3 clusters Score -194452.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -194464.765625 Penalty: 759.932129 Iteration 12Q: 3 clusters Score -194464.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -194476.656250 Penalty: 759.932129 Iteration 13Q: 3 clusters Score -194476.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -194482.421875 Penalty: 759.932129 Iteration 14Q: 3 clusters Score -194482.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -194487.375000 Penalty: 759.932129 Iteration 15Q: 3 clusters Score -194487.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -194494.109375 Penalty: 759.932129 Iteration 16Q: 3 clusters Score -194494.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -194500.703125 Penalty: 759.932129 Iteration 17Q: 3 clusters Score -194500.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -194509.031250 Penalty: 759.932129 Iteration 18Q: 3 clusters Score -194509 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -194515.468750 Penalty: 759.932129 Iteration 19Q: 3 clusters Score -194515.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -194521.484375 Penalty: 759.932129 Iteration 20F: 3 clusters Score -194521.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -194525.812500 Penalty: 759.932129 Iteration 21Q: 3 clusters Score -194525.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -194528.812500 Penalty: 759.932129 Iteration 22Q: 3 clusters Score -194528.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -194531.656250 Penalty: 759.932129 Iteration 23Q: 3 clusters Score -194531.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -194533.546875 Penalty: 759.932129 Iteration 24Q: 3 clusters Score -194533.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -194535.718750 Penalty: 759.932129 Iteration 25Q: 3 clusters Score -194535.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -194536.812500 Penalty: 759.932129 Iteration 26Q: 3 clusters Score -194536.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -194538.343750 Penalty: 759.932129 Iteration 27Q: 3 clusters Score -194538.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -194539.375000 Penalty: 759.932129 Iteration 28Q: 3 clusters Score -194539.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -194540.468750 Penalty: 759.932129 Iteration 29Q: 3 clusters Score -194540.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -194541.000000 Penalty: 759.932129 Iteration 30Q: 3 clusters Score -194541 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -194542.296875 Penalty: 759.932129 Iteration 31Q: 3 clusters Score -194542.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -194542.984375 Penalty: 759.932129 Iteration 32Q: 3 clusters Score -194543 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -194544.484375 Penalty: 759.932129 Iteration 33Q: 3 clusters Score -194544.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -194546.453125 Penalty: 759.932129 Iteration 34Q: 3 clusters Score -194546.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -194546.812500 Penalty: 759.932129 Iteration 35Q: 3 clusters Score -194546.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -194547.859375 Penalty: 759.932129 Iteration 36Q: 3 clusters Score -194547.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -194550.046875 Penalty: 759.932129 Iteration 37Q: 3 clusters Score -194550 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -194552.156250 Penalty: 759.932129 Iteration 38Q: 3 clusters Score -194552.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -194553.828125 Penalty: 759.932129 Iteration 39Q: 3 clusters Score -194553.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -194554.906250 Penalty: 759.932129 Iteration 40F: 3 clusters Score -194554.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -194555.875000 Penalty: 759.932129 Iteration 41Q: 3 clusters Score -194555.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -194556.437500 Penalty: 759.932129 Iteration 42Q: 3 clusters Score -194556.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -194556.453125 Penalty: 759.932129 Iteration 43Q: 3 clusters Score -194556.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -194556.750000 Penalty: 759.932129 Iteration 44Q: 3 clusters Score -194556.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -194557.156250 Penalty: 759.932129 Iteration 45Q: 3 clusters Score -194557.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -194557.484375 Penalty: 759.932129 Iteration 46Q: 3 clusters Score -194557.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -194557.515625 Penalty: 759.932129 Iteration 47Q: 3 clusters Score -194557.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -194557.625000 Penalty: 759.932129 Iteration 48Q: 3 clusters Score -194557.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -194557.625000 Penalty: 759.932129 Iteration 49F: 3 clusters Score -194557.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Entering Unmasked Estep Score: -98348.906250 Penalty: 349.426971 Iteration 0F: 2 clusters Score -98348.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -96832.640625 Penalty: 698.853943 Iteration 0F: 3 clusters Score -96832.64 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -97335.984375 Penalty: 698.853943 Iteration 1F: 3 clusters Score -97335.98 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -97385.054688 Penalty: 698.853943 Iteration 2F: 3 clusters Score -97385.05 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -97422.828125 Penalty: 698.853943 Iteration 3Q: 3 clusters Score -97422.83 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -97448.937500 Penalty: 698.853943 Iteration 4Q: 3 clusters Score -97448.94 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -97468.234375 Penalty: 698.853943 Iteration 5Q: 3 clusters Score -97468.23 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -97484.289062 Penalty: 698.853943 Iteration 6Q: 3 clusters Score -97484.29 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -97500.195312 Penalty: 698.853943 Iteration 7Q: 3 clusters Score -97500.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -97524.101562 Penalty: 698.853943 Iteration 8Q: 3 clusters Score -97524.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -97547.070312 Penalty: 698.853943 Iteration 9Q: 3 clusters Score -97547.07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -97575.179688 Penalty: 698.853943 Iteration 10Q: 3 clusters Score -97575.18 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -97615.070312 Penalty: 698.853943 Iteration 11Q: 3 clusters Score -97615.07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -97660.460938 Penalty: 698.853943 Iteration 12Q: 3 clusters Score -97660.46 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -97701.554688 Penalty: 698.853943 Iteration 13Q: 3 clusters Score -97701.55 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -97764.531250 Penalty: 698.853943 Iteration 14Q: 3 clusters Score -97764.53 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -97828.375000 Penalty: 698.853943 Iteration 15Q: 3 clusters Score -97828.38 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -97881.953125 Penalty: 698.853943 Iteration 16Q: 3 clusters Score -97881.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -97910.179688 Penalty: 698.853943 Iteration 17Q: 3 clusters Score -97910.18 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -97932.484375 Penalty: 698.853943 Iteration 18Q: 3 clusters Score -97932.48 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -97950.984375 Penalty: 698.853943 Iteration 19Q: 3 clusters Score -97950.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -97966.742188 Penalty: 698.853943 Iteration 20F: 3 clusters Score -97966.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -97976.125000 Penalty: 698.853943 Iteration 21Q: 3 clusters Score -97976.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -97986.679688 Penalty: 698.853943 Iteration 22Q: 3 clusters Score -97986.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -97992.234375 Penalty: 698.853943 Iteration 23Q: 3 clusters Score -97992.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -97997.359375 Penalty: 698.853943 Iteration 24Q: 3 clusters Score -97997.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -98005.125000 Penalty: 698.853943 Iteration 25Q: 3 clusters Score -98005.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -98012.984375 Penalty: 698.853943 Iteration 26Q: 3 clusters Score -98012.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -98016.632812 Penalty: 698.853943 Iteration 27Q: 3 clusters Score -98016.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -98019.382812 Penalty: 698.853943 Iteration 28Q: 3 clusters Score -98019.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -98026.335938 Penalty: 698.853943 Iteration 29Q: 3 clusters Score -98026.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -98027.960938 Penalty: 698.853943 Iteration 30Q: 3 clusters Score -98027.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -98029.031250 Penalty: 698.853943 Iteration 31Q: 3 clusters Score -98029.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -98031.007812 Penalty: 698.853943 Iteration 32Q: 3 clusters Score -98031.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -98033.679688 Penalty: 698.853943 Iteration 33Q: 3 clusters Score -98033.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -98036.164062 Penalty: 698.853943 Iteration 34Q: 3 clusters Score -98036.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -98037.328125 Penalty: 698.853943 Iteration 35Q: 3 clusters Score -98037.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -98038.554688 Penalty: 698.853943 Iteration 36Q: 3 clusters Score -98038.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -98038.820312 Penalty: 698.853943 Iteration 37Q: 3 clusters Score -98038.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -98039.421875 Penalty: 698.853943 Iteration 38Q: 3 clusters Score -98039.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -98039.421875 Penalty: 698.853943 Iteration 39F: 3 clusters Score -98039.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Entering Unmasked Estep Score: -5939.401367 Penalty: 220.410522 Iteration 0F: 2 clusters Score -5939.401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5693.817383 Penalty: 440.821045 Iteration 0F: 3 clusters Score -5693.817 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5733.387695 Penalty: 440.821045 Iteration 1F: 3 clusters Score -5733.388 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5749.239746 Penalty: 440.821045 Iteration 2Q: 3 clusters Score -5749.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5757.541016 Penalty: 440.821045 Iteration 3Q: 3 clusters Score -5757.541 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5765.344727 Penalty: 440.821045 Iteration 4Q: 3 clusters Score -5765.345 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5769.129395 Penalty: 440.821045 Iteration 5Q: 3 clusters Score -5769.129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5774.174316 Penalty: 440.821045 Iteration 6Q: 3 clusters Score -5774.174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5777.496094 Penalty: 440.821045 Iteration 7Q: 3 clusters Score -5777.496 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5777.496094 Penalty: 440.821045 Iteration 8F: 3 clusters Score -5777.496 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (27871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27871 members Entering Unmasked Estep Score: -1308546.125000 Penalty: 465.708069 Iteration 0F: 2 clusters Score -1308546 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 13994 members Entering Unmasked Estep Score: -1289892.125000 Penalty: 931.416138 Iteration 0F: 3 clusters Score -1289892 nChanged 13448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 15666 members Entering Unmasked Estep Score: -1298201.750000 Penalty: 931.416138 Iteration 1F: 3 clusters Score -1298202 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 16652 members Entering Unmasked Estep Score: -1298746.875000 Penalty: 931.416138 Iteration 2F: 3 clusters Score -1298747 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 17923 members Entering Unmasked Estep Score: -1299481.125000 Penalty: 931.416138 Iteration 3F: 3 clusters Score -1299481 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 19567 members Entering Unmasked Estep Score: -1300558.500000 Penalty: 931.416138 Iteration 4F: 3 clusters Score -1300558 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -1302058.875000 Penalty: 931.416138 Iteration 5F: 3 clusters Score -1302059 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 23694 members Entering Unmasked Estep Score: -1303994.875000 Penalty: 931.416138 Iteration 6F: 3 clusters Score -1303995 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 25579 members Entering Unmasked Estep Score: -1305856.375000 Penalty: 931.416138 Iteration 7F: 3 clusters Score -1305856 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 26870 members Entering Unmasked Estep Score: -1307185.250000 Penalty: 931.416138 Iteration 8Q: 3 clusters Score -1307185 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 27512 members Entering Unmasked Estep Score: -1307827.000000 Penalty: 931.416138 Iteration 9Q: 3 clusters Score -1307827 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 27731 members Entering Unmasked Estep Score: -1308031.125000 Penalty: 931.416138 Iteration 10Q: 3 clusters Score -1308031 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 27792 members Entering Unmasked Estep Score: -1308093.000000 Penalty: 931.416138 Iteration 11Q: 3 clusters Score -1308093 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 27808 members Entering Unmasked Estep Score: -1308109.750000 Penalty: 931.416138 Iteration 12Q: 3 clusters Score -1308110 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 27815 members Entering Unmasked Estep Score: -1308121.625000 Penalty: 931.416138 Iteration 13Q: 3 clusters Score -1308122 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 27820 members Entering Unmasked Estep Score: -1308125.875000 Penalty: 931.416138 Iteration 14Q: 3 clusters Score -1308126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 27823 members Entering Unmasked Estep Score: -1308129.000000 Penalty: 931.416138 Iteration 15Q: 3 clusters Score -1308129 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 27823 members Entering Unmasked Estep Score: -1308129.000000 Penalty: 931.416138 Iteration 16F: 3 clusters Score -1308129 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Entering Unmasked Estep Score: -95454.609375 Penalty: 340.895233 Iteration 0F: 2 clusters Score -95454.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -94151.500000 Penalty: 681.790466 Iteration 0F: 3 clusters Score -94151.5 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -94585.617188 Penalty: 681.790466 Iteration 1F: 3 clusters Score -94585.62 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -94664.296875 Penalty: 681.790466 Iteration 2F: 3 clusters Score -94664.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -94723.179688 Penalty: 681.790466 Iteration 3F: 3 clusters Score -94723.18 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -94766.945312 Penalty: 681.790466 Iteration 4Q: 3 clusters Score -94766.95 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -94796.984375 Penalty: 681.790466 Iteration 5Q: 3 clusters Score -94796.98 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -94830.625000 Penalty: 681.790466 Iteration 6Q: 3 clusters Score -94830.62 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -94860.093750 Penalty: 681.790466 Iteration 7Q: 3 clusters Score -94860.09 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -94892.992188 Penalty: 681.790466 Iteration 8Q: 3 clusters Score -94892.99 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -94915.390625 Penalty: 681.790466 Iteration 9Q: 3 clusters Score -94915.39 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -94935.546875 Penalty: 681.790466 Iteration 10Q: 3 clusters Score -94935.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -94951.570312 Penalty: 681.790466 Iteration 11Q: 3 clusters Score -94951.57 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -94965.648438 Penalty: 681.790466 Iteration 12Q: 3 clusters Score -94965.65 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -94982.140625 Penalty: 681.790466 Iteration 13Q: 3 clusters Score -94982.14 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -95000.281250 Penalty: 681.790466 Iteration 14Q: 3 clusters Score -95000.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -95009.125000 Penalty: 681.790466 Iteration 15Q: 3 clusters Score -95009.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -95014.789062 Penalty: 681.790466 Iteration 16Q: 3 clusters Score -95014.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -95018.796875 Penalty: 681.790466 Iteration 17Q: 3 clusters Score -95018.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -95022.601562 Penalty: 681.790466 Iteration 18Q: 3 clusters Score -95022.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -95026.312500 Penalty: 681.790466 Iteration 19Q: 3 clusters Score -95026.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -95029.765625 Penalty: 681.790466 Iteration 20F: 3 clusters Score -95029.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -95034.757812 Penalty: 681.790466 Iteration 21Q: 3 clusters Score -95034.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -95038.125000 Penalty: 681.790466 Iteration 22Q: 3 clusters Score -95038.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -95041.054688 Penalty: 681.790466 Iteration 23Q: 3 clusters Score -95041.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -95041.875000 Penalty: 681.790466 Iteration 24Q: 3 clusters Score -95041.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -95042.070312 Penalty: 681.790466 Iteration 25Q: 3 clusters Score -95042.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -95042.070312 Penalty: 681.790466 Iteration 26F: 3 clusters Score -95042.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Entering Unmasked Estep Score: -29320.820312 Penalty: 296.081116 Iteration 0F: 2 clusters Score -29320.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -28731.878906 Penalty: 592.162231 Iteration 0F: 3 clusters Score -28731.88 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -28928.328125 Penalty: 592.162231 Iteration 1F: 3 clusters Score -28928.33 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -29010.099609 Penalty: 592.162231 Iteration 2F: 3 clusters Score -29010.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -29058.703125 Penalty: 592.162231 Iteration 3F: 3 clusters Score -29058.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -29085.425781 Penalty: 592.162231 Iteration 4Q: 3 clusters Score -29085.43 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -29109.537109 Penalty: 592.162231 Iteration 5Q: 3 clusters Score -29109.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29121.867188 Penalty: 592.162231 Iteration 6Q: 3 clusters Score -29121.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -29132.550781 Penalty: 592.162231 Iteration 7Q: 3 clusters Score -29132.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -29146.277344 Penalty: 592.162231 Iteration 8Q: 3 clusters Score -29146.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -29160.164062 Penalty: 592.162231 Iteration 9Q: 3 clusters Score -29160.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -29172.828125 Penalty: 592.162231 Iteration 10Q: 3 clusters Score -29172.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -29183.724609 Penalty: 592.162231 Iteration 11Q: 3 clusters Score -29183.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -29190.578125 Penalty: 592.162231 Iteration 12Q: 3 clusters Score -29190.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -29195.494141 Penalty: 592.162231 Iteration 13Q: 3 clusters Score -29195.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -29198.296875 Penalty: 592.162231 Iteration 14Q: 3 clusters Score -29198.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -29203.662109 Penalty: 592.162231 Iteration 15Q: 3 clusters Score -29203.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -29207.304688 Penalty: 592.162231 Iteration 16Q: 3 clusters Score -29207.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -29209.603516 Penalty: 592.162231 Iteration 17Q: 3 clusters Score -29209.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -29210.185547 Penalty: 592.162231 Iteration 18Q: 3 clusters Score -29210.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -29211.851562 Penalty: 592.162231 Iteration 19Q: 3 clusters Score -29211.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -29215.363281 Penalty: 592.162231 Iteration 20F: 3 clusters Score -29215.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -29219.601562 Penalty: 592.162231 Iteration 21Q: 3 clusters Score -29219.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -29219.601562 Penalty: 592.162231 Iteration 22F: 3 clusters Score -29219.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Entering Unmasked Estep Score: -4137.797852 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4137.798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3918.660645 Penalty: 430.994049 Iteration 0F: 3 clusters Score -3918.661 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -3958.275635 Penalty: 430.994049 Iteration 1F: 3 clusters Score -3958.276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3961.718994 Penalty: 430.994049 Iteration 2Q: 3 clusters Score -3961.719 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3961.718994 Penalty: 430.994049 Iteration 3F: 3 clusters Score -3961.719 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -19385.210938 Penalty: 275.476990 Iteration 0F: 2 clusters Score -19385.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -18971.132812 Penalty: 550.953979 Iteration 0F: 3 clusters Score -18971.13 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -19166.205078 Penalty: 550.953979 Iteration 1F: 3 clusters Score -19166.21 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -19207.263672 Penalty: 550.953979 Iteration 2F: 3 clusters Score -19207.26 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -19230.222656 Penalty: 550.953979 Iteration 3F: 3 clusters Score -19230.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -19247.527344 Penalty: 550.953979 Iteration 4Q: 3 clusters Score -19247.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -19270.000000 Penalty: 550.953979 Iteration 5Q: 3 clusters Score -19270 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -19294.890625 Penalty: 550.953979 Iteration 6Q: 3 clusters Score -19294.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -19309.775391 Penalty: 550.953979 Iteration 7Q: 3 clusters Score -19309.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -19318.794922 Penalty: 550.953979 Iteration 8Q: 3 clusters Score -19318.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -19325.074219 Penalty: 550.953979 Iteration 9Q: 3 clusters Score -19325.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -19331.318359 Penalty: 550.953979 Iteration 10Q: 3 clusters Score -19331.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -19332.748047 Penalty: 550.953979 Iteration 11Q: 3 clusters Score -19332.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19333.251953 Penalty: 550.953979 Iteration 12Q: 3 clusters Score -19333.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19333.251953 Penalty: 550.953979 Iteration 13F: 3 clusters Score -19333.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (200616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200616 members Entering Unmasked Estep Score: -9869823.000000 Penalty: 555.516235 Iteration 0F: 2 clusters Score -9869823 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100619 members Mstep: Class 2 contains 99997 members Entering Unmasked Estep Score: -9734835.000000 Penalty: 1111.032471 Iteration 0F: 3 clusters Score -9734835 nChanged 98684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110835 members Mstep: Class 2 contains 89781 members Entering Unmasked Estep Score: -9795872.000000 Penalty: 1111.032471 Iteration 1F: 3 clusters Score -9795872 nChanged 7731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117774 members Mstep: Class 2 contains 82842 members Entering Unmasked Estep Score: -9798870.000000 Penalty: 1111.032471 Iteration 2Q: 3 clusters Score -9798870 nChanged 11132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128566 members Mstep: Class 2 contains 72050 members Entering Unmasked Estep Score: -9804717.000000 Penalty: 1111.032471 Iteration 3F: 3 clusters Score -9804717 nChanged 15859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144357 members Mstep: Class 2 contains 56259 members Entering Unmasked Estep Score: -9816258.000000 Penalty: 1111.032471 Iteration 4F: 3 clusters Score -9816258 nChanged 19806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164151 members Mstep: Class 2 contains 36465 members Entering Unmasked Estep Score: -9833744.000000 Penalty: 1111.032471 Iteration 5F: 3 clusters Score -9833744 nChanged 18639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182790 members Mstep: Class 2 contains 17826 members Entering Unmasked Estep Score: -9852060.000000 Penalty: 1111.032471 Iteration 6F: 3 clusters Score -9852060 nChanged 11527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194317 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -9863386.000000 Penalty: 1111.032471 Iteration 7F: 3 clusters Score -9863386 nChanged 4533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198850 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -9867683.000000 Penalty: 1111.032471 Iteration 8Q: 3 clusters Score -9867683 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200147 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -9868863.000000 Penalty: 1111.032471 Iteration 9Q: 3 clusters Score -9868863 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200453 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -9869175.000000 Penalty: 1111.032471 Iteration 10Q: 3 clusters Score -9869175 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200522 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9869259.000000 Penalty: 1111.032471 Iteration 11Q: 3 clusters Score -9869259 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200536 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -9869291.000000 Penalty: 1111.032471 Iteration 12Q: 3 clusters Score -9869291 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200541 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9869305.000000 Penalty: 1111.032471 Iteration 13Q: 3 clusters Score -9869305 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200539 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9869312.000000 Penalty: 1111.032471 Iteration 14Q: 3 clusters Score -9869312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200541 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9869317.000000 Penalty: 1111.032471 Iteration 15Q: 3 clusters Score -9869317 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200539 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -9869324.000000 Penalty: 1111.032471 Iteration 16Q: 3 clusters Score -9869324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200540 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9869326.000000 Penalty: 1111.032471 Iteration 17Q: 3 clusters Score -9869326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200540 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9869326.000000 Penalty: 1111.032471 Iteration 18F: 3 clusters Score -9869326 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -18821.554688 Penalty: 274.831573 Iteration 0F: 2 clusters Score -18821.55 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 203 members Entering Unmasked Estep Score: -18380.224609 Penalty: 549.663147 Iteration 0F: 3 clusters Score -18380.22 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -18547.412109 Penalty: 549.663147 Iteration 1F: 3 clusters Score -18547.41 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -18606.845703 Penalty: 549.663147 Iteration 2F: 3 clusters Score -18606.85 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -18644.775391 Penalty: 549.663147 Iteration 3F: 3 clusters Score -18644.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -18667.470703 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -18667.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18687.951172 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -18687.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18695.216797 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -18695.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18707.748047 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -18707.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -18752.234375 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -18752.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18786.923828 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -18786.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -18800.730469 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -18800.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -18808.330078 Penalty: 549.663147 Iteration 11Q: 3 clusters Score -18808.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18813.080078 Penalty: 549.663147 Iteration 12Q: 3 clusters Score -18813.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -18819.519531 Penalty: 549.663147 Iteration 13Q: 3 clusters Score -18819.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -18823.187500 Penalty: 549.663147 Iteration 14Q: 3 clusters Score -18823.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -18824.857422 Penalty: 549.663147 Iteration 15Q: 3 clusters Score -18824.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -18826.994141 Penalty: 549.663147 Iteration 16Q: 3 clusters Score -18826.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -18828.347656 Penalty: 549.663147 Iteration 17Q: 3 clusters Score -18828.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -18833.179688 Penalty: 549.663147 Iteration 18Q: 3 clusters Score -18833.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -18837.677734 Penalty: 549.663147 Iteration 19Q: 3 clusters Score -18837.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -18843.208984 Penalty: 549.663147 Iteration 20F: 3 clusters Score -18843.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -18853.312500 Penalty: 549.663147 Iteration 21Q: 3 clusters Score -18853.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -18882.968750 Penalty: 549.663147 Iteration 22Q: 3 clusters Score -18882.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -19013.525391 Penalty: 549.663147 Iteration 23Q: 3 clusters Score -19013.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -19072.050781 Penalty: 549.663147 Iteration 24Q: 3 clusters Score -19072.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -19091.597656 Penalty: 549.663147 Iteration 25Q: 3 clusters Score -19091.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -19091.597656 Penalty: 549.663147 Iteration 26F: 3 clusters Score -19091.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33294 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16768 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 207 members Mstep: Class 25 contains 150504 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Mstep: Class 28 contains 213 members Entering Unmasked Estep Score: -24280302.000000 Penalty: 16732.337891 Splitting cluster 24 changes total score from -24280338.000000 to -24280302.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (150504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150504 members Entering Unmasked Estep Score: -7607410.500000 Penalty: 542.439392 Iteration 0F: 2 clusters Score -7607410 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75374 members Mstep: Class 2 contains 75130 members Entering Unmasked Estep Score: -7513403.000000 Penalty: 1084.878784 Iteration 0F: 3 clusters Score -7513403 nChanged 73783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81275 members Mstep: Class 2 contains 69229 members Entering Unmasked Estep Score: -7558927.000000 Penalty: 1084.878784 Iteration 1F: 3 clusters Score -7558927 nChanged 6614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84893 members Mstep: Class 2 contains 65611 members Entering Unmasked Estep Score: -7561430.500000 Penalty: 1084.878784 Iteration 2Q: 3 clusters Score -7561430 nChanged 8214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90137 members Mstep: Class 2 contains 60367 members Entering Unmasked Estep Score: -7565892.000000 Penalty: 1084.878784 Iteration 3F: 3 clusters Score -7565892 nChanged 10093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96924 members Mstep: Class 2 contains 53580 members Entering Unmasked Estep Score: -7573239.500000 Penalty: 1084.878784 Iteration 4F: 3 clusters Score -7573240 nChanged 10395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103587 members Mstep: Class 2 contains 46917 members Entering Unmasked Estep Score: -7581866.000000 Penalty: 1084.878784 Iteration 5F: 3 clusters Score -7581866 nChanged 9337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108760 members Mstep: Class 2 contains 41744 members Entering Unmasked Estep Score: -7588977.500000 Penalty: 1084.878784 Iteration 6F: 3 clusters Score -7588978 nChanged 6742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112568 members Mstep: Class 2 contains 37936 members Entering Unmasked Estep Score: -7592347.500000 Penalty: 1084.878784 Iteration 7Q: 3 clusters Score -7592348 nChanged 4313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115957 members Mstep: Class 2 contains 34547 members Entering Unmasked Estep Score: -7593691.000000 Penalty: 1084.878784 Iteration 8Q: 3 clusters Score -7593691 nChanged 3467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119250 members Mstep: Class 2 contains 31254 members Entering Unmasked Estep Score: -7594546.000000 Penalty: 1084.878784 Iteration 9Q: 3 clusters Score -7594546 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122470 members Mstep: Class 2 contains 28034 members Entering Unmasked Estep Score: -7595380.000000 Penalty: 1084.878784 Iteration 10Q: 3 clusters Score -7595380 nChanged 3148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125604 members Mstep: Class 2 contains 24900 members Entering Unmasked Estep Score: -7596246.000000 Penalty: 1084.878784 Iteration 11Q: 3 clusters Score -7596246 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128673 members Mstep: Class 2 contains 21831 members Entering Unmasked Estep Score: -7597121.000000 Penalty: 1084.878784 Iteration 12Q: 3 clusters Score -7597121 nChanged 2936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131605 members Mstep: Class 2 contains 18899 members Entering Unmasked Estep Score: -7598077.500000 Penalty: 1084.878784 Iteration 13Q: 3 clusters Score -7598078 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134387 members Mstep: Class 2 contains 16117 members Entering Unmasked Estep Score: -7599078.500000 Penalty: 1084.878784 Iteration 14Q: 3 clusters Score -7599078 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137061 members Mstep: Class 2 contains 13443 members Entering Unmasked Estep Score: -7600143.000000 Penalty: 1084.878784 Iteration 15Q: 3 clusters Score -7600143 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139458 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -7601218.500000 Penalty: 1084.878784 Iteration 16Q: 3 clusters Score -7601218 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141621 members Mstep: Class 2 contains 8883 members Entering Unmasked Estep Score: -7602199.000000 Penalty: 1084.878784 Iteration 17Q: 3 clusters Score -7602199 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143437 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -7603050.500000 Penalty: 1084.878784 Iteration 18Q: 3 clusters Score -7603050 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144961 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -7603807.500000 Penalty: 1084.878784 Iteration 19Q: 3 clusters Score -7603808 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146218 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -7604460.000000 Penalty: 1084.878784 Iteration 20F: 3 clusters Score -7604460 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147240 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -7605041.000000 Penalty: 1084.878784 Iteration 21Q: 3 clusters Score -7605041 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148083 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -7605597.000000 Penalty: 1084.878784 Iteration 22Q: 3 clusters Score -7605597 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148681 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -7605917.000000 Penalty: 1084.878784 Iteration 23Q: 3 clusters Score -7605917 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149126 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -7606169.000000 Penalty: 1084.878784 Iteration 24Q: 3 clusters Score -7606169 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149427 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -7606380.500000 Penalty: 1084.878784 Iteration 25Q: 3 clusters Score -7606380 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149649 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -7606552.000000 Penalty: 1084.878784 Iteration 26Q: 3 clusters Score -7606552 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149814 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -7606665.500000 Penalty: 1084.878784 Iteration 27Q: 3 clusters Score -7606666 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149945 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -7606745.000000 Penalty: 1084.878784 Iteration 28Q: 3 clusters Score -7606745 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150034 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -7606800.000000 Penalty: 1084.878784 Iteration 29Q: 3 clusters Score -7606800 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150107 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -7606846.500000 Penalty: 1084.878784 Iteration 30Q: 3 clusters Score -7606846 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150158 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -7606872.000000 Penalty: 1084.878784 Iteration 31Q: 3 clusters Score -7606872 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150193 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -7606887.500000 Penalty: 1084.878784 Iteration 32Q: 3 clusters Score -7606888 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150216 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -7606901.000000 Penalty: 1084.878784 Iteration 33Q: 3 clusters Score -7606901 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150237 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -7606926.000000 Penalty: 1084.878784 Iteration 34Q: 3 clusters Score -7606926 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150254 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -7606918.500000 Penalty: 1084.878784 Iteration 35Q: 3 clusters Score -7606918 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150264 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -7606919.500000 Penalty: 1084.878784 Iteration 36Q: 3 clusters Score -7606920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150271 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -7606923.500000 Penalty: 1084.878784 Iteration 37Q: 3 clusters Score -7606924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150276 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -7606920.500000 Penalty: 1084.878784 Iteration 38Q: 3 clusters Score -7606920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150280 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -7606927.000000 Penalty: 1084.878784 Iteration 39Q: 3 clusters Score -7606927 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150285 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -7606930.000000 Penalty: 1084.878784 Iteration 40F: 3 clusters Score -7606930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150290 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -7606938.500000 Penalty: 1084.878784 Iteration 41Q: 3 clusters Score -7606938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150294 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -7606944.000000 Penalty: 1084.878784 Iteration 42Q: 3 clusters Score -7606944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150295 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -7606946.000000 Penalty: 1084.878784 Iteration 43Q: 3 clusters Score -7606946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150298 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -7606948.500000 Penalty: 1084.878784 Iteration 44Q: 3 clusters Score -7606948 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150300 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -7606949.500000 Penalty: 1084.878784 Iteration 45Q: 3 clusters Score -7606950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150300 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -7606950.000000 Penalty: 1084.878784 Iteration 46Q: 3 clusters Score -7606950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150302 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7606950.000000 Penalty: 1084.878784 Iteration 47Q: 3 clusters Score -7606950 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150301 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -7606948.500000 Penalty: 1084.878784 Iteration 48Q: 3 clusters Score -7606948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150302 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7606947.000000 Penalty: 1084.878784 Iteration 49Q: 3 clusters Score -7606947 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150302 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7606952.000000 Penalty: 1084.878784 Iteration 50Q: 3 clusters Score -7606952 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150303 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -7606948.000000 Penalty: 1084.878784 Iteration 51Q: 3 clusters Score -7606948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150303 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -7606948.000000 Penalty: 1084.878784 Iteration 52F: 3 clusters Score -7606948 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (78 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Entering Unmasked Estep Score: -3150.837158 Penalty: 198.230255 Iteration 0F: 2 clusters Score -3150.837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -2978.483643 Penalty: 396.460510 Iteration 0F: 3 clusters Score -2978.484 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -2998.437500 Penalty: 396.460510 Iteration 1F: 3 clusters Score -2998.438 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Entering Unmasked Estep Score: -8982.185547 Penalty: 247.630005 Iteration 0F: 2 clusters Score -8982.186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -8677.408203 Penalty: 495.260010 Iteration 0F: 3 clusters Score -8677.408 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8752.544922 Penalty: 495.260010 Iteration 1F: 3 clusters Score -8752.545 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8796.295898 Penalty: 495.260010 Iteration 2F: 3 clusters Score -8796.296 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8837.308594 Penalty: 495.260010 Iteration 3F: 3 clusters Score -8837.309 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -8865.842773 Penalty: 495.260010 Iteration 4F: 3 clusters Score -8865.843 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -8914.707031 Penalty: 495.260010 Iteration 5Q: 3 clusters Score -8914.707 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9061.220703 Penalty: 495.260010 Iteration 6Q: 3 clusters Score -9061.221 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9097.816406 Penalty: 495.260010 Iteration 7Q: 3 clusters Score -9097.816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9184.290039 Penalty: 495.260010 Iteration 8Q: 3 clusters Score -9184.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9202.035156 Penalty: 495.260010 Iteration 9Q: 3 clusters Score -9202.035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9202.035156 Penalty: 495.260010 Iteration 10F: 3 clusters Score -9202.035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33294 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16768 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150504 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 109 members Mstep: Class 28 contains 122 members Entering Unmasked Estep Score: -24280208.000000 Penalty: 16732.337891 Splitting cluster 27 changes total score from -24280338.000000 to -24280208.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33294 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16768 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150504 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280344.000000 Penalty: 16134.754883 Iteration 199Q: 28 clusters Score -2.428034e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33296 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16774 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150497 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280330.000000 Penalty: 16134.754883 Iteration 200F: 28 clusters Score -2.428033e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33293 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16781 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150492 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280328.000000 Penalty: 16134.754883 Iteration 201Q: 28 clusters Score -2.428033e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33290 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16789 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150488 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280332.000000 Penalty: 16134.754883 Iteration 202Q: 28 clusters Score -2.428033e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33286 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16794 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150486 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280330.000000 Penalty: 16134.754883 Iteration 203Q: 28 clusters Score -2.428033e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33283 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16798 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150485 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280346.000000 Penalty: 16134.754883 Iteration 204Q: 28 clusters Score -2.428035e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33283 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16801 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150482 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280340.000000 Penalty: 16134.754883 Iteration 205Q: 28 clusters Score -2.428034e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33282 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16805 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150479 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280340.000000 Penalty: 16134.754883 Iteration 206Q: 28 clusters Score -2.428034e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33280 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16812 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150474 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280348.000000 Penalty: 16134.754883 Iteration 207Q: 28 clusters Score -2.428035e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33279 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16820 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150467 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280344.000000 Penalty: 16134.754883 Iteration 208Q: 28 clusters Score -2.428034e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33277 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16831 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150457 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280354.000000 Penalty: 16134.754883 Iteration 209Q: 28 clusters Score -2.428035e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33277 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 916 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16839 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27871 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150451 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280348.000000 Penalty: 16134.754883 Iteration 210Q: 28 clusters Score -2.428035e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33276 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16842 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27872 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200613 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150452 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280336.000000 Penalty: 16134.754883 Iteration 211Q: 28 clusters Score -2.428034e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33273 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1453 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16845 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27872 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200614 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150450 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280344.000000 Penalty: 16134.754883 Iteration 212Q: 28 clusters Score -2.428034e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33272 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16847 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27872 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200615 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150449 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280348.000000 Penalty: 16134.754883 Iteration 213Q: 28 clusters Score -2.428035e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33270 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16850 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27872 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150447 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280348.000000 Penalty: 16134.754883 Iteration 214Q: 28 clusters Score -2.428035e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33269 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16853 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27873 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150444 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280336.000000 Penalty: 16134.754883 Iteration 215Q: 28 clusters Score -2.428034e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33267 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16857 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27874 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150441 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280352.000000 Penalty: 16134.754883 Iteration 216Q: 28 clusters Score -2.428035e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33267 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16858 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27875 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150439 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280354.000000 Penalty: 16134.754883 Iteration 217Q: 28 clusters Score -2.428035e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33267 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16859 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150437 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280342.000000 Penalty: 16134.754883 Iteration 218Q: 28 clusters Score -2.428034e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33267 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16861 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200616 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150435 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280350.000000 Penalty: 16134.754883 Iteration 219Q: 28 clusters Score -2.428035e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33268 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16863 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200617 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150431 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280362.000000 Penalty: 16134.754883 Iteration 220F: 28 clusters Score -2.428036e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33268 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16865 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200618 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150428 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280354.000000 Penalty: 16134.754883 Iteration 221Q: 28 clusters Score -2.428035e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33269 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16866 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200619 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150425 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280366.000000 Penalty: 16134.754883 Iteration 222Q: 28 clusters Score -2.428037e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33269 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16867 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200619 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150424 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280366.000000 Penalty: 16134.754883 Iteration 223Q: 28 clusters Score -2.428037e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33269 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16869 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200619 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150422 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280366.000000 Penalty: 16134.754883 Iteration 224Q: 28 clusters Score -2.428037e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33269 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16871 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200619 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150420 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280366.000000 Penalty: 16134.754883 Iteration 225Q: 28 clusters Score -2.428037e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33268 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16874 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200619 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150418 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280360.000000 Penalty: 16134.754883 Iteration 226Q: 28 clusters Score -2.428036e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33267 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16875 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150416 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280340.000000 Penalty: 16134.754883 Iteration 227Q: 28 clusters Score -2.428034e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33266 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16877 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150415 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280342.000000 Penalty: 16134.754883 Iteration 228Q: 28 clusters Score -2.428034e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33266 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16878 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150414 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280340.000000 Penalty: 16134.754883 Iteration 229Q: 28 clusters Score -2.428034e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33266 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16879 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150413 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280336.000000 Penalty: 16134.754883 Iteration 230Q: 28 clusters Score -2.428034e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33265 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16880 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150413 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280336.000000 Penalty: 16134.754883 Iteration 231Q: 28 clusters Score -2.428034e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33265 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16880 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150413 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Entering Unmasked Estep ConsiderDeletion Score: -24280336.000000 Penalty: 16134.754883 Iteration 232F: 28 clusters Score -2.428034e+07 nChanged 0 Entering ConstructFrom: Score: -24280336.000000 Penalty: 16134.754883 Entering ConstructFrom: Trying to split cluster 1 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -11095.575195 Penalty: 255.230972 Iteration 0F: 2 clusters Score -11095.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -10759.888672 Penalty: 510.461945 Iteration 0F: 3 clusters Score -10759.89 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -10883.692383 Penalty: 510.461945 Iteration 1F: 3 clusters Score -10883.69 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -10954.478516 Penalty: 510.461945 Iteration 2F: 3 clusters Score -10954.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -10993.777344 Penalty: 510.461945 Iteration 3F: 3 clusters Score -10993.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -11011.586914 Penalty: 510.461945 Iteration 4Q: 3 clusters Score -11011.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -11017.842773 Penalty: 510.461945 Iteration 5Q: 3 clusters Score -11017.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -11028.996094 Penalty: 510.461945 Iteration 6Q: 3 clusters Score -11029 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -11034.196289 Penalty: 510.461945 Iteration 7Q: 3 clusters Score -11034.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -11051.541016 Penalty: 510.461945 Iteration 8Q: 3 clusters Score -11051.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -11075.287109 Penalty: 510.461945 Iteration 9Q: 3 clusters Score -11075.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -11088.622070 Penalty: 510.461945 Iteration 10Q: 3 clusters Score -11088.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -11092.202148 Penalty: 510.461945 Iteration 11Q: 3 clusters Score -11092.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -11096.715820 Penalty: 510.461945 Iteration 12Q: 3 clusters Score -11096.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -11110.340820 Penalty: 510.461945 Iteration 13Q: 3 clusters Score -11110.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -11112.363281 Penalty: 510.461945 Iteration 14Q: 3 clusters Score -11112.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -11113.422852 Penalty: 510.461945 Iteration 15F: 3 clusters Score -11113.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -11116.340820 Penalty: 510.461945 Iteration 16Q: 3 clusters Score -11116.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -11123.136719 Penalty: 510.461945 Iteration 17Q: 3 clusters Score -11123.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -11138.537109 Penalty: 510.461945 Iteration 18Q: 3 clusters Score -11138.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -11145.929688 Penalty: 510.461945 Iteration 19Q: 3 clusters Score -11145.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -11148.722656 Penalty: 510.461945 Iteration 20F: 3 clusters Score -11148.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -11151.937500 Penalty: 510.461945 Iteration 21Q: 3 clusters Score -11151.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -11153.183594 Penalty: 510.461945 Iteration 22Q: 3 clusters Score -11153.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -11153.183594 Penalty: 510.461945 Iteration 23F: 3 clusters Score -11153.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33265 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16880 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150413 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Mstep: Class 28 contains 67 members Entering Unmasked Estep Score: -24280060.000000 Penalty: 16732.337891 Splitting cluster 1 changes total score from -24280336.000000 to -24280060.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (54602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54602 members Entering Unmasked Estep Score: -2849782.500000 Penalty: 496.306061 Iteration 0F: 2 clusters Score -2849782 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27227 members Mstep: Class 2 contains 27375 members Entering Unmasked Estep Score: -2812946.500000 Penalty: 992.612122 Iteration 0F: 3 clusters Score -2812946 nChanged 26421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27390 members Mstep: Class 2 contains 27212 members Entering Unmasked Estep Score: -2828757.250000 Penalty: 992.612122 Iteration 1F: 3 clusters Score -2828757 nChanged 2421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27125 members Mstep: Class 2 contains 27477 members Entering Unmasked Estep Score: -2829582.000000 Penalty: 992.612122 Iteration 2Q: 3 clusters Score -2829582 nChanged 2671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26740 members Mstep: Class 2 contains 27862 members Entering Unmasked Estep Score: -2830787.250000 Penalty: 992.612122 Iteration 3Q: 3 clusters Score -2830787 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26292 members Mstep: Class 2 contains 28310 members Entering Unmasked Estep Score: -2832406.500000 Penalty: 992.612122 Iteration 4F: 3 clusters Score -2832406 nChanged 3338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25764 members Mstep: Class 2 contains 28838 members Entering Unmasked Estep Score: -2834527.000000 Penalty: 992.612122 Iteration 5F: 3 clusters Score -2834527 nChanged 3567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25259 members Mstep: Class 2 contains 29343 members Entering Unmasked Estep Score: -2837068.500000 Penalty: 992.612122 Iteration 6F: 3 clusters Score -2837068 nChanged 3506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24871 members Mstep: Class 2 contains 29731 members Entering Unmasked Estep Score: -2839600.500000 Penalty: 992.612122 Iteration 7F: 3 clusters Score -2839600 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24668 members Mstep: Class 2 contains 29934 members Entering Unmasked Estep Score: -2841297.250000 Penalty: 992.612122 Iteration 8F: 3 clusters Score -2841297 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24562 members Mstep: Class 2 contains 30040 members Entering Unmasked Estep Score: -2842011.750000 Penalty: 992.612122 Iteration 9Q: 3 clusters Score -2842012 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24470 members Mstep: Class 2 contains 30132 members Entering Unmasked Estep Score: -2842348.250000 Penalty: 992.612122 Iteration 10Q: 3 clusters Score -2842348 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24350 members Mstep: Class 2 contains 30252 members Entering Unmasked Estep Score: -2842580.500000 Penalty: 992.612122 Iteration 11Q: 3 clusters Score -2842580 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 30401 members Entering Unmasked Estep Score: -2842808.250000 Penalty: 992.612122 Iteration 12Q: 3 clusters Score -2842808 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23995 members Mstep: Class 2 contains 30607 members Entering Unmasked Estep Score: -2843027.000000 Penalty: 992.612122 Iteration 13Q: 3 clusters Score -2843027 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23787 members Mstep: Class 2 contains 30815 members Entering Unmasked Estep Score: -2843181.000000 Penalty: 992.612122 Iteration 14Q: 3 clusters Score -2843181 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23557 members Mstep: Class 2 contains 31045 members Entering Unmasked Estep Score: -2843318.000000 Penalty: 992.612122 Iteration 15Q: 3 clusters Score -2843318 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23309 members Mstep: Class 2 contains 31293 members Entering Unmasked Estep Score: -2843437.500000 Penalty: 992.612122 Iteration 16Q: 3 clusters Score -2843438 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22994 members Mstep: Class 2 contains 31608 members Entering Unmasked Estep Score: -2843559.750000 Penalty: 992.612122 Iteration 17Q: 3 clusters Score -2843560 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22688 members Mstep: Class 2 contains 31914 members Entering Unmasked Estep Score: -2843674.500000 Penalty: 992.612122 Iteration 18Q: 3 clusters Score -2843674 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22349 members Mstep: Class 2 contains 32253 members Entering Unmasked Estep Score: -2843781.500000 Penalty: 992.612122 Iteration 19Q: 3 clusters Score -2843782 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22005 members Mstep: Class 2 contains 32597 members Entering Unmasked Estep Score: -2843887.000000 Penalty: 992.612122 Iteration 20F: 3 clusters Score -2843887 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21684 members Mstep: Class 2 contains 32918 members Entering Unmasked Estep Score: -2843966.500000 Penalty: 992.612122 Iteration 21Q: 3 clusters Score -2843966 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 33262 members Entering Unmasked Estep Score: -2844065.000000 Penalty: 992.612122 Iteration 22Q: 3 clusters Score -2844065 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20978 members Mstep: Class 2 contains 33624 members Entering Unmasked Estep Score: -2844130.500000 Penalty: 992.612122 Iteration 23Q: 3 clusters Score -2844130 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20649 members Mstep: Class 2 contains 33953 members Entering Unmasked Estep Score: -2844206.000000 Penalty: 992.612122 Iteration 24Q: 3 clusters Score -2844206 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20294 members Mstep: Class 2 contains 34308 members Entering Unmasked Estep Score: -2844274.250000 Penalty: 992.612122 Iteration 25Q: 3 clusters Score -2844274 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 34673 members Entering Unmasked Estep Score: -2844330.000000 Penalty: 992.612122 Iteration 26Q: 3 clusters Score -2844330 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19520 members Mstep: Class 2 contains 35082 members Entering Unmasked Estep Score: -2844393.250000 Penalty: 992.612122 Iteration 27Q: 3 clusters Score -2844393 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 35468 members Entering Unmasked Estep Score: -2844452.750000 Penalty: 992.612122 Iteration 28Q: 3 clusters Score -2844453 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18722 members Mstep: Class 2 contains 35880 members Entering Unmasked Estep Score: -2844543.750000 Penalty: 992.612122 Iteration 29Q: 3 clusters Score -2844544 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18289 members Mstep: Class 2 contains 36313 members Entering Unmasked Estep Score: -2844619.250000 Penalty: 992.612122 Iteration 30Q: 3 clusters Score -2844619 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17876 members Mstep: Class 2 contains 36726 members Entering Unmasked Estep Score: -2844666.000000 Penalty: 992.612122 Iteration 31Q: 3 clusters Score -2844666 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17474 members Mstep: Class 2 contains 37128 members Entering Unmasked Estep Score: -2844727.000000 Penalty: 992.612122 Iteration 32Q: 3 clusters Score -2844727 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17020 members Mstep: Class 2 contains 37582 members Entering Unmasked Estep Score: -2844796.000000 Penalty: 992.612122 Iteration 33Q: 3 clusters Score -2844796 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 38013 members Entering Unmasked Estep Score: -2844871.250000 Penalty: 992.612122 Iteration 34Q: 3 clusters Score -2844871 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16149 members Mstep: Class 2 contains 38453 members Entering Unmasked Estep Score: -2844937.750000 Penalty: 992.612122 Iteration 35Q: 3 clusters Score -2844938 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15680 members Mstep: Class 2 contains 38922 members Entering Unmasked Estep Score: -2845012.500000 Penalty: 992.612122 Iteration 36Q: 3 clusters Score -2845012 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15153 members Mstep: Class 2 contains 39449 members Entering Unmasked Estep Score: -2845084.000000 Penalty: 992.612122 Iteration 37Q: 3 clusters Score -2845084 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 39968 members Entering Unmasked Estep Score: -2845198.750000 Penalty: 992.612122 Iteration 38Q: 3 clusters Score -2845199 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 40485 members Entering Unmasked Estep Score: -2845304.500000 Penalty: 992.612122 Iteration 39Q: 3 clusters Score -2845304 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 41032 members Entering Unmasked Estep Score: -2845414.500000 Penalty: 992.612122 Iteration 40F: 3 clusters Score -2845414 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13017 members Mstep: Class 2 contains 41585 members Entering Unmasked Estep Score: -2845537.000000 Penalty: 992.612122 Iteration 41Q: 3 clusters Score -2845537 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 42118 members Entering Unmasked Estep Score: -2845631.500000 Penalty: 992.612122 Iteration 42Q: 3 clusters Score -2845632 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 42640 members Entering Unmasked Estep Score: -2845731.000000 Penalty: 992.612122 Iteration 43Q: 3 clusters Score -2845731 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 43193 members Entering Unmasked Estep Score: -2845841.750000 Penalty: 992.612122 Iteration 44Q: 3 clusters Score -2845842 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10838 members Mstep: Class 2 contains 43764 members Entering Unmasked Estep Score: -2845980.500000 Penalty: 992.612122 Iteration 45Q: 3 clusters Score -2845980 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10269 members Mstep: Class 2 contains 44333 members Entering Unmasked Estep Score: -2846124.500000 Penalty: 992.612122 Iteration 46Q: 3 clusters Score -2846124 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 44949 members Entering Unmasked Estep Score: -2846297.500000 Penalty: 992.612122 Iteration 47Q: 3 clusters Score -2846298 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 45506 members Entering Unmasked Estep Score: -2846422.500000 Penalty: 992.612122 Iteration 48Q: 3 clusters Score -2846422 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 46083 members Entering Unmasked Estep Score: -2846585.750000 Penalty: 992.612122 Iteration 49Q: 3 clusters Score -2846586 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 46630 members Entering Unmasked Estep Score: -2846735.000000 Penalty: 992.612122 Iteration 50Q: 3 clusters Score -2846735 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 47170 members Entering Unmasked Estep Score: -2846889.750000 Penalty: 992.612122 Iteration 51Q: 3 clusters Score -2846890 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 47693 members Entering Unmasked Estep Score: -2847004.250000 Penalty: 992.612122 Iteration 52Q: 3 clusters Score -2847004 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 48194 members Entering Unmasked Estep Score: -2847149.000000 Penalty: 992.612122 Iteration 53Q: 3 clusters Score -2847149 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 48714 members Entering Unmasked Estep Score: -2847309.750000 Penalty: 992.612122 Iteration 54Q: 3 clusters Score -2847310 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 49221 members Entering Unmasked Estep Score: -2847459.000000 Penalty: 992.612122 Iteration 55Q: 3 clusters Score -2847459 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 49765 members Entering Unmasked Estep Score: -2847650.250000 Penalty: 992.612122 Iteration 56Q: 3 clusters Score -2847650 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 50254 members Entering Unmasked Estep Score: -2847808.750000 Penalty: 992.612122 Iteration 57Q: 3 clusters Score -2847809 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 50746 members Entering Unmasked Estep Score: -2847990.250000 Penalty: 992.612122 Iteration 58Q: 3 clusters Score -2847990 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 51225 members Entering Unmasked Estep Score: -2848172.000000 Penalty: 992.612122 Iteration 59Q: 3 clusters Score -2848172 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 51683 members Entering Unmasked Estep Score: -2848351.500000 Penalty: 992.612122 Iteration 60F: 3 clusters Score -2848352 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 52058 members Entering Unmasked Estep Score: -2848507.500000 Penalty: 992.612122 Iteration 61Q: 3 clusters Score -2848508 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 52396 members Entering Unmasked Estep Score: -2848617.750000 Penalty: 992.612122 Iteration 62Q: 3 clusters Score -2848618 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 52692 members Entering Unmasked Estep Score: -2848723.250000 Penalty: 992.612122 Iteration 63Q: 3 clusters Score -2848723 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 52961 members Entering Unmasked Estep Score: -2848826.250000 Penalty: 992.612122 Iteration 64Q: 3 clusters Score -2848826 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 53219 members Entering Unmasked Estep Score: -2848913.500000 Penalty: 992.612122 Iteration 65Q: 3 clusters Score -2848914 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 53418 members Entering Unmasked Estep Score: -2848990.250000 Penalty: 992.612122 Iteration 66Q: 3 clusters Score -2848990 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 53558 members Entering Unmasked Estep Score: -2849044.000000 Penalty: 992.612122 Iteration 67Q: 3 clusters Score -2849044 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 53672 members Entering Unmasked Estep Score: -2849088.000000 Penalty: 992.612122 Iteration 68Q: 3 clusters Score -2849088 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 53777 members Entering Unmasked Estep Score: -2849125.500000 Penalty: 992.612122 Iteration 69Q: 3 clusters Score -2849126 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 53857 members Entering Unmasked Estep Score: -2849158.750000 Penalty: 992.612122 Iteration 70Q: 3 clusters Score -2849159 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 53933 members Entering Unmasked Estep Score: -2849194.250000 Penalty: 992.612122 Iteration 71Q: 3 clusters Score -2849194 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 53993 members Entering Unmasked Estep Score: -2849223.750000 Penalty: 992.612122 Iteration 72Q: 3 clusters Score -2849224 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 54050 members Entering Unmasked Estep Score: -2849250.000000 Penalty: 992.612122 Iteration 73Q: 3 clusters Score -2849250 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 54095 members Entering Unmasked Estep Score: -2849265.500000 Penalty: 992.612122 Iteration 74Q: 3 clusters Score -2849266 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 54128 members Entering Unmasked Estep Score: -2849283.000000 Penalty: 992.612122 Iteration 75Q: 3 clusters Score -2849283 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 54159 members Entering Unmasked Estep Score: -2849294.000000 Penalty: 992.612122 Iteration 76Q: 3 clusters Score -2849294 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 54193 members Entering Unmasked Estep Score: -2849301.500000 Penalty: 992.612122 Iteration 77Q: 3 clusters Score -2849302 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 54229 members Entering Unmasked Estep Score: -2849322.250000 Penalty: 992.612122 Iteration 78Q: 3 clusters Score -2849322 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 54251 members Entering Unmasked Estep Score: -2849330.500000 Penalty: 992.612122 Iteration 79Q: 3 clusters Score -2849330 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 54270 members Entering Unmasked Estep Score: -2849344.250000 Penalty: 992.612122 Iteration 80F: 3 clusters Score -2849344 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 54287 members Entering Unmasked Estep Score: -2849353.500000 Penalty: 992.612122 Iteration 81Q: 3 clusters Score -2849354 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 54297 members Entering Unmasked Estep Score: -2849355.250000 Penalty: 992.612122 Iteration 82Q: 3 clusters Score -2849355 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 54305 members Entering Unmasked Estep Score: -2849360.750000 Penalty: 992.612122 Iteration 83Q: 3 clusters Score -2849361 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 54310 members Entering Unmasked Estep Score: -2849362.750000 Penalty: 992.612122 Iteration 84Q: 3 clusters Score -2849363 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 54314 members Entering Unmasked Estep Score: -2849364.750000 Penalty: 992.612122 Iteration 85Q: 3 clusters Score -2849365 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 54320 members Entering Unmasked Estep Score: -2849367.750000 Penalty: 992.612122 Iteration 86Q: 3 clusters Score -2849368 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 54327 members Entering Unmasked Estep Score: -2849372.250000 Penalty: 992.612122 Iteration 87Q: 3 clusters Score -2849372 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 54334 members Entering Unmasked Estep Score: -2849377.750000 Penalty: 992.612122 Iteration 88Q: 3 clusters Score -2849378 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 54341 members Entering Unmasked Estep Score: -2849380.750000 Penalty: 992.612122 Iteration 89Q: 3 clusters Score -2849381 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 54347 members Entering Unmasked Estep Score: -2849382.000000 Penalty: 992.612122 Iteration 90Q: 3 clusters Score -2849382 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 54355 members Entering Unmasked Estep Score: -2849386.500000 Penalty: 992.612122 Iteration 91Q: 3 clusters Score -2849386 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 54358 members Entering Unmasked Estep Score: -2849387.500000 Penalty: 992.612122 Iteration 92Q: 3 clusters Score -2849388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 54359 members Entering Unmasked Estep Score: -2849390.000000 Penalty: 992.612122 Iteration 93Q: 3 clusters Score -2849390 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 54360 members Entering Unmasked Estep Score: -2849388.500000 Penalty: 992.612122 Iteration 94Q: 3 clusters Score -2849388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 54363 members Entering Unmasked Estep Score: -2849389.250000 Penalty: 992.612122 Iteration 95Q: 3 clusters Score -2849389 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 54366 members Entering Unmasked Estep Score: -2849390.250000 Penalty: 992.612122 Iteration 96Q: 3 clusters Score -2849390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 54368 members Entering Unmasked Estep Score: -2849392.000000 Penalty: 992.612122 Iteration 97Q: 3 clusters Score -2849392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 54371 members Entering Unmasked Estep Score: -2849392.500000 Penalty: 992.612122 Iteration 98Q: 3 clusters Score -2849392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 54372 members Entering Unmasked Estep Score: -2849393.250000 Penalty: 992.612122 Iteration 99Q: 3 clusters Score -2849393 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 54374 members Entering Unmasked Estep Score: -2849393.250000 Penalty: 992.612122 Iteration 100F: 3 clusters Score -2849393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 54375 members Entering Unmasked Estep Score: -2849392.500000 Penalty: 992.612122 Iteration 101Q: 3 clusters Score -2849392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 54376 members Entering Unmasked Estep Score: -2849392.250000 Penalty: 992.612122 Iteration 102Q: 3 clusters Score -2849392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 54377 members Entering Unmasked Estep Score: -2849394.000000 Penalty: 992.612122 Iteration 103Q: 3 clusters Score -2849394 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 54378 members Entering Unmasked Estep Score: -2849395.500000 Penalty: 992.612122 Iteration 104Q: 3 clusters Score -2849396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 54378 members Entering Unmasked Estep Score: -2849395.500000 Penalty: 992.612122 Iteration 105F: 3 clusters Score -2849396 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (33265 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33265 members Entering Unmasked Estep Score: -1588510.500000 Penalty: 473.757874 Iteration 0F: 2 clusters Score -1588510 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16684 members Mstep: Class 2 contains 16581 members Entering Unmasked Estep Score: -1566166.500000 Penalty: 947.515747 Iteration 0F: 3 clusters Score -1566166 nChanged 15951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17707 members Mstep: Class 2 contains 15558 members Entering Unmasked Estep Score: -1575565.500000 Penalty: 947.515747 Iteration 1F: 3 clusters Score -1575566 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -1575942.500000 Penalty: 947.515747 Iteration 2Q: 3 clusters Score -1575942 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19288 members Mstep: Class 2 contains 13977 members Entering Unmasked Estep Score: -1576534.875000 Penalty: 947.515747 Iteration 3Q: 3 clusters Score -1576535 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20620 members Mstep: Class 2 contains 12645 members Entering Unmasked Estep Score: -1577586.250000 Penalty: 947.515747 Iteration 4F: 3 clusters Score -1577586 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22271 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -1579152.750000 Penalty: 947.515747 Iteration 5F: 3 clusters Score -1579153 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23900 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -1581015.750000 Penalty: 947.515747 Iteration 6F: 3 clusters Score -1581016 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25254 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1582678.000000 Penalty: 947.515747 Iteration 7F: 3 clusters Score -1582678 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26227 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1583663.375000 Penalty: 947.515747 Iteration 8Q: 3 clusters Score -1583663 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1584161.625000 Penalty: 947.515747 Iteration 9Q: 3 clusters Score -1584162 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27695 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1584536.875000 Penalty: 947.515747 Iteration 10Q: 3 clusters Score -1584537 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28423 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1584926.375000 Penalty: 947.515747 Iteration 11Q: 3 clusters Score -1584926 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29134 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1585311.000000 Penalty: 947.515747 Iteration 12Q: 3 clusters Score -1585311 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29825 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1585709.125000 Penalty: 947.515747 Iteration 13Q: 3 clusters Score -1585709 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30437 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1586085.375000 Penalty: 947.515747 Iteration 14Q: 3 clusters Score -1586085 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31041 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -1586495.125000 Penalty: 947.515747 Iteration 15Q: 3 clusters Score -1586495 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31565 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1586870.500000 Penalty: 947.515747 Iteration 16Q: 3 clusters Score -1586870 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32037 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1587231.750000 Penalty: 947.515747 Iteration 17Q: 3 clusters Score -1587232 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32397 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1587502.750000 Penalty: 947.515747 Iteration 18Q: 3 clusters Score -1587503 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32646 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1587696.750000 Penalty: 947.515747 Iteration 19Q: 3 clusters Score -1587697 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32817 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1587831.125000 Penalty: 947.515747 Iteration 20F: 3 clusters Score -1587831 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32941 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1587921.375000 Penalty: 947.515747 Iteration 21Q: 3 clusters Score -1587921 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33021 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -1587984.625000 Penalty: 947.515747 Iteration 22Q: 3 clusters Score -1587985 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33072 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1588032.500000 Penalty: 947.515747 Iteration 23Q: 3 clusters Score -1588032 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33105 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1588063.250000 Penalty: 947.515747 Iteration 24Q: 3 clusters Score -1588063 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33130 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -1588083.750000 Penalty: 947.515747 Iteration 25Q: 3 clusters Score -1588084 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33142 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1588095.750000 Penalty: 947.515747 Iteration 26Q: 3 clusters Score -1588096 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33154 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -1588111.625000 Penalty: 947.515747 Iteration 27Q: 3 clusters Score -1588112 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33158 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1588116.250000 Penalty: 947.515747 Iteration 28Q: 3 clusters Score -1588116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33158 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1588121.750000 Penalty: 947.515747 Iteration 29Q: 3 clusters Score -1588122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33157 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1588122.125000 Penalty: 947.515747 Iteration 30Q: 3 clusters Score -1588122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33156 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1588121.625000 Penalty: 947.515747 Iteration 31Q: 3 clusters Score -1588122 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33156 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -1588121.625000 Penalty: 947.515747 Iteration 32F: 3 clusters Score -1588122 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Entering Unmasked Estep Score: -107569.421875 Penalty: 347.647491 Iteration 0F: 2 clusters Score -107569.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -106085.593750 Penalty: 695.294983 Iteration 0F: 3 clusters Score -106085.6 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -106618.687500 Penalty: 695.294983 Iteration 1F: 3 clusters Score -106618.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -106754.460938 Penalty: 695.294983 Iteration 2F: 3 clusters Score -106754.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -106891.914062 Penalty: 695.294983 Iteration 3F: 3 clusters Score -106891.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -106989.054688 Penalty: 695.294983 Iteration 4F: 3 clusters Score -106989.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -107046.960938 Penalty: 695.294983 Iteration 5Q: 3 clusters Score -107047 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -107098.992188 Penalty: 695.294983 Iteration 6Q: 3 clusters Score -107099 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -107148.734375 Penalty: 695.294983 Iteration 7Q: 3 clusters Score -107148.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -107177.312500 Penalty: 695.294983 Iteration 8Q: 3 clusters Score -107177.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -107196.273438 Penalty: 695.294983 Iteration 9Q: 3 clusters Score -107196.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -107209.125000 Penalty: 695.294983 Iteration 10Q: 3 clusters Score -107209.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -107217.546875 Penalty: 695.294983 Iteration 11Q: 3 clusters Score -107217.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -107224.046875 Penalty: 695.294983 Iteration 12Q: 3 clusters Score -107224 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -107233.882812 Penalty: 695.294983 Iteration 13Q: 3 clusters Score -107233.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -107240.578125 Penalty: 695.294983 Iteration 14Q: 3 clusters Score -107240.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -107244.859375 Penalty: 695.294983 Iteration 15Q: 3 clusters Score -107244.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -107246.125000 Penalty: 695.294983 Iteration 16Q: 3 clusters Score -107246.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -107247.585938 Penalty: 695.294983 Iteration 17Q: 3 clusters Score -107247.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -107249.742188 Penalty: 695.294983 Iteration 18Q: 3 clusters Score -107249.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -107251.500000 Penalty: 695.294983 Iteration 19Q: 3 clusters Score -107251.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -107255.078125 Penalty: 695.294983 Iteration 20F: 3 clusters Score -107255.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -107258.445312 Penalty: 695.294983 Iteration 21Q: 3 clusters Score -107258.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -107259.976562 Penalty: 695.294983 Iteration 22Q: 3 clusters Score -107260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -107262.523438 Penalty: 695.294983 Iteration 23Q: 3 clusters Score -107262.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -107263.859375 Penalty: 695.294983 Iteration 24Q: 3 clusters Score -107263.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -107264.367188 Penalty: 695.294983 Iteration 25Q: 3 clusters Score -107264.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -107265.093750 Penalty: 695.294983 Iteration 26Q: 3 clusters Score -107265.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -107265.460938 Penalty: 695.294983 Iteration 27Q: 3 clusters Score -107265.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -107265.765625 Penalty: 695.294983 Iteration 28Q: 3 clusters Score -107265.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -107266.296875 Penalty: 695.294983 Iteration 29Q: 3 clusters Score -107266.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -107266.562500 Penalty: 695.294983 Iteration 30Q: 3 clusters Score -107266.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -107266.562500 Penalty: 695.294983 Iteration 31F: 3 clusters Score -107266.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -6674.126953 Penalty: 234.737015 Iteration 0F: 2 clusters Score -6674.127 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6413.448242 Penalty: 469.474030 Iteration 0F: 3 clusters Score -6413.448 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6472.821289 Penalty: 469.474030 Iteration 1F: 3 clusters Score -6472.821 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6491.856445 Penalty: 469.474030 Iteration 2F: 3 clusters Score -6491.856 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6520.347656 Penalty: 469.474030 Iteration 3F: 3 clusters Score -6520.348 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6542.681152 Penalty: 469.474030 Iteration 4F: 3 clusters Score -6542.681 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6565.142578 Penalty: 469.474030 Iteration 5F: 3 clusters Score -6565.143 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6587.286133 Penalty: 469.474030 Iteration 6Q: 3 clusters Score -6587.286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6597.532715 Penalty: 469.474030 Iteration 7Q: 3 clusters Score -6597.533 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6634.783203 Penalty: 469.474030 Iteration 8Q: 3 clusters Score -6634.783 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6649.157715 Penalty: 469.474030 Iteration 9Q: 3 clusters Score -6649.158 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6662.972168 Penalty: 469.474030 Iteration 10Q: 3 clusters Score -6662.972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6667.495117 Penalty: 469.474030 Iteration 11Q: 3 clusters Score -6667.495 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6678.563965 Penalty: 469.474030 Iteration 12Q: 3 clusters Score -6678.564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6681.646484 Penalty: 469.474030 Iteration 13Q: 3 clusters Score -6681.646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6688.254395 Penalty: 469.474030 Iteration 14Q: 3 clusters Score -6688.254 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6689.916504 Penalty: 469.474030 Iteration 15Q: 3 clusters Score -6689.917 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6692.285645 Penalty: 469.474030 Iteration 16Q: 3 clusters Score -6692.286 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6692.285645 Penalty: 469.474030 Iteration 17F: 3 clusters Score -6692.286 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 54602 members Mstep: Class 3 contains 33265 members Mstep: Class 4 contains 2081 members Mstep: Class 5 contains 91 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 204 members Mstep: Class 11 contains 436 members Mstep: Class 12 contains 16880 members Mstep: Class 13 contains 517 members Mstep: Class 14 contains 3931 members Mstep: Class 15 contains 4236 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 127 members Mstep: Class 18 contains 27876 members Mstep: Class 19 contains 1794 members Mstep: Class 20 contains 670 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 426 members Mstep: Class 23 contains 200620 members Mstep: Class 24 contains 420 members Mstep: Class 25 contains 150413 members Mstep: Class 26 contains 78 members Mstep: Class 27 contains 231 members Mstep: Class 28 contains 83 members Entering Unmasked Estep Score: -24279974.000000 Penalty: 16732.337891 Splitting cluster 5 changes total score from -24280336.000000 to -24279974.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Entering Unmasked Estep Score: -16526.664062 Penalty: 267.691162 Iteration 0F: 2 clusters Score -16526.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -16161.245117 Penalty: 535.382324 Iteration 0F: 3 clusters Score -16161.25 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16312.875000 Penalty: 535.382324 Iteration 1F: 3 clusters Score -16312.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -16353.319336 Penalty: 535.382324 Iteration 2F: 3 clusters Score -16353.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16374.361328 Penalty: 535.382324 Iteration 3Q: 3 clusters Score -16374.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16381.195312 Penalty: 535.382324 Iteration 4Q: 3 clusters Score -16381.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16384.751953 Penalty: 535.382324 Iteration 5Q: 3 clusters Score -16384.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16385.396484 Penalty: 535.382324 Iteration 6Q: 3 clusters Score -16385.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16385.396484 Penalty: 535.382324 Iteration 7F: 3 clusters Score -16385.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Entering Unmasked Estep Score: -40518.531250 Penalty: 310.211304 Iteration 0F: 2 clusters Score -40518.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -39763.324219 Penalty: 620.422607 Iteration 0F: 3 clusters Score -39763.32 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -40021.441406 Penalty: 620.422607 Iteration 1F: 3 clusters Score -40021.44 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -40093.921875 Penalty: 620.422607 Iteration 2F: 3 clusters Score -40093.92 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -40155.046875 Penalty: 620.422607 Iteration 3F: 3 clusters Score -40155.05 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -40212.460938 Penalty: 620.422607 Iteration 4F: 3 clusters Score -40212.46 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -40269.199219 Penalty: 620.422607 Iteration 5F: 3 clusters Score -40269.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -40311.742188 Penalty: 620.422607 Iteration 6F: 3 clusters Score -40311.74 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -40346.601562 Penalty: 620.422607 Iteration 7Q: 3 clusters Score -40346.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -40375.667969 Penalty: 620.422607 Iteration 8Q: 3 clusters Score -40375.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -40394.628906 Penalty: 620.422607 Iteration 9Q: 3 clusters Score -40394.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -40397.250000 Penalty: 620.422607 Iteration 10Q: 3 clusters Score -40397.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -40398.851562 Penalty: 620.422607 Iteration 11Q: 3 clusters Score -40398.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -40399.859375 Penalty: 620.422607 Iteration 12Q: 3 clusters Score -40399.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -40401.187500 Penalty: 620.422607 Iteration 13Q: 3 clusters Score -40401.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -40401.187500 Penalty: 620.422607 Iteration 14F: 3 clusters Score -40401.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Entering Unmasked Estep Score: -70184.640625 Penalty: 331.271729 Iteration 0F: 2 clusters Score -70184.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -69080.968750 Penalty: 662.543457 Iteration 0F: 3 clusters Score -69080.97 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -69398.367188 Penalty: 662.543457 Iteration 1F: 3 clusters Score -69398.37 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -69445.445312 Penalty: 662.543457 Iteration 2F: 3 clusters Score -69445.45 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -69486.062500 Penalty: 662.543457 Iteration 3F: 3 clusters Score -69486.06 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -69528.398438 Penalty: 662.543457 Iteration 4Q: 3 clusters Score -69528.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -69558.562500 Penalty: 662.543457 Iteration 5Q: 3 clusters Score -69558.56 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -69578.500000 Penalty: 662.543457 Iteration 6Q: 3 clusters Score -69578.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -69596.750000 Penalty: 662.543457 Iteration 7Q: 3 clusters Score -69596.75 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -69621.687500 Penalty: 662.543457 Iteration 8Q: 3 clusters Score -69621.69 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -69640.546875 Penalty: 662.543457 Iteration 9Q: 3 clusters Score -69640.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -69655.203125 Penalty: 662.543457 Iteration 10Q: 3 clusters Score -69655.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -69668.828125 Penalty: 662.543457 Iteration 11Q: 3 clusters Score -69668.83 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -69682.625000 Penalty: 662.543457 Iteration 12Q: 3 clusters Score -69682.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -69695.859375 Penalty: 662.543457 Iteration 13Q: 3 clusters Score -69695.86 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -69706.789062 Penalty: 662.543457 Iteration 14Q: 3 clusters Score -69706.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -69715.062500 Penalty: 662.543457 Iteration 15Q: 3 clusters Score -69715.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -69719.343750 Penalty: 662.543457 Iteration 16Q: 3 clusters Score -69719.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -69721.406250 Penalty: 662.543457 Iteration 17Q: 3 clusters Score -69721.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -69724.640625 Penalty: 662.543457 Iteration 18Q: 3 clusters Score -69724.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -69726.101562 Penalty: 662.543457 Iteration 19Q: 3 clusters Score -69726.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -69726.851562 Penalty: 662.543457 Iteration 20F: 3 clusters Score -69726.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -69727.132812 Penalty: 662.543457 Iteration 21Q: 3 clusters Score -69727.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -69727.515625 Penalty: 662.543457 Iteration 22Q: 3 clusters Score -69727.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -69728.148438 Penalty: 662.543457 Iteration 23Q: 3 clusters Score -69728.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -69728.507812 Penalty: 662.543457 Iteration 24Q: 3 clusters Score -69728.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -69728.507812 Penalty: 662.543457 Iteration 25Q: 3 clusters Score -69728.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -69728.843750 Penalty: 662.543457 Iteration 26Q: 3 clusters Score -69728.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -69729.562500 Penalty: 662.543457 Iteration 27Q: 3 clusters Score -69729.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -69730.398438 Penalty: 662.543457 Iteration 28Q: 3 clusters Score -69730.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -69731.203125 Penalty: 662.543457 Iteration 29Q: 3 clusters Score -69731.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -69732.171875 Penalty: 662.543457 Iteration 30Q: 3 clusters Score -69732.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -69736.156250 Penalty: 662.543457 Iteration 31Q: 3 clusters Score -69736.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -69740.320312 Penalty: 662.543457 Iteration 32Q: 3 clusters Score -69740.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -69745.304688 Penalty: 662.543457 Iteration 33Q: 3 clusters Score -69745.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -69748.695312 Penalty: 662.543457 Iteration 34Q: 3 clusters Score -69748.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -69749.257812 Penalty: 662.543457 Iteration 35Q: 3 clusters Score -69749.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -69750.242188 Penalty: 662.543457 Iteration 36Q: 3 clusters Score -69750.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -69750.750000 Penalty: 662.543457 Iteration 37Q: 3 clusters Score -69750.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -69752.414062 Penalty: 662.543457 Iteration 38Q: 3 clusters Score -69752.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -69755.757812 Penalty: 662.543457 Iteration 39Q: 3 clusters Score -69755.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -69759.093750 Penalty: 662.543457 Iteration 40F: 3 clusters Score -69759.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -69760.593750 Penalty: 662.543457 Iteration 41Q: 3 clusters Score -69760.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -69762.039062 Penalty: 662.543457 Iteration 42Q: 3 clusters Score -69762.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -69763.406250 Penalty: 662.543457 Iteration 43Q: 3 clusters Score -69763.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -69765.015625 Penalty: 662.543457 Iteration 44Q: 3 clusters Score -69765.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -69767.914062 Penalty: 662.543457 Iteration 45Q: 3 clusters Score -69767.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -69770.648438 Penalty: 662.543457 Iteration 46Q: 3 clusters Score -69770.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -69772.781250 Penalty: 662.543457 Iteration 47Q: 3 clusters Score -69772.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -69773.570312 Penalty: 662.543457 Iteration 48Q: 3 clusters Score -69773.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -69773.960938 Penalty: 662.543457 Iteration 49Q: 3 clusters Score -69773.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -69774.460938 Penalty: 662.543457 Iteration 50Q: 3 clusters Score -69774.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -69774.593750 Penalty: 662.543457 Iteration 51Q: 3 clusters Score -69774.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -69775.304688 Penalty: 662.543457 Iteration 52Q: 3 clusters Score -69775.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -69775.929688 Penalty: 662.543457 Iteration 53Q: 3 clusters Score -69775.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -69776.406250 Penalty: 662.543457 Iteration 54Q: 3 clusters Score -69776.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -69777.250000 Penalty: 662.543457 Iteration 55Q: 3 clusters Score -69777.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -69778.765625 Penalty: 662.543457 Iteration 56Q: 3 clusters Score -69778.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -69780.023438 Penalty: 662.543457 Iteration 57Q: 3 clusters Score -69780.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -69780.710938 Penalty: 662.543457 Iteration 58Q: 3 clusters Score -69780.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -69780.984375 Penalty: 662.543457 Iteration 59Q: 3 clusters Score -69780.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -69781.148438 Penalty: 662.543457 Iteration 60F: 3 clusters Score -69781.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1281 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Entering Unmasked Estep Score: -62353.851562 Penalty: 325.570526 Iteration 0F: 2 clusters Score -62353.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -61370.128906 Penalty: 651.141052 Iteration 0F: 3 clusters Score -61370.13 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -61646.164062 Penalty: 651.141052 Iteration 1F: 3 clusters Score -61646.16 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -61694.546875 Penalty: 651.141052 Iteration 2F: 3 clusters Score -61694.55 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -61723.449219 Penalty: 651.141052 Iteration 3Q: 3 clusters Score -61723.45 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -61753.214844 Penalty: 651.141052 Iteration 4Q: 3 clusters Score -61753.21 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -61776.925781 Penalty: 651.141052 Iteration 5Q: 3 clusters Score -61776.93 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -61808.031250 Penalty: 651.141052 Iteration 6Q: 3 clusters Score -61808.03 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -61834.304688 Penalty: 651.141052 Iteration 7Q: 3 clusters Score -61834.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -61853.210938 Penalty: 651.141052 Iteration 8Q: 3 clusters Score -61853.21 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -61870.113281 Penalty: 651.141052 Iteration 9Q: 3 clusters Score -61870.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -61882.214844 Penalty: 651.141052 Iteration 10Q: 3 clusters Score -61882.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -61895.132812 Penalty: 651.141052 Iteration 11Q: 3 clusters Score -61895.13 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -61908.390625 Penalty: 651.141052 Iteration 12Q: 3 clusters Score -61908.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -61922.285156 Penalty: 651.141052 Iteration 13Q: 3 clusters Score -61922.29 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -61944.550781 Penalty: 651.141052 Iteration 14Q: 3 clusters Score -61944.55 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -61968.925781 Penalty: 651.141052 Iteration 15Q: 3 clusters Score -61968.93 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -61988.761719 Penalty: 651.141052 Iteration 16Q: 3 clusters Score -61988.76 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -62006.574219 Penalty: 651.141052 Iteration 17Q: 3 clusters Score -62006.57 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -62019.484375 Penalty: 651.141052 Iteration 18Q: 3 clusters Score -62019.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -62031.753906 Penalty: 651.141052 Iteration 19Q: 3 clusters Score -62031.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -62040.050781 Penalty: 651.141052 Iteration 20F: 3 clusters Score -62040.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -62047.343750 Penalty: 651.141052 Iteration 21Q: 3 clusters Score -62047.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -62053.121094 Penalty: 651.141052 Iteration 22Q: 3 clusters Score -62053.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -62055.105469 Penalty: 651.141052 Iteration 23Q: 3 clusters Score -62055.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -62056.367188 Penalty: 651.141052 Iteration 24Q: 3 clusters Score -62056.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -62057.226562 Penalty: 651.141052 Iteration 25Q: 3 clusters Score -62057.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -62059.593750 Penalty: 651.141052 Iteration 26Q: 3 clusters Score -62059.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -62060.953125 Penalty: 651.141052 Iteration 27Q: 3 clusters Score -62060.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -62061.148438 Penalty: 651.141052 Iteration 28Q: 3 clusters Score -62061.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -62061.148438 Penalty: 651.141052 Iteration 29F: 3 clusters Score -62061.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (204 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Entering Unmasked Estep Score: -8526.715820 Penalty: 241.974457 Iteration 0F: 2 clusters Score -8526.716 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8232.469727 Penalty: 483.948914 Iteration 0F: 3 clusters Score -8232.47 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8294.741211 Penalty: 483.948914 Iteration 1F: 3 clusters Score -8294.741 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8325.199219 Penalty: 483.948914 Iteration 2F: 3 clusters Score -8325.199 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8369.769531 Penalty: 483.948914 Iteration 3F: 3 clusters Score -8369.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8388.668945 Penalty: 483.948914 Iteration 4F: 3 clusters Score -8388.669 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8400.182617 Penalty: 483.948914 Iteration 5Q: 3 clusters Score -8400.183 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -8408.604492 Penalty: 483.948914 Iteration 6Q: 3 clusters Score -8408.604 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -8422.220703 Penalty: 483.948914 Iteration 7Q: 3 clusters Score -8422.221 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -8431.662109 Penalty: 483.948914 Iteration 8Q: 3 clusters Score -8431.662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -8434.072266 Penalty: 483.948914 Iteration 9Q: 3 clusters Score -8434.072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -8435.537109 Penalty: 483.948914 Iteration 10Q: 3 clusters Score -8435.537 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -8436.843750 Penalty: 483.948914 Iteration 11Q: 3 clusters Score -8436.844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -8439.735352 Penalty: 483.948914 Iteration 12Q: 3 clusters Score -8439.735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -8440.525391 Penalty: 483.948914 Iteration 13Q: 3 clusters Score -8440.525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -8442.370117 Penalty: 483.948914 Iteration 14Q: 3 clusters Score -8442.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -8444.590820 Penalty: 483.948914 Iteration 15Q: 3 clusters Score -8444.591 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -8444.590820 Penalty: 483.948914 Iteration 16F: 3 clusters Score -8444.591 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (436 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Entering Unmasked Estep Score: -18060.464844 Penalty: 276.532745 Iteration 0F: 2 clusters Score -18060.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -17609.207031 Penalty: 553.065491 Iteration 0F: 3 clusters Score -17609.21 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -17724.671875 Penalty: 553.065491 Iteration 1F: 3 clusters Score -17724.67 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -17764.005859 Penalty: 553.065491 Iteration 2F: 3 clusters Score -17764.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -17803.968750 Penalty: 553.065491 Iteration 3F: 3 clusters Score -17803.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -17826.734375 Penalty: 553.065491 Iteration 4Q: 3 clusters Score -17826.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -17840.121094 Penalty: 553.065491 Iteration 5Q: 3 clusters Score -17840.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -17849.808594 Penalty: 553.065491 Iteration 6Q: 3 clusters Score -17849.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -17856.718750 Penalty: 553.065491 Iteration 7Q: 3 clusters Score -17856.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -17859.021484 Penalty: 553.065491 Iteration 8Q: 3 clusters Score -17859.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -17862.519531 Penalty: 553.065491 Iteration 9Q: 3 clusters Score -17862.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -17869.283203 Penalty: 553.065491 Iteration 10Q: 3 clusters Score -17869.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -17877.634766 Penalty: 553.065491 Iteration 11Q: 3 clusters Score -17877.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -17883.730469 Penalty: 553.065491 Iteration 12Q: 3 clusters Score -17883.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -17888.896484 Penalty: 553.065491 Iteration 13Q: 3 clusters Score -17888.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -17904.634766 Penalty: 553.065491 Iteration 14Q: 3 clusters Score -17904.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -17930.023438 Penalty: 553.065491 Iteration 15Q: 3 clusters Score -17930.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -17969.244141 Penalty: 553.065491 Iteration 16Q: 3 clusters Score -17969.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -18004.623047 Penalty: 553.065491 Iteration 17Q: 3 clusters Score -18004.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -18012.634766 Penalty: 553.065491 Iteration 18Q: 3 clusters Score -18012.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -18015.013672 Penalty: 553.065491 Iteration 19Q: 3 clusters Score -18015.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -18015.013672 Penalty: 553.065491 Iteration 20F: 3 clusters Score -18015.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (16880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Entering Unmasked Estep Score: -872657.875000 Penalty: 442.891754 Iteration 0F: 2 clusters Score -872657.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -861309.000000 Penalty: 885.783508 Iteration 0F: 3 clusters Score -861309 nChanged 8026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -865900.875000 Penalty: 885.783508 Iteration 1F: 3 clusters Score -865900.9 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8524 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -866198.562500 Penalty: 885.783508 Iteration 2Q: 3 clusters Score -866198.6 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -866657.125000 Penalty: 885.783508 Iteration 3Q: 3 clusters Score -866657.1 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -867400.812500 Penalty: 885.783508 Iteration 4F: 3 clusters Score -867400.8 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -868429.375000 Penalty: 885.783508 Iteration 5F: 3 clusters Score -868429.4 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -869509.125000 Penalty: 885.783508 Iteration 6F: 3 clusters Score -869509.1 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -870357.875000 Penalty: 885.783508 Iteration 7F: 3 clusters Score -870357.9 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -870814.312500 Penalty: 885.783508 Iteration 8Q: 3 clusters Score -870814.3 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8022 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -871079.437500 Penalty: 885.783508 Iteration 9Q: 3 clusters Score -871079.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 9006 members Entering Unmasked Estep Score: -871294.187500 Penalty: 885.783508 Iteration 10Q: 3 clusters Score -871294.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -871494.687500 Penalty: 885.783508 Iteration 11Q: 3 clusters Score -871494.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 9232 members Entering Unmasked Estep Score: -871658.750000 Penalty: 885.783508 Iteration 12Q: 3 clusters Score -871658.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -871768.750000 Penalty: 885.783508 Iteration 13Q: 3 clusters Score -871768.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -871847.125000 Penalty: 885.783508 Iteration 14Q: 3 clusters Score -871847.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -871891.562500 Penalty: 885.783508 Iteration 15Q: 3 clusters Score -871891.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -871917.312500 Penalty: 885.783508 Iteration 16Q: 3 clusters Score -871917.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -871932.062500 Penalty: 885.783508 Iteration 17Q: 3 clusters Score -871932.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -871939.437500 Penalty: 885.783508 Iteration 18Q: 3 clusters Score -871939.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -871951.312500 Penalty: 885.783508 Iteration 19Q: 3 clusters Score -871951.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -871954.125000 Penalty: 885.783508 Iteration 20F: 3 clusters Score -871954.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 9599 members Entering Unmasked Estep Score: -871957.062500 Penalty: 885.783508 Iteration 21Q: 3 clusters Score -871957.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -871958.875000 Penalty: 885.783508 Iteration 22Q: 3 clusters Score -871958.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 9657 members Entering Unmasked Estep Score: -871960.687500 Penalty: 885.783508 Iteration 23Q: 3 clusters Score -871960.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -871962.375000 Penalty: 885.783508 Iteration 24Q: 3 clusters Score -871962.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -871964.312500 Penalty: 885.783508 Iteration 25Q: 3 clusters Score -871964.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -871967.187500 Penalty: 885.783508 Iteration 26Q: 3 clusters Score -871967.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -871967.750000 Penalty: 885.783508 Iteration 27Q: 3 clusters Score -871967.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 9808 members Entering Unmasked Estep Score: -871969.375000 Penalty: 885.783508 Iteration 28Q: 3 clusters Score -871969.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 9831 members Entering Unmasked Estep Score: -871970.750000 Penalty: 885.783508 Iteration 29Q: 3 clusters Score -871970.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -871976.187500 Penalty: 885.783508 Iteration 30Q: 3 clusters Score -871976.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -871979.000000 Penalty: 885.783508 Iteration 31Q: 3 clusters Score -871979 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -871979.000000 Penalty: 885.783508 Iteration 32Q: 3 clusters Score -871979 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 9955 members Entering Unmasked Estep Score: -871979.312500 Penalty: 885.783508 Iteration 33Q: 3 clusters Score -871979.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 9977 members Entering Unmasked Estep Score: -871981.312500 Penalty: 885.783508 Iteration 34Q: 3 clusters Score -871981.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -871980.750000 Penalty: 885.783508 Iteration 35Q: 3 clusters Score -871980.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -871979.812500 Penalty: 885.783508 Iteration 36Q: 3 clusters Score -871979.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6850 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -871982.562500 Penalty: 885.783508 Iteration 37Q: 3 clusters Score -871982.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -871983.687500 Penalty: 885.783508 Iteration 38Q: 3 clusters Score -871983.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 10072 members Entering Unmasked Estep Score: -871986.000000 Penalty: 885.783508 Iteration 39Q: 3 clusters Score -871986 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 10096 members Entering Unmasked Estep Score: -871986.250000 Penalty: 885.783508 Iteration 40F: 3 clusters Score -871986.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 10111 members Entering Unmasked Estep Score: -871987.250000 Penalty: 885.783508 Iteration 41Q: 3 clusters Score -871987.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -871986.812500 Penalty: 885.783508 Iteration 42Q: 3 clusters Score -871986.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -871987.187500 Penalty: 885.783508 Iteration 43Q: 3 clusters Score -871987.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 10145 members Entering Unmasked Estep Score: -871988.250000 Penalty: 885.783508 Iteration 44Q: 3 clusters Score -871988.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -871990.875000 Penalty: 885.783508 Iteration 45Q: 3 clusters Score -871990.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -871992.875000 Penalty: 885.783508 Iteration 46Q: 3 clusters Score -871992.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -871992.000000 Penalty: 885.783508 Iteration 47Q: 3 clusters Score -871992 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -871991.312500 Penalty: 885.783508 Iteration 48Q: 3 clusters Score -871991.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -871992.312500 Penalty: 885.783508 Iteration 49Q: 3 clusters Score -871992.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -871990.625000 Penalty: 885.783508 Iteration 50Q: 3 clusters Score -871990.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -871992.000000 Penalty: 885.783508 Iteration 51Q: 3 clusters Score -871992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -871991.687500 Penalty: 885.783508 Iteration 52Q: 3 clusters Score -871991.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -871991.250000 Penalty: 885.783508 Iteration 53Q: 3 clusters Score -871991.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -871992.687500 Penalty: 885.783508 Iteration 54Q: 3 clusters Score -871992.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -871993.875000 Penalty: 885.783508 Iteration 55Q: 3 clusters Score -871993.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -871993.125000 Penalty: 885.783508 Iteration 56Q: 3 clusters Score -871993.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -871994.500000 Penalty: 885.783508 Iteration 57Q: 3 clusters Score -871994.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -871994.312500 Penalty: 885.783508 Iteration 58Q: 3 clusters Score -871994.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -871995.312500 Penalty: 885.783508 Iteration 59Q: 3 clusters Score -871995.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 10329 members Entering Unmasked Estep Score: -871996.750000 Penalty: 885.783508 Iteration 60F: 3 clusters Score -871996.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -871997.062500 Penalty: 885.783508 Iteration 61Q: 3 clusters Score -871997.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -871999.687500 Penalty: 885.783508 Iteration 62Q: 3 clusters Score -871999.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 10369 members Entering Unmasked Estep Score: -871998.687500 Penalty: 885.783508 Iteration 63Q: 3 clusters Score -871998.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 10379 members Entering Unmasked Estep Score: -871999.875000 Penalty: 885.783508 Iteration 64Q: 3 clusters Score -871999.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -871999.500000 Penalty: 885.783508 Iteration 65Q: 3 clusters Score -871999.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -872000.750000 Penalty: 885.783508 Iteration 66Q: 3 clusters Score -872000.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -872003.500000 Penalty: 885.783508 Iteration 67Q: 3 clusters Score -872003.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 10452 members Entering Unmasked Estep Score: -872005.125000 Penalty: 885.783508 Iteration 68Q: 3 clusters Score -872005.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -872004.187500 Penalty: 885.783508 Iteration 69Q: 3 clusters Score -872004.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -872003.625000 Penalty: 885.783508 Iteration 70Q: 3 clusters Score -872003.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 10495 members Entering Unmasked Estep Score: -872004.187500 Penalty: 885.783508 Iteration 71Q: 3 clusters Score -872004.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -872003.625000 Penalty: 885.783508 Iteration 72Q: 3 clusters Score -872003.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -872005.687500 Penalty: 885.783508 Iteration 73Q: 3 clusters Score -872005.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -872004.750000 Penalty: 885.783508 Iteration 74Q: 3 clusters Score -872004.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -872007.062500 Penalty: 885.783508 Iteration 75Q: 3 clusters Score -872007.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 10563 members Entering Unmasked Estep Score: -872007.250000 Penalty: 885.783508 Iteration 76Q: 3 clusters Score -872007.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -872007.187500 Penalty: 885.783508 Iteration 77Q: 3 clusters Score -872007.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 10579 members Entering Unmasked Estep Score: -872010.812500 Penalty: 885.783508 Iteration 78Q: 3 clusters Score -872010.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -872012.125000 Penalty: 885.783508 Iteration 79Q: 3 clusters Score -872012.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -872012.812500 Penalty: 885.783508 Iteration 80F: 3 clusters Score -872012.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -872013.312500 Penalty: 885.783508 Iteration 81Q: 3 clusters Score -872013.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -872010.562500 Penalty: 885.783508 Iteration 82Q: 3 clusters Score -872010.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 10640 members Entering Unmasked Estep Score: -872012.062500 Penalty: 885.783508 Iteration 83Q: 3 clusters Score -872012.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -872013.312500 Penalty: 885.783508 Iteration 84Q: 3 clusters Score -872013.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 10673 members Entering Unmasked Estep Score: -872013.312500 Penalty: 885.783508 Iteration 85Q: 3 clusters Score -872013.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -872012.625000 Penalty: 885.783508 Iteration 86Q: 3 clusters Score -872012.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 10715 members Entering Unmasked Estep Score: -872014.375000 Penalty: 885.783508 Iteration 87Q: 3 clusters Score -872014.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 10723 members Entering Unmasked Estep Score: -872014.937500 Penalty: 885.783508 Iteration 88Q: 3 clusters Score -872014.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 10734 members Entering Unmasked Estep Score: -872015.625000 Penalty: 885.783508 Iteration 89Q: 3 clusters Score -872015.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 10739 members Entering Unmasked Estep Score: -872016.625000 Penalty: 885.783508 Iteration 90Q: 3 clusters Score -872016.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 10741 members Entering Unmasked Estep Score: -872017.000000 Penalty: 885.783508 Iteration 91Q: 3 clusters Score -872017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -872016.687500 Penalty: 885.783508 Iteration 92Q: 3 clusters Score -872016.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -872015.187500 Penalty: 885.783508 Iteration 93Q: 3 clusters Score -872015.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 10745 members Entering Unmasked Estep Score: -872014.375000 Penalty: 885.783508 Iteration 94Q: 3 clusters Score -872014.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -872014.312500 Penalty: 885.783508 Iteration 95Q: 3 clusters Score -872014.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6132 members Mstep: Class 2 contains 10748 members Entering Unmasked Estep Score: -872014.062500 Penalty: 885.783508 Iteration 96Q: 3 clusters Score -872014.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -872016.312500 Penalty: 885.783508 Iteration 97Q: 3 clusters Score -872016.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -872016.687500 Penalty: 885.783508 Iteration 98Q: 3 clusters Score -872016.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -872016.437500 Penalty: 885.783508 Iteration 99Q: 3 clusters Score -872016.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 10760 members Entering Unmasked Estep Score: -872016.312500 Penalty: 885.783508 Iteration 100F: 3 clusters Score -872016.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 10761 members Entering Unmasked Estep Score: -872016.937500 Penalty: 885.783508 Iteration 101Q: 3 clusters Score -872016.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6118 members Mstep: Class 2 contains 10762 members Entering Unmasked Estep Score: -872018.062500 Penalty: 885.783508 Iteration 102Q: 3 clusters Score -872018.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 10763 members Entering Unmasked Estep Score: -872017.625000 Penalty: 885.783508 Iteration 103Q: 3 clusters Score -872017.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 10763 members Entering Unmasked Estep Score: -872017.625000 Penalty: 885.783508 Iteration 104F: 3 clusters Score -872017.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -22093.019531 Penalty: 284.285950 Iteration 0F: 2 clusters Score -22093.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -21597.628906 Penalty: 568.571899 Iteration 0F: 3 clusters Score -21597.63 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -21743.470703 Penalty: 568.571899 Iteration 1F: 3 clusters Score -21743.47 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -21792.722656 Penalty: 568.571899 Iteration 2F: 3 clusters Score -21792.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -21815.652344 Penalty: 568.571899 Iteration 3F: 3 clusters Score -21815.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -21836.582031 Penalty: 568.571899 Iteration 4Q: 3 clusters Score -21836.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -21851.902344 Penalty: 568.571899 Iteration 5Q: 3 clusters Score -21851.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -21861.160156 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -21861.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -21867.191406 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -21867.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -21875.003906 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -21875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -21879.015625 Penalty: 568.571899 Iteration 9Q: 3 clusters Score -21879.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -21883.406250 Penalty: 568.571899 Iteration 10Q: 3 clusters Score -21883.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -21887.339844 Penalty: 568.571899 Iteration 11Q: 3 clusters Score -21887.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -21888.966797 Penalty: 568.571899 Iteration 12Q: 3 clusters Score -21888.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -21893.111328 Penalty: 568.571899 Iteration 13Q: 3 clusters Score -21893.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -21898.810547 Penalty: 568.571899 Iteration 14Q: 3 clusters Score -21898.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -21906.113281 Penalty: 568.571899 Iteration 15Q: 3 clusters Score -21906.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -21914.613281 Penalty: 568.571899 Iteration 16Q: 3 clusters Score -21914.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -21916.351562 Penalty: 568.571899 Iteration 17Q: 3 clusters Score -21916.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -21918.728516 Penalty: 568.571899 Iteration 18Q: 3 clusters Score -21918.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -21919.878906 Penalty: 568.571899 Iteration 19Q: 3 clusters Score -21919.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -21920.521484 Penalty: 568.571899 Iteration 20F: 3 clusters Score -21920.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -21921.185547 Penalty: 568.571899 Iteration 21Q: 3 clusters Score -21921.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -21921.578125 Penalty: 568.571899 Iteration 22Q: 3 clusters Score -21921.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -21921.958984 Penalty: 568.571899 Iteration 23Q: 3 clusters Score -21921.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -21921.958984 Penalty: 568.571899 Iteration 24F: 3 clusters Score -21921.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Entering Unmasked Estep Score: -196196.343750 Penalty: 376.587555 Iteration 0F: 2 clusters Score -196196.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -193530.781250 Penalty: 753.175110 Iteration 0F: 3 clusters Score -193530.8 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -194481.953125 Penalty: 753.175110 Iteration 1F: 3 clusters Score -194482 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -194639.703125 Penalty: 753.175110 Iteration 2F: 3 clusters Score -194639.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -194782.921875 Penalty: 753.175110 Iteration 3F: 3 clusters Score -194782.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -194887.718750 Penalty: 753.175110 Iteration 4F: 3 clusters Score -194887.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -194948.187500 Penalty: 753.175110 Iteration 5Q: 3 clusters Score -194948.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -194998.125000 Penalty: 753.175110 Iteration 6Q: 3 clusters Score -194998.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -195035.203125 Penalty: 753.175110 Iteration 7Q: 3 clusters Score -195035.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -195055.625000 Penalty: 753.175110 Iteration 8Q: 3 clusters Score -195055.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -195064.890625 Penalty: 753.175110 Iteration 9Q: 3 clusters Score -195064.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -195071.875000 Penalty: 753.175110 Iteration 10Q: 3 clusters Score -195071.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -195076.890625 Penalty: 753.175110 Iteration 11Q: 3 clusters Score -195076.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -195080.390625 Penalty: 753.175110 Iteration 12Q: 3 clusters Score -195080.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -195084.781250 Penalty: 753.175110 Iteration 13Q: 3 clusters Score -195084.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -195088.093750 Penalty: 753.175110 Iteration 14Q: 3 clusters Score -195088.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -195091.234375 Penalty: 753.175110 Iteration 15Q: 3 clusters Score -195091.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -195094.984375 Penalty: 753.175110 Iteration 16Q: 3 clusters Score -195095 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -195099.140625 Penalty: 753.175110 Iteration 17Q: 3 clusters Score -195099.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -195103.312500 Penalty: 753.175110 Iteration 18Q: 3 clusters Score -195103.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -195106.750000 Penalty: 753.175110 Iteration 19Q: 3 clusters Score -195106.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -195110.625000 Penalty: 753.175110 Iteration 20F: 3 clusters Score -195110.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -195114.906250 Penalty: 753.175110 Iteration 21Q: 3 clusters Score -195114.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -195120.046875 Penalty: 753.175110 Iteration 22Q: 3 clusters Score -195120 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -195127.156250 Penalty: 753.175110 Iteration 23Q: 3 clusters Score -195127.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -195135.125000 Penalty: 753.175110 Iteration 24Q: 3 clusters Score -195135.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -195146.109375 Penalty: 753.175110 Iteration 25Q: 3 clusters Score -195146.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -195163.765625 Penalty: 753.175110 Iteration 26Q: 3 clusters Score -195163.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -195193.593750 Penalty: 753.175110 Iteration 27Q: 3 clusters Score -195193.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -195236.609375 Penalty: 753.175110 Iteration 28Q: 3 clusters Score -195236.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -195284.484375 Penalty: 753.175110 Iteration 29Q: 3 clusters Score -195284.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -195339.593750 Penalty: 753.175110 Iteration 30Q: 3 clusters Score -195339.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -195396.343750 Penalty: 753.175110 Iteration 31Q: 3 clusters Score -195396.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -195465.859375 Penalty: 753.175110 Iteration 32Q: 3 clusters Score -195465.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -195536.593750 Penalty: 753.175110 Iteration 33Q: 3 clusters Score -195536.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -195607.531250 Penalty: 753.175110 Iteration 34Q: 3 clusters Score -195607.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -195667.500000 Penalty: 753.175110 Iteration 35Q: 3 clusters Score -195667.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -195714.890625 Penalty: 753.175110 Iteration 36Q: 3 clusters Score -195714.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -195753.312500 Penalty: 753.175110 Iteration 37Q: 3 clusters Score -195753.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -195782.656250 Penalty: 753.175110 Iteration 38Q: 3 clusters Score -195782.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -195806.890625 Penalty: 753.175110 Iteration 39Q: 3 clusters Score -195806.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -195828.546875 Penalty: 753.175110 Iteration 40F: 3 clusters Score -195828.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -195843.031250 Penalty: 753.175110 Iteration 41Q: 3 clusters Score -195843 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -195852.203125 Penalty: 753.175110 Iteration 42Q: 3 clusters Score -195852.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -195857.328125 Penalty: 753.175110 Iteration 43Q: 3 clusters Score -195857.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -195861.343750 Penalty: 753.175110 Iteration 44Q: 3 clusters Score -195861.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -195863.171875 Penalty: 753.175110 Iteration 45Q: 3 clusters Score -195863.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -195863.484375 Penalty: 753.175110 Iteration 46Q: 3 clusters Score -195863.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -195863.484375 Penalty: 753.175110 Iteration 47F: 3 clusters Score -195863.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Entering Unmasked Estep Score: -195043.171875 Penalty: 379.987549 Iteration 0F: 2 clusters Score -195043.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -192152.656250 Penalty: 759.975098 Iteration 0F: 3 clusters Score -192152.7 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -193149.312500 Penalty: 759.975098 Iteration 1F: 3 clusters Score -193149.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -193257.515625 Penalty: 759.975098 Iteration 2F: 3 clusters Score -193257.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -193406.859375 Penalty: 759.975098 Iteration 3F: 3 clusters Score -193406.9 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -193637.562500 Penalty: 759.975098 Iteration 4F: 3 clusters Score -193637.6 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -193959.843750 Penalty: 759.975098 Iteration 5F: 3 clusters Score -193959.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -194287.937500 Penalty: 759.975098 Iteration 6F: 3 clusters Score -194287.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -194526.421875 Penalty: 759.975098 Iteration 7F: 3 clusters Score -194526.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -194659.250000 Penalty: 759.975098 Iteration 8Q: 3 clusters Score -194659.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -194718.093750 Penalty: 759.975098 Iteration 9Q: 3 clusters Score -194718.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -194754.937500 Penalty: 759.975098 Iteration 10Q: 3 clusters Score -194754.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -194772.718750 Penalty: 759.975098 Iteration 11Q: 3 clusters Score -194772.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -194785.953125 Penalty: 759.975098 Iteration 12Q: 3 clusters Score -194786 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -194794.125000 Penalty: 759.975098 Iteration 13Q: 3 clusters Score -194794.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -194799.062500 Penalty: 759.975098 Iteration 14Q: 3 clusters Score -194799.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -194800.015625 Penalty: 759.975098 Iteration 15Q: 3 clusters Score -194800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -194801.093750 Penalty: 759.975098 Iteration 16Q: 3 clusters Score -194801.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -194802.437500 Penalty: 759.975098 Iteration 17Q: 3 clusters Score -194802.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -194802.437500 Penalty: 759.975098 Iteration 18F: 3 clusters Score -194802.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Entering Unmasked Estep Score: -98348.906250 Penalty: 349.426971 Iteration 0F: 2 clusters Score -98348.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -96880.578125 Penalty: 698.853943 Iteration 0F: 3 clusters Score -96880.58 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -97437.593750 Penalty: 698.853943 Iteration 1F: 3 clusters Score -97437.59 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -97585.609375 Penalty: 698.853943 Iteration 2F: 3 clusters Score -97585.61 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -97721.437500 Penalty: 698.853943 Iteration 3F: 3 clusters Score -97721.44 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -97829.976562 Penalty: 698.853943 Iteration 4F: 3 clusters Score -97829.98 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -97900.890625 Penalty: 698.853943 Iteration 5Q: 3 clusters Score -97900.89 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -97957.062500 Penalty: 698.853943 Iteration 6Q: 3 clusters Score -97957.06 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -98016.250000 Penalty: 698.853943 Iteration 7Q: 3 clusters Score -98016.25 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -98046.132812 Penalty: 698.853943 Iteration 8Q: 3 clusters Score -98046.13 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -98075.859375 Penalty: 698.853943 Iteration 9Q: 3 clusters Score -98075.86 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -98101.007812 Penalty: 698.853943 Iteration 10Q: 3 clusters Score -98101.01 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -98117.882812 Penalty: 698.853943 Iteration 11Q: 3 clusters Score -98117.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -98134.671875 Penalty: 698.853943 Iteration 12Q: 3 clusters Score -98134.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -98140.859375 Penalty: 698.853943 Iteration 13Q: 3 clusters Score -98140.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -98142.265625 Penalty: 698.853943 Iteration 14Q: 3 clusters Score -98142.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -98142.531250 Penalty: 698.853943 Iteration 15Q: 3 clusters Score -98142.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -98142.656250 Penalty: 698.853943 Iteration 16Q: 3 clusters Score -98142.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -98143.664062 Penalty: 698.853943 Iteration 17Q: 3 clusters Score -98143.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -98145.742188 Penalty: 698.853943 Iteration 18Q: 3 clusters Score -98145.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -98146.414062 Penalty: 698.853943 Iteration 19Q: 3 clusters Score -98146.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -98147.039062 Penalty: 698.853943 Iteration 20F: 3 clusters Score -98147.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -98147.804688 Penalty: 698.853943 Iteration 21Q: 3 clusters Score -98147.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -98148.171875 Penalty: 698.853943 Iteration 22Q: 3 clusters Score -98148.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -98148.351562 Penalty: 698.853943 Iteration 23Q: 3 clusters Score -98148.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -98148.562500 Penalty: 698.853943 Iteration 24Q: 3 clusters Score -98148.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -98148.562500 Penalty: 698.853943 Iteration 25F: 3 clusters Score -98148.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Entering Unmasked Estep Score: -5939.401367 Penalty: 220.410522 Iteration 0F: 2 clusters Score -5939.401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5707.801270 Penalty: 440.821045 Iteration 0F: 3 clusters Score -5707.801 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5748.345703 Penalty: 440.821045 Iteration 1F: 3 clusters Score -5748.346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5749.888672 Penalty: 440.821045 Iteration 2Q: 3 clusters Score -5749.889 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5750.395020 Penalty: 440.821045 Iteration 3Q: 3 clusters Score -5750.395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5750.395020 Penalty: 440.821045 Iteration 4F: 3 clusters Score -5750.395 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (27876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27876 members Entering Unmasked Estep Score: -1308771.625000 Penalty: 465.716217 Iteration 0F: 2 clusters Score -1308772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13839 members Mstep: Class 2 contains 14037 members Entering Unmasked Estep Score: -1290252.500000 Penalty: 931.432434 Iteration 0F: 3 clusters Score -1290252 nChanged 13299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 15790 members Entering Unmasked Estep Score: -1298929.750000 Penalty: 931.432434 Iteration 1F: 3 clusters Score -1298930 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11120 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -1300033.125000 Penalty: 931.432434 Iteration 2F: 3 clusters Score -1300033 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 17815 members Entering Unmasked Estep Score: -1301231.625000 Penalty: 931.432434 Iteration 3F: 3 clusters Score -1301232 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 18930 members Entering Unmasked Estep Score: -1302296.250000 Penalty: 931.432434 Iteration 4F: 3 clusters Score -1302296 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 19987 members Entering Unmasked Estep Score: -1303308.250000 Penalty: 931.432434 Iteration 5F: 3 clusters Score -1303308 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 21043 members Entering Unmasked Estep Score: -1304477.125000 Penalty: 931.432434 Iteration 6Q: 3 clusters Score -1304477 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 21912 members Entering Unmasked Estep Score: -1305572.750000 Penalty: 931.432434 Iteration 7Q: 3 clusters Score -1305573 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 22624 members Entering Unmasked Estep Score: -1306407.625000 Penalty: 931.432434 Iteration 8Q: 3 clusters Score -1306408 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 23251 members Entering Unmasked Estep Score: -1306953.750000 Penalty: 931.432434 Iteration 9Q: 3 clusters Score -1306954 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 23802 members Entering Unmasked Estep Score: -1307354.750000 Penalty: 931.432434 Iteration 10Q: 3 clusters Score -1307355 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 24271 members Entering Unmasked Estep Score: -1307659.000000 Penalty: 931.432434 Iteration 11Q: 3 clusters Score -1307659 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 24675 members Entering Unmasked Estep Score: -1307912.750000 Penalty: 931.432434 Iteration 12Q: 3 clusters Score -1307913 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 25005 members Entering Unmasked Estep Score: -1308097.750000 Penalty: 931.432434 Iteration 13Q: 3 clusters Score -1308098 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 25285 members Entering Unmasked Estep Score: -1308243.250000 Penalty: 931.432434 Iteration 14Q: 3 clusters Score -1308243 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 25513 members Entering Unmasked Estep Score: -1308336.250000 Penalty: 931.432434 Iteration 15Q: 3 clusters Score -1308336 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 25699 members Entering Unmasked Estep Score: -1308409.125000 Penalty: 931.432434 Iteration 16Q: 3 clusters Score -1308409 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 25863 members Entering Unmasked Estep Score: -1308461.125000 Penalty: 931.432434 Iteration 17Q: 3 clusters Score -1308461 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 25995 members Entering Unmasked Estep Score: -1308507.000000 Penalty: 931.432434 Iteration 18Q: 3 clusters Score -1308507 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 26111 members Entering Unmasked Estep Score: -1308547.125000 Penalty: 931.432434 Iteration 19Q: 3 clusters Score -1308547 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 26205 members Entering Unmasked Estep Score: -1308571.250000 Penalty: 931.432434 Iteration 20F: 3 clusters Score -1308571 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 26288 members Entering Unmasked Estep Score: -1308594.000000 Penalty: 931.432434 Iteration 21Q: 3 clusters Score -1308594 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 26355 members Entering Unmasked Estep Score: -1308602.875000 Penalty: 931.432434 Iteration 22Q: 3 clusters Score -1308603 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 26411 members Entering Unmasked Estep Score: -1308613.375000 Penalty: 931.432434 Iteration 23Q: 3 clusters Score -1308613 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 26453 members Entering Unmasked Estep Score: -1308622.500000 Penalty: 931.432434 Iteration 24Q: 3 clusters Score -1308622 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 26490 members Entering Unmasked Estep Score: -1308627.125000 Penalty: 931.432434 Iteration 25Q: 3 clusters Score -1308627 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 26522 members Entering Unmasked Estep Score: -1308628.000000 Penalty: 931.432434 Iteration 26Q: 3 clusters Score -1308628 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 26543 members Entering Unmasked Estep Score: -1308628.125000 Penalty: 931.432434 Iteration 27Q: 3 clusters Score -1308628 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 26560 members Entering Unmasked Estep Score: -1308629.125000 Penalty: 931.432434 Iteration 28Q: 3 clusters Score -1308629 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 26573 members Entering Unmasked Estep Score: -1308629.750000 Penalty: 931.432434 Iteration 29Q: 3 clusters Score -1308630 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 26586 members Entering Unmasked Estep Score: -1308631.000000 Penalty: 931.432434 Iteration 30Q: 3 clusters Score -1308631 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 26598 members Entering Unmasked Estep Score: -1308630.750000 Penalty: 931.432434 Iteration 31Q: 3 clusters Score -1308631 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 26612 members Entering Unmasked Estep Score: -1308635.500000 Penalty: 931.432434 Iteration 32Q: 3 clusters Score -1308636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 26619 members Entering Unmasked Estep Score: -1308635.750000 Penalty: 931.432434 Iteration 33Q: 3 clusters Score -1308636 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 26625 members Entering Unmasked Estep Score: -1308635.250000 Penalty: 931.432434 Iteration 34Q: 3 clusters Score -1308635 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 26629 members Entering Unmasked Estep Score: -1308634.125000 Penalty: 931.432434 Iteration 35Q: 3 clusters Score -1308634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 26632 members Entering Unmasked Estep Score: -1308636.000000 Penalty: 931.432434 Iteration 36Q: 3 clusters Score -1308636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 26637 members Entering Unmasked Estep Score: -1308637.500000 Penalty: 931.432434 Iteration 37Q: 3 clusters Score -1308638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 26641 members Entering Unmasked Estep Score: -1308636.000000 Penalty: 931.432434 Iteration 38Q: 3 clusters Score -1308636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 26642 members Entering Unmasked Estep Score: -1308636.125000 Penalty: 931.432434 Iteration 39Q: 3 clusters Score -1308636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 26642 members Entering Unmasked Estep Score: -1308636.125000 Penalty: 931.432434 Iteration 40F: 3 clusters Score -1308636 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Entering Unmasked Estep Score: -95454.609375 Penalty: 340.895233 Iteration 0F: 2 clusters Score -95454.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -94137.906250 Penalty: 681.790466 Iteration 0F: 3 clusters Score -94137.91 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -94524.953125 Penalty: 681.790466 Iteration 1F: 3 clusters Score -94524.95 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -94597.734375 Penalty: 681.790466 Iteration 2F: 3 clusters Score -94597.73 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -94651.929688 Penalty: 681.790466 Iteration 3F: 3 clusters Score -94651.93 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -94711.914062 Penalty: 681.790466 Iteration 4F: 3 clusters Score -94711.91 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -94781.023438 Penalty: 681.790466 Iteration 5F: 3 clusters Score -94781.02 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -94858.078125 Penalty: 681.790466 Iteration 6F: 3 clusters Score -94858.08 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -94938.257812 Penalty: 681.790466 Iteration 7F: 3 clusters Score -94938.26 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -95005.242188 Penalty: 681.790466 Iteration 8Q: 3 clusters Score -95005.24 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -95063.062500 Penalty: 681.790466 Iteration 9Q: 3 clusters Score -95063.06 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -95104.304688 Penalty: 681.790466 Iteration 10Q: 3 clusters Score -95104.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -95131.250000 Penalty: 681.790466 Iteration 11Q: 3 clusters Score -95131.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -95150.632812 Penalty: 681.790466 Iteration 12Q: 3 clusters Score -95150.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -95158.539062 Penalty: 681.790466 Iteration 13Q: 3 clusters Score -95158.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -95170.718750 Penalty: 681.790466 Iteration 14Q: 3 clusters Score -95170.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -95180.875000 Penalty: 681.790466 Iteration 15Q: 3 clusters Score -95180.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -95183.281250 Penalty: 681.790466 Iteration 16Q: 3 clusters Score -95183.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -95184.843750 Penalty: 681.790466 Iteration 17Q: 3 clusters Score -95184.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -95185.164062 Penalty: 681.790466 Iteration 18Q: 3 clusters Score -95185.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -95186.085938 Penalty: 681.790466 Iteration 19Q: 3 clusters Score -95186.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -95186.070312 Penalty: 681.790466 Iteration 20F: 3 clusters Score -95186.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Entering Unmasked Estep Score: -29320.820312 Penalty: 296.081116 Iteration 0F: 2 clusters Score -29320.82 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 312 members Entering Unmasked Estep Score: -28759.441406 Penalty: 592.162231 Iteration 0F: 3 clusters Score -28759.44 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -28929.607422 Penalty: 592.162231 Iteration 1F: 3 clusters Score -28929.61 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28980.701172 Penalty: 592.162231 Iteration 2F: 3 clusters Score -28980.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -29033.369141 Penalty: 592.162231 Iteration 3F: 3 clusters Score -29033.37 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -29074.095703 Penalty: 592.162231 Iteration 4F: 3 clusters Score -29074.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -29114.294922 Penalty: 592.162231 Iteration 5F: 3 clusters Score -29114.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29140.898438 Penalty: 592.162231 Iteration 6Q: 3 clusters Score -29140.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -29170.244141 Penalty: 592.162231 Iteration 7Q: 3 clusters Score -29170.24 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -29186.933594 Penalty: 592.162231 Iteration 8Q: 3 clusters Score -29186.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -29203.255859 Penalty: 592.162231 Iteration 9Q: 3 clusters Score -29203.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -29218.730469 Penalty: 592.162231 Iteration 10Q: 3 clusters Score -29218.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -29220.832031 Penalty: 592.162231 Iteration 11Q: 3 clusters Score -29220.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -29224.416016 Penalty: 592.162231 Iteration 12Q: 3 clusters Score -29224.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -29226.878906 Penalty: 592.162231 Iteration 13Q: 3 clusters Score -29226.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -29233.316406 Penalty: 592.162231 Iteration 14Q: 3 clusters Score -29233.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -29243.441406 Penalty: 592.162231 Iteration 15Q: 3 clusters Score -29243.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -29250.500000 Penalty: 592.162231 Iteration 16Q: 3 clusters Score -29250.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -29256.320312 Penalty: 592.162231 Iteration 17Q: 3 clusters Score -29256.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -29259.501953 Penalty: 592.162231 Iteration 18Q: 3 clusters Score -29259.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -29262.416016 Penalty: 592.162231 Iteration 19Q: 3 clusters Score -29262.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -29265.369141 Penalty: 592.162231 Iteration 20F: 3 clusters Score -29265.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -29268.580078 Penalty: 592.162231 Iteration 21Q: 3 clusters Score -29268.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -29271.439453 Penalty: 592.162231 Iteration 22Q: 3 clusters Score -29271.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -29271.439453 Penalty: 592.162231 Iteration 23F: 3 clusters Score -29271.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Entering Unmasked Estep Score: -4137.797852 Penalty: 215.497025 Iteration 0F: 2 clusters Score -4137.798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -3931.410156 Penalty: 430.994049 Iteration 0F: 3 clusters Score -3931.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -3961.312012 Penalty: 430.994049 Iteration 1F: 3 clusters Score -3961.312 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3965.375488 Penalty: 430.994049 Iteration 2Q: 3 clusters Score -3965.375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3966.459473 Penalty: 430.994049 Iteration 3Q: 3 clusters Score -3966.459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3966.459473 Penalty: 430.994049 Iteration 4F: 3 clusters Score -3966.459 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Entering Unmasked Estep Score: -19385.210938 Penalty: 275.476990 Iteration 0F: 2 clusters Score -19385.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -19003.896484 Penalty: 550.953979 Iteration 0F: 3 clusters Score -19003.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -19128.916016 Penalty: 550.953979 Iteration 1F: 3 clusters Score -19128.92 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -19175.125000 Penalty: 550.953979 Iteration 2F: 3 clusters Score -19175.12 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -19204.656250 Penalty: 550.953979 Iteration 3F: 3 clusters Score -19204.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -19223.130859 Penalty: 550.953979 Iteration 4Q: 3 clusters Score -19223.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19237.367188 Penalty: 550.953979 Iteration 5Q: 3 clusters Score -19237.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -19252.048828 Penalty: 550.953979 Iteration 6Q: 3 clusters Score -19252.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -19267.812500 Penalty: 550.953979 Iteration 7Q: 3 clusters Score -19267.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -19290.048828 Penalty: 550.953979 Iteration 8Q: 3 clusters Score -19290.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -19309.312500 Penalty: 550.953979 Iteration 9Q: 3 clusters Score -19309.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -19314.951172 Penalty: 550.953979 Iteration 10Q: 3 clusters Score -19314.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -19317.964844 Penalty: 550.953979 Iteration 11Q: 3 clusters Score -19317.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -19317.964844 Penalty: 550.953979 Iteration 12F: 3 clusters Score -19317.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (200620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200620 members Entering Unmasked Estep Score: -9870041.000000 Penalty: 555.517090 Iteration 0F: 2 clusters Score -9870041 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100481 members Mstep: Class 2 contains 100139 members Entering Unmasked Estep Score: -9735193.000000 Penalty: 1111.034180 Iteration 0F: 3 clusters Score -9735193 nChanged 98789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102196 members Mstep: Class 2 contains 98424 members Entering Unmasked Estep Score: -9796491.000000 Penalty: 1111.034180 Iteration 1F: 3 clusters Score -9796491 nChanged 7485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102729 members Mstep: Class 2 contains 97891 members Entering Unmasked Estep Score: -9798753.000000 Penalty: 1111.034180 Iteration 2Q: 3 clusters Score -9798753 nChanged 8419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104028 members Mstep: Class 2 contains 96592 members Entering Unmasked Estep Score: -9801882.000000 Penalty: 1111.034180 Iteration 3Q: 3 clusters Score -9801882 nChanged 9222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106690 members Mstep: Class 2 contains 93930 members Entering Unmasked Estep Score: -9806011.000000 Penalty: 1111.034180 Iteration 4Q: 3 clusters Score -9806011 nChanged 10254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111024 members Mstep: Class 2 contains 89596 members Entering Unmasked Estep Score: -9811385.000000 Penalty: 1111.034180 Iteration 5F: 3 clusters Score -9811385 nChanged 11238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116898 members Mstep: Class 2 contains 83722 members Entering Unmasked Estep Score: -9818206.000000 Penalty: 1111.034180 Iteration 6F: 3 clusters Score -9818206 nChanged 11947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123539 members Mstep: Class 2 contains 77081 members Entering Unmasked Estep Score: -9825662.000000 Penalty: 1111.034180 Iteration 7F: 3 clusters Score -9825662 nChanged 11334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129743 members Mstep: Class 2 contains 70877 members Entering Unmasked Estep Score: -9832315.000000 Penalty: 1111.034180 Iteration 8F: 3 clusters Score -9832315 nChanged 9188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134729 members Mstep: Class 2 contains 65891 members Entering Unmasked Estep Score: -9836613.000000 Penalty: 1111.034180 Iteration 9Q: 3 clusters Score -9836613 nChanged 6945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138826 members Mstep: Class 2 contains 61794 members Entering Unmasked Estep Score: -9839016.000000 Penalty: 1111.034180 Iteration 10Q: 3 clusters Score -9839016 nChanged 5214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142636 members Mstep: Class 2 contains 57984 members Entering Unmasked Estep Score: -9840529.000000 Penalty: 1111.034180 Iteration 11Q: 3 clusters Score -9840529 nChanged 4342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146462 members Mstep: Class 2 contains 54158 members Entering Unmasked Estep Score: -9841787.000000 Penalty: 1111.034180 Iteration 12Q: 3 clusters Score -9841787 nChanged 4042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150372 members Mstep: Class 2 contains 50248 members Entering Unmasked Estep Score: -9843126.000000 Penalty: 1111.034180 Iteration 13Q: 3 clusters Score -9843126 nChanged 3952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154296 members Mstep: Class 2 contains 46324 members Entering Unmasked Estep Score: -9844443.000000 Penalty: 1111.034180 Iteration 14Q: 3 clusters Score -9844443 nChanged 3988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158276 members Mstep: Class 2 contains 42344 members Entering Unmasked Estep Score: -9845904.000000 Penalty: 1111.034180 Iteration 15Q: 3 clusters Score -9845904 nChanged 4049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162325 members Mstep: Class 2 contains 38295 members Entering Unmasked Estep Score: -9847503.000000 Penalty: 1111.034180 Iteration 16Q: 3 clusters Score -9847503 nChanged 4039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166362 members Mstep: Class 2 contains 34258 members Entering Unmasked Estep Score: -9849201.000000 Penalty: 1111.034180 Iteration 17Q: 3 clusters Score -9849201 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170306 members Mstep: Class 2 contains 30314 members Entering Unmasked Estep Score: -9850925.000000 Penalty: 1111.034180 Iteration 18Q: 3 clusters Score -9850925 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174152 members Mstep: Class 2 contains 26468 members Entering Unmasked Estep Score: -9852871.000000 Penalty: 1111.034180 Iteration 19Q: 3 clusters Score -9852871 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177866 members Mstep: Class 2 contains 22754 members Entering Unmasked Estep Score: -9855067.000000 Penalty: 1111.034180 Iteration 20F: 3 clusters Score -9855067 nChanged 3554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181416 members Mstep: Class 2 contains 19204 members Entering Unmasked Estep Score: -9857211.000000 Penalty: 1111.034180 Iteration 21Q: 3 clusters Score -9857211 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184610 members Mstep: Class 2 contains 16010 members Entering Unmasked Estep Score: -9859231.000000 Penalty: 1111.034180 Iteration 22Q: 3 clusters Score -9859231 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187485 members Mstep: Class 2 contains 13135 members Entering Unmasked Estep Score: -9861187.000000 Penalty: 1111.034180 Iteration 23Q: 3 clusters Score -9861187 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190099 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -9863063.000000 Penalty: 1111.034180 Iteration 24Q: 3 clusters Score -9863063 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192300 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -9864551.000000 Penalty: 1111.034180 Iteration 25Q: 3 clusters Score -9864551 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194091 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -9865769.000000 Penalty: 1111.034180 Iteration 26Q: 3 clusters Score -9865769 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195604 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -9866876.000000 Penalty: 1111.034180 Iteration 27Q: 3 clusters Score -9866876 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196765 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -9867673.000000 Penalty: 1111.034180 Iteration 28Q: 3 clusters Score -9867673 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197638 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -9868330.000000 Penalty: 1111.034180 Iteration 29Q: 3 clusters Score -9868330 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198263 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -9868822.000000 Penalty: 1111.034180 Iteration 30Q: 3 clusters Score -9868822 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198714 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -9869146.000000 Penalty: 1111.034180 Iteration 31Q: 3 clusters Score -9869146 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199054 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -9869410.000000 Penalty: 1111.034180 Iteration 32Q: 3 clusters Score -9869410 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199259 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -9869557.000000 Penalty: 1111.034180 Iteration 33Q: 3 clusters Score -9869557 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199395 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -9869654.000000 Penalty: 1111.034180 Iteration 34Q: 3 clusters Score -9869654 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199482 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -9869701.000000 Penalty: 1111.034180 Iteration 35Q: 3 clusters Score -9869701 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199534 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -9869763.000000 Penalty: 1111.034180 Iteration 36Q: 3 clusters Score -9869763 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199556 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -9869770.000000 Penalty: 1111.034180 Iteration 37Q: 3 clusters Score -9869770 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199574 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -9869777.000000 Penalty: 1111.034180 Iteration 38Q: 3 clusters Score -9869777 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199581 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -9869783.000000 Penalty: 1111.034180 Iteration 39Q: 3 clusters Score -9869783 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199590 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -9869779.000000 Penalty: 1111.034180 Iteration 40F: 3 clusters Score -9869779 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199600 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -9869788.000000 Penalty: 1111.034180 Iteration 41Q: 3 clusters Score -9869788 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199619 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -9869800.000000 Penalty: 1111.034180 Iteration 42Q: 3 clusters Score -9869800 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199635 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -9869799.000000 Penalty: 1111.034180 Iteration 43Q: 3 clusters Score -9869799 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199647 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -9869802.000000 Penalty: 1111.034180 Iteration 44Q: 3 clusters Score -9869802 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199657 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -9869805.000000 Penalty: 1111.034180 Iteration 45Q: 3 clusters Score -9869805 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199665 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -9869809.000000 Penalty: 1111.034180 Iteration 46Q: 3 clusters Score -9869809 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199669 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -9869807.000000 Penalty: 1111.034180 Iteration 47Q: 3 clusters Score -9869807 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199669 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -9869817.000000 Penalty: 1111.034180 Iteration 48Q: 3 clusters Score -9869817 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199669 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -9869821.000000 Penalty: 1111.034180 Iteration 49Q: 3 clusters Score -9869821 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199668 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -9869826.000000 Penalty: 1111.034180 Iteration 50Q: 3 clusters Score -9869826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199672 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -9869819.000000 Penalty: 1111.034180 Iteration 51Q: 3 clusters Score -9869819 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199679 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -9869827.000000 Penalty: 1111.034180 Iteration 52Q: 3 clusters Score -9869827 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199681 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -9869825.000000 Penalty: 1111.034180 Iteration 53Q: 3 clusters Score -9869825 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199684 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -9869826.000000 Penalty: 1111.034180 Iteration 54Q: 3 clusters Score -9869826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199686 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -9869822.000000 Penalty: 1111.034180 Iteration 55Q: 3 clusters Score -9869822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199688 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -9869827.000000 Penalty: 1111.034180 Iteration 56Q: 3 clusters Score -9869827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199692 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -9869822.000000 Penalty: 1111.034180 Iteration 57Q: 3 clusters Score -9869822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199697 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -9869823.000000 Penalty: 1111.034180 Iteration 58Q: 3 clusters Score -9869823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199703 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -9869828.000000 Penalty: 1111.034180 Iteration 59Q: 3 clusters Score -9869828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199713 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -9869831.000000 Penalty: 1111.034180 Iteration 60F: 3 clusters Score -9869831 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199721 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -9869829.000000 Penalty: 1111.034180 Iteration 61Q: 3 clusters Score -9869829 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199728 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -9869827.000000 Penalty: 1111.034180 Iteration 62Q: 3 clusters Score -9869827 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199734 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -9869822.000000 Penalty: 1111.034180 Iteration 63Q: 3 clusters Score -9869822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199737 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -9869823.000000 Penalty: 1111.034180 Iteration 64Q: 3 clusters Score -9869823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199735 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -9869823.000000 Penalty: 1111.034180 Iteration 65Q: 3 clusters Score -9869823 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199738 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -9869825.000000 Penalty: 1111.034180 Iteration 66Q: 3 clusters Score -9869825 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199744 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -9869827.000000 Penalty: 1111.034180 Iteration 67Q: 3 clusters Score -9869827 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199751 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -9869831.000000 Penalty: 1111.034180 Iteration 68Q: 3 clusters Score -9869831 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199752 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -9869833.000000 Penalty: 1111.034180 Iteration 69Q: 3 clusters Score -9869833 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199758 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -9869834.000000 Penalty: 1111.034180 Iteration 70Q: 3 clusters Score -9869834 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199761 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -9869827.000000 Penalty: 1111.034180 Iteration 71Q: 3 clusters Score -9869827 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199767 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -9869834.000000 Penalty: 1111.034180 Iteration 72Q: 3 clusters Score -9869834 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199772 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -9869836.000000 Penalty: 1111.034180 Iteration 73Q: 3 clusters Score -9869836 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199779 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -9869840.000000 Penalty: 1111.034180 Iteration 74Q: 3 clusters Score -9869840 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199787 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -9869843.000000 Penalty: 1111.034180 Iteration 75Q: 3 clusters Score -9869843 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199799 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -9869845.000000 Penalty: 1111.034180 Iteration 76Q: 3 clusters Score -9869845 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199800 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -9869848.000000 Penalty: 1111.034180 Iteration 77Q: 3 clusters Score -9869848 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199802 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -9869849.000000 Penalty: 1111.034180 Iteration 78Q: 3 clusters Score -9869849 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199801 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -9869852.000000 Penalty: 1111.034180 Iteration 79Q: 3 clusters Score -9869852 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199801 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -9869852.000000 Penalty: 1111.034180 Iteration 80F: 3 clusters Score -9869852 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Entering Unmasked Estep Score: -18821.554688 Penalty: 274.831573 Iteration 0F: 2 clusters Score -18821.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -18387.314453 Penalty: 549.663147 Iteration 0F: 3 clusters Score -18387.31 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18535.560547 Penalty: 549.663147 Iteration 1F: 3 clusters Score -18535.56 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -18588.900391 Penalty: 549.663147 Iteration 2F: 3 clusters Score -18588.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -18623.636719 Penalty: 549.663147 Iteration 3F: 3 clusters Score -18623.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -18637.773438 Penalty: 549.663147 Iteration 4Q: 3 clusters Score -18637.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -18646.625000 Penalty: 549.663147 Iteration 5Q: 3 clusters Score -18646.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -18658.097656 Penalty: 549.663147 Iteration 6Q: 3 clusters Score -18658.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -18676.251953 Penalty: 549.663147 Iteration 7Q: 3 clusters Score -18676.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -18688.947266 Penalty: 549.663147 Iteration 8Q: 3 clusters Score -18688.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -18692.996094 Penalty: 549.663147 Iteration 9Q: 3 clusters Score -18693 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -18695.988281 Penalty: 549.663147 Iteration 10Q: 3 clusters Score -18695.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -18697.847656 Penalty: 549.663147 Iteration 11Q: 3 clusters Score -18697.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -18700.064453 Penalty: 549.663147 Iteration 12Q: 3 clusters Score -18700.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -18702.271484 Penalty: 549.663147 Iteration 13Q: 3 clusters Score -18702.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -18702.958984 Penalty: 549.663147 Iteration 14Q: 3 clusters Score -18702.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -18703.796875 Penalty: 549.663147 Iteration 15Q: 3 clusters Score -18703.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -18707.185547 Penalty: 549.663147 Iteration 16Q: 3 clusters Score -18707.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -18710.482422 Penalty: 549.663147 Iteration 17Q: 3 clusters Score -18710.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -18711.636719 Penalty: 549.663147 Iteration 18Q: 3 clusters Score -18711.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -18717.320312 Penalty: 549.663147 Iteration 19Q: 3 clusters Score -18717.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -18718.919922 Penalty: 549.663147 Iteration 20F: 3 clusters Score -18718.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -18719.626953 Penalty: 549.663147 Iteration 21Q: 3 clusters Score -18719.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -18721.177734 Penalty: 549.663147 Iteration 22Q: 3 clusters Score -18721.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -18722.927734 Penalty: 549.663147 Iteration 23Q: 3 clusters Score -18722.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -18722.927734 Penalty: 549.663147 Iteration 24F: 3 clusters Score -18722.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (150413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150413 members Entering Unmasked Estep Score: -7602982.500000 Penalty: 542.411865 Iteration 0F: 2 clusters Score -7602982 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75537 members Mstep: Class 2 contains 74876 members Entering Unmasked Estep Score: -7509312.500000 Penalty: 1084.823730 Iteration 0F: 3 clusters Score -7509312 nChanged 73945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88754 members Mstep: Class 2 contains 61659 members Entering Unmasked Estep Score: -7555032.000000 Penalty: 1084.823730 Iteration 1F: 3 clusters Score -7555032 nChanged 9171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97673 members Mstep: Class 2 contains 52740 members Entering Unmasked Estep Score: -7559696.000000 Penalty: 1084.823730 Iteration 2F: 3 clusters Score -7559696 nChanged 12763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110292 members Mstep: Class 2 contains 40121 members Entering Unmasked Estep Score: -7567845.500000 Penalty: 1084.823730 Iteration 3F: 3 clusters Score -7567846 nChanged 14118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124298 members Mstep: Class 2 contains 26115 members Entering Unmasked Estep Score: -7578644.500000 Penalty: 1084.823730 Iteration 4F: 3 clusters Score -7578644 nChanged 12141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136405 members Mstep: Class 2 contains 14008 members Entering Unmasked Estep Score: -7589188.000000 Penalty: 1084.823730 Iteration 5F: 3 clusters Score -7589188 nChanged 7696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144093 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -7596471.500000 Penalty: 1084.823730 Iteration 6F: 3 clusters Score -7596472 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147918 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -7600083.500000 Penalty: 1084.823730 Iteration 7Q: 3 clusters Score -7600084 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149536 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -7601673.000000 Penalty: 1084.823730 Iteration 8Q: 3 clusters Score -7601673 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150095 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -7602228.500000 Penalty: 1084.823730 Iteration 9Q: 3 clusters Score -7602228 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150266 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -7602392.500000 Penalty: 1084.823730 Iteration 10Q: 3 clusters Score -7602392 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150313 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7602466.500000 Penalty: 1084.823730 Iteration 11Q: 3 clusters Score -7602466 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150332 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7602484.500000 Penalty: 1084.823730 Iteration 12Q: 3 clusters Score -7602484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150336 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7602490.000000 Penalty: 1084.823730 Iteration 13Q: 3 clusters Score -7602490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150337 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7602489.000000 Penalty: 1084.823730 Iteration 14Q: 3 clusters Score -7602489 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150335 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7602492.000000 Penalty: 1084.823730 Iteration 15Q: 3 clusters Score -7602492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150335 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7602490.000000 Penalty: 1084.823730 Iteration 16Q: 3 clusters Score -7602490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150335 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7602492.000000 Penalty: 1084.823730 Iteration 17Q: 3 clusters Score -7602492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150336 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7602496.500000 Penalty: 1084.823730 Iteration 18Q: 3 clusters Score -7602496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150339 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -7602502.500000 Penalty: 1084.823730 Iteration 19Q: 3 clusters Score -7602502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150341 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7602505.000000 Penalty: 1084.823730 Iteration 20F: 3 clusters Score -7602505 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (78 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Entering Unmasked Estep Score: -3150.837158 Penalty: 198.230255 Iteration 0F: 2 clusters Score -3150.837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -2971.041504 Penalty: 396.460510 Iteration 0F: 3 clusters Score -2971.042 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2994.447754 Penalty: 396.460510 Iteration 1F: 3 clusters Score -2994.448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2996.178223 Penalty: 396.460510 Iteration 2Q: 3 clusters Score -2996.178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2997.963379 Penalty: 396.460510 Iteration 3Q: 3 clusters Score -2997.963 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2997.963379 Penalty: 396.460510 Iteration 4F: 3 clusters Score -2997.963 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Entering Unmasked Estep Score: -8982.185547 Penalty: 247.630005 Iteration 0F: 2 clusters Score -8982.186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8682.371094 Penalty: 495.260010 Iteration 0F: 3 clusters Score -8682.371 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -8762.606445 Penalty: 495.260010 Iteration 1F: 3 clusters Score -8762.606 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -8773.391602 Penalty: 495.260010 Iteration 2F: 3 clusters Score -8773.392 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -8782.714844 Penalty: 495.260010 Iteration 3Q: 3 clusters Score -8782.715 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -8796.049805 Penalty: 495.260010 Iteration 4Q: 3 clusters Score -8796.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -8804.436523 Penalty: 495.260010 Iteration 5Q: 3 clusters Score -8804.437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -8821.167969 Penalty: 495.260010 Iteration 6Q: 3 clusters Score -8821.168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -8839.912109 Penalty: 495.260010 Iteration 7Q: 3 clusters Score -8839.912 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -8845.029297 Penalty: 495.260010 Iteration 8Q: 3 clusters Score -8845.029 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -8845.029297 Penalty: 495.260010 Iteration 9F: 3 clusters Score -8845.029 nChanged 0 --- Evaluating fit on full set of 1517107 points --- Entering Unmasked Estep Score: -72841872.000000 Penalty: 17484.400391 20->28 Clusters: Score -72841872.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 505702 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25360 members Mstep: Class 2 contains 25352 members Mstep: Class 3 contains 25124 members Mstep: Class 4 contains 25090 members Mstep: Class 5 contains 25571 members Mstep: Class 6 contains 25304 members Mstep: Class 7 contains 25443 members Mstep: Class 8 contains 25202 members Mstep: Class 9 contains 25050 members Mstep: Class 10 contains 25183 members Mstep: Class 11 contains 25321 members Mstep: Class 12 contains 25412 members Mstep: Class 13 contains 25443 members Mstep: Class 14 contains 25359 members Mstep: Class 15 contains 25069 members Mstep: Class 16 contains 25493 members Mstep: Class 17 contains 24997 members Mstep: Class 18 contains 25375 members Mstep: Class 19 contains 25119 members Mstep: Class 20 contains 25435 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 0.138882 but Gain 597.583008 Score: -19733034.000000 Penalty: 11354.086914 Iteration 0F: 20 clusters Score -1.973303e+07 nChanged 480115 Entering Unmasked Mstep Mstep: Class 0 contains 3006 members Mstep: Class 1 contains 24606 members Mstep: Class 2 contains 10194 members Mstep: Class 3 contains 6108 members Mstep: Class 4 contains 115 members Mstep: Class 5 contains 326 members Mstep: Class 6 contains 1449 members Mstep: Class 7 contains 4744 members Mstep: Class 8 contains 3634 members Mstep: Class 9 contains 26793 members Mstep: Class 10 contains 6150 members Mstep: Class 11 contains 25870 members Mstep: Class 12 contains 2730 members Mstep: Class 13 contains 50263 members Mstep: Class 14 contains 27658 members Mstep: Class 15 contains 24859 members Mstep: Class 16 contains 15276 members Mstep: Class 18 contains 261223 members Mstep: Class 19 contains 149 members Mstep: Class 20 contains 10549 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 57.418526 but Gain 597.583984 Score: -23264852.000000 Penalty: 10756.502930 Iteration 1F: 19 clusters Score -2.326485e+07 nChanged 156901 Entering Unmasked Mstep Mstep: Class 0 contains 2449 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 1980 members Mstep: Class 3 contains 6436 members Mstep: Class 5 contains 1682 members Mstep: Class 6 contains 3089 members Mstep: Class 7 contains 3296 members Mstep: Class 8 contains 3704 members Mstep: Class 9 contains 17556 members Mstep: Class 10 contains 4301 members Mstep: Class 11 contains 7496 members Mstep: Class 12 contains 3296 members Mstep: Class 13 contains 44332 members Mstep: Class 14 contains 9914 members Mstep: Class 15 contains 21770 members Mstep: Class 16 contains 14498 members Mstep: Class 18 contains 326798 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 11319 members Entering Unmasked Estep ConsiderDeletion Score: -23598112.000000 Penalty: 10756.502930 Iteration 2F: 19 clusters Score -2.359811e+07 nChanged 86930 Entering Unmasked Mstep Mstep: Class 0 contains 2052 members Mstep: Class 1 contains 29630 members Mstep: Class 2 contains 1404 members Mstep: Class 3 contains 8417 members Mstep: Class 5 contains 4426 members Mstep: Class 6 contains 8424 members Mstep: Class 7 contains 2756 members Mstep: Class 8 contains 8110 members Mstep: Class 9 contains 9889 members Mstep: Class 10 contains 2907 members Mstep: Class 11 contains 3228 members Mstep: Class 12 contains 974 members Mstep: Class 13 contains 38697 members Mstep: Class 14 contains 7660 members Mstep: Class 15 contains 16733 members Mstep: Class 16 contains 9152 members Mstep: Class 18 contains 331286 members Mstep: Class 19 contains 682 members Mstep: Class 20 contains 19275 members Entering Unmasked Estep ConsiderDeletion Score: -23792648.000000 Penalty: 10756.502930 Iteration 3F: 19 clusters Score -2.379265e+07 nChanged 72558 Entering Unmasked Mstep Mstep: Class 0 contains 1531 members Mstep: Class 1 contains 51831 members Mstep: Class 2 contains 1249 members Mstep: Class 3 contains 10045 members Mstep: Class 5 contains 4118 members Mstep: Class 6 contains 13749 members Mstep: Class 7 contains 2921 members Mstep: Class 8 contains 11132 members Mstep: Class 9 contains 5403 members Mstep: Class 10 contains 1694 members Mstep: Class 11 contains 1926 members Mstep: Class 12 contains 644 members Mstep: Class 13 contains 34530 members Mstep: Class 14 contains 5613 members Mstep: Class 15 contains 14675 members Mstep: Class 16 contains 4268 members Mstep: Class 18 contains 307077 members Mstep: Class 19 contains 1201 members Mstep: Class 20 contains 32095 members Entering Unmasked Estep ConsiderDeletion Score: -23927312.000000 Penalty: 10756.502930 Iteration 4F: 19 clusters Score -2.392731e+07 nChanged 61698 Entering Unmasked Mstep Mstep: Class 0 contains 1157 members Mstep: Class 1 contains 76115 members Mstep: Class 2 contains 1137 members Mstep: Class 3 contains 8190 members Mstep: Class 5 contains 3203 members Mstep: Class 6 contains 17511 members Mstep: Class 7 contains 2694 members Mstep: Class 8 contains 11146 members Mstep: Class 9 contains 2946 members Mstep: Class 10 contains 1120 members Mstep: Class 11 contains 1221 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 35579 members Mstep: Class 14 contains 4420 members Mstep: Class 15 contains 14567 members Mstep: Class 16 contains 2699 members Mstep: Class 18 contains 274089 members Mstep: Class 19 contains 1389 members Mstep: Class 20 contains 45735 members Entering Unmasked Estep ConsiderDeletion Score: -24025490.000000 Penalty: 10756.502930 Iteration 5F: 19 clusters Score -2.402549e+07 nChanged 50606 Entering Unmasked Mstep Mstep: Class 0 contains 268 members Mstep: Class 1 contains 96077 members Mstep: Class 2 contains 1038 members Mstep: Class 3 contains 6396 members Mstep: Class 5 contains 3496 members Mstep: Class 6 contains 19819 members Mstep: Class 7 contains 2165 members Mstep: Class 8 contains 10147 members Mstep: Class 9 contains 1409 members Mstep: Class 10 contains 921 members Mstep: Class 11 contains 852 members Mstep: Class 12 contains 1473 members Mstep: Class 13 contains 39465 members Mstep: Class 14 contains 4052 members Mstep: Class 15 contains 14415 members Mstep: Class 16 contains 2401 members Mstep: Class 18 contains 243949 members Mstep: Class 19 contains 1524 members Mstep: Class 20 contains 55835 members Entering Unmasked Estep ConsiderDeletion Score: -24090156.000000 Penalty: 10756.502930 Iteration 6F: 19 clusters Score -2.409016e+07 nChanged 41743 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 112489 members Mstep: Class 2 contains 1043 members Mstep: Class 3 contains 5535 members Mstep: Class 5 contains 4475 members Mstep: Class 6 contains 21023 members Mstep: Class 7 contains 1596 members Mstep: Class 8 contains 9436 members Mstep: Class 9 contains 713 members Mstep: Class 10 contains 860 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 1483 members Mstep: Class 13 contains 43498 members Mstep: Class 14 contains 3988 members Mstep: Class 15 contains 14301 members Mstep: Class 16 contains 2154 members Mstep: Class 18 contains 216616 members Mstep: Class 19 contains 1551 members Mstep: Class 20 contains 64067 members Entering Unmasked Estep ConsiderDeletion Score: -24124216.000000 Penalty: 10756.502930 Iteration 7F: 19 clusters Score -2.412422e+07 nChanged 35895 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 126763 members Mstep: Class 2 contains 1116 members Mstep: Class 3 contains 5273 members Mstep: Class 5 contains 5611 members Mstep: Class 6 contains 21516 members Mstep: Class 7 contains 1094 members Mstep: Class 8 contains 8997 members Mstep: Class 9 contains 449 members Mstep: Class 10 contains 899 members Mstep: Class 11 contains 661 members Mstep: Class 12 contains 1477 members Mstep: Class 13 contains 46781 members Mstep: Class 14 contains 3985 members Mstep: Class 15 contains 13858 members Mstep: Class 16 contains 2090 members Mstep: Class 18 contains 192608 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 70795 members Entering Unmasked Estep ConsiderDeletion Score: -24146984.000000 Penalty: 10756.502930 Iteration 8F: 19 clusters Score -2.414698e+07 nChanged 30475 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 138663 members Mstep: Class 2 contains 1153 members Mstep: Class 3 contains 5282 members Mstep: Class 5 contains 6797 members Mstep: Class 6 contains 21385 members Mstep: Class 7 contains 737 members Mstep: Class 8 contains 8749 members Mstep: Class 9 contains 343 members Mstep: Class 10 contains 977 members Mstep: Class 11 contains 701 members Mstep: Class 12 contains 1471 members Mstep: Class 13 contains 49046 members Mstep: Class 14 contains 3985 members Mstep: Class 15 contains 13372 members Mstep: Class 16 contains 2314 members Mstep: Class 18 contains 172720 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 76279 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 594.149475 but Gain 597.583008 Score: -24163160.000000 Penalty: 10158.919922 Iteration 9F: 18 clusters Score -2.416316e+07 nChanged 25853 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 148393 members Mstep: Class 2 contains 1149 members Mstep: Class 3 contains 5422 members Mstep: Class 5 contains 8055 members Mstep: Class 6 contains 20814 members Mstep: Class 7 contains 534 members Mstep: Class 8 contains 8584 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 801 members Mstep: Class 12 contains 1468 members Mstep: Class 13 contains 50618 members Mstep: Class 14 contains 3986 members Mstep: Class 15 contains 12888 members Mstep: Class 16 contains 2699 members Mstep: Class 18 contains 156616 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 80873 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 474.647156 but Gain 597.583984 Score: -24175790.000000 Penalty: 9561.335938 Iteration 10F: 17 clusters Score -2.417579e+07 nChanged 21304 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 155382 members Mstep: Class 2 contains 1136 members Mstep: Class 3 contains 5569 members Mstep: Class 5 contains 9397 members Mstep: Class 6 contains 20011 members Mstep: Class 8 contains 8500 members Mstep: Class 10 contains 1178 members Mstep: Class 11 contains 949 members Mstep: Class 12 contains 1467 members Mstep: Class 13 contains 51271 members Mstep: Class 14 contains 3985 members Mstep: Class 15 contains 12473 members Mstep: Class 16 contains 3039 members Mstep: Class 18 contains 144809 members Mstep: Class 19 contains 1555 members Mstep: Class 20 contains 84809 members Entering Unmasked Estep ConsiderDeletion Score: -24186328.000000 Penalty: 9561.335938 Iteration 11Q: 17 clusters Score -2.418633e+07 nChanged 17634 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 160381 members Mstep: Class 2 contains 1105 members Mstep: Class 3 contains 5695 members Mstep: Class 5 contains 10775 members Mstep: Class 6 contains 19107 members Mstep: Class 8 contains 8462 members Mstep: Class 10 contains 1253 members Mstep: Class 11 contains 1120 members Mstep: Class 12 contains 1466 members Mstep: Class 13 contains 51077 members Mstep: Class 14 contains 3985 members Mstep: Class 15 contains 12060 members Mstep: Class 16 contains 3361 members Mstep: Class 18 contains 136344 members Mstep: Class 19 contains 1554 members Mstep: Class 20 contains 87785 members Entering Unmasked Estep ConsiderDeletion Score: -24194560.000000 Penalty: 9561.335938 Iteration 12Q: 17 clusters Score -2.419456e+07 nChanged 15453 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 164065 members Mstep: Class 2 contains 1067 members Mstep: Class 3 contains 5771 members Mstep: Class 5 contains 12193 members Mstep: Class 6 contains 18120 members Mstep: Class 8 contains 8533 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 1319 members Mstep: Class 12 contains 1466 members Mstep: Class 13 contains 50402 members Mstep: Class 14 contains 3985 members Mstep: Class 15 contains 11680 members Mstep: Class 16 contains 3665 members Mstep: Class 18 contains 130043 members Mstep: Class 19 contains 1554 members Mstep: Class 20 contains 90347 members Entering Unmasked Estep ConsiderDeletion Score: -24200952.000000 Penalty: 9561.335938 Iteration 13Q: 17 clusters Score -2.420095e+07 nChanged 13608 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 166913 members Mstep: Class 2 contains 1015 members Mstep: Class 3 contains 5815 members Mstep: Class 5 contains 13534 members Mstep: Class 6 contains 17090 members Mstep: Class 8 contains 8712 members Mstep: Class 10 contains 1373 members Mstep: Class 11 contains 1539 members Mstep: Class 12 contains 1466 members Mstep: Class 13 contains 49538 members Mstep: Class 14 contains 3983 members Mstep: Class 15 contains 11367 members Mstep: Class 16 contains 3938 members Mstep: Class 18 contains 125235 members Mstep: Class 19 contains 1553 members Mstep: Class 20 contains 92459 members Entering Unmasked Estep ConsiderDeletion Score: -24206030.000000 Penalty: 9561.335938 Iteration 14Q: 17 clusters Score -2.420603e+07 nChanged 11798 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 169026 members Mstep: Class 2 contains 962 members Mstep: Class 3 contains 5760 members Mstep: Class 5 contains 14844 members Mstep: Class 6 contains 16133 members Mstep: Class 8 contains 8947 members Mstep: Class 10 contains 1401 members Mstep: Class 11 contains 1732 members Mstep: Class 12 contains 1465 members Mstep: Class 13 contains 48545 members Mstep: Class 14 contains 3983 members Mstep: Class 15 contains 11101 members Mstep: Class 16 contains 4175 members Mstep: Class 18 contains 121668 members Mstep: Class 19 contains 1552 members Mstep: Class 20 contains 94236 members Entering Unmasked Estep ConsiderDeletion Score: -24209844.000000 Penalty: 9561.335938 Iteration 15Q: 17 clusters Score -2.420984e+07 nChanged 10351 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 170515 members Mstep: Class 2 contains 902 members Mstep: Class 3 contains 5645 members Mstep: Class 5 contains 16145 members Mstep: Class 6 contains 15217 members Mstep: Class 8 contains 9216 members Mstep: Class 10 contains 1434 members Mstep: Class 11 contains 1901 members Mstep: Class 12 contains 1465 members Mstep: Class 13 contains 47529 members Mstep: Class 14 contains 3980 members Mstep: Class 15 contains 10865 members Mstep: Class 16 contains 4337 members Mstep: Class 18 contains 119014 members Mstep: Class 19 contains 1550 members Mstep: Class 20 contains 95815 members Entering Unmasked Estep ConsiderDeletion Score: -24212988.000000 Penalty: 9561.335938 Iteration 16Q: 17 clusters Score -2.421299e+07 nChanged 9091 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 171473 members Mstep: Class 2 contains 861 members Mstep: Class 3 contains 5464 members Mstep: Class 5 contains 17396 members Mstep: Class 6 contains 14354 members Mstep: Class 8 contains 9480 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 2019 members Mstep: Class 12 contains 1464 members Mstep: Class 13 contains 46474 members Mstep: Class 14 contains 3978 members Mstep: Class 15 contains 10665 members Mstep: Class 16 contains 4467 members Mstep: Class 18 contains 117070 members Mstep: Class 19 contains 1549 members Mstep: Class 20 contains 97360 members Entering Unmasked Estep ConsiderDeletion Score: -24215800.000000 Penalty: 9561.335938 Iteration 17Q: 17 clusters Score -2.42158e+07 nChanged 8018 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 172107 members Mstep: Class 2 contains 827 members Mstep: Class 3 contains 5253 members Mstep: Class 5 contains 18573 members Mstep: Class 6 contains 13556 members Mstep: Class 8 contains 9743 members Mstep: Class 10 contains 1471 members Mstep: Class 11 contains 2118 members Mstep: Class 12 contains 1463 members Mstep: Class 13 contains 45428 members Mstep: Class 14 contains 3977 members Mstep: Class 15 contains 10481 members Mstep: Class 16 contains 4597 members Mstep: Class 18 contains 115526 members Mstep: Class 19 contains 1547 members Mstep: Class 20 contains 98864 members Entering Unmasked Estep ConsiderDeletion Score: -24217874.000000 Penalty: 9561.335938 Iteration 18Q: 17 clusters Score -2.421787e+07 nChanged 6992 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 172418 members Mstep: Class 2 contains 809 members Mstep: Class 3 contains 5091 members Mstep: Class 5 contains 19624 members Mstep: Class 6 contains 12866 members Mstep: Class 8 contains 10043 members Mstep: Class 10 contains 1490 members Mstep: Class 11 contains 2214 members Mstep: Class 12 contains 1463 members Mstep: Class 13 contains 44385 members Mstep: Class 14 contains 3977 members Mstep: Class 15 contains 10264 members Mstep: Class 16 contains 4742 members Mstep: Class 18 contains 114287 members Mstep: Class 19 contains 1545 members Mstep: Class 20 contains 100313 members Entering Unmasked Estep ConsiderDeletion Score: -24219328.000000 Penalty: 9561.335938 Iteration 19Q: 17 clusters Score -2.421933e+07 nChanged 6452 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 172526 members Mstep: Class 2 contains 800 members Mstep: Class 3 contains 4936 members Mstep: Class 5 contains 20636 members Mstep: Class 6 contains 12193 members Mstep: Class 8 contains 10367 members Mstep: Class 10 contains 1495 members Mstep: Class 11 contains 2326 members Mstep: Class 12 contains 1463 members Mstep: Class 13 contains 43418 members Mstep: Class 14 contains 3977 members Mstep: Class 15 contains 10036 members Mstep: Class 16 contains 4869 members Mstep: Class 18 contains 113213 members Mstep: Class 19 contains 1544 members Mstep: Class 20 contains 101731 members Entering Unmasked Estep ConsiderDeletion Score: -24220612.000000 Penalty: 9561.335938 Iteration 20F: 17 clusters Score -2.422061e+07 nChanged 5897 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 172473 members Mstep: Class 2 contains 771 members Mstep: Class 3 contains 4768 members Mstep: Class 5 contains 21578 members Mstep: Class 6 contains 11579 members Mstep: Class 8 contains 10725 members Mstep: Class 10 contains 1486 members Mstep: Class 11 contains 2433 members Mstep: Class 12 contains 1463 members Mstep: Class 13 contains 42350 members Mstep: Class 14 contains 3977 members Mstep: Class 15 contains 9810 members Mstep: Class 16 contains 4966 members Mstep: Class 18 contains 112468 members Mstep: Class 19 contains 1541 members Mstep: Class 20 contains 103143 members Entering Unmasked Estep ConsiderDeletion Score: -24222082.000000 Penalty: 9561.335938 Iteration 21Q: 17 clusters Score -2.422208e+07 nChanged 5469 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 172383 members Mstep: Class 2 contains 737 members Mstep: Class 3 contains 4604 members Mstep: Class 5 contains 22419 members Mstep: Class 6 contains 10982 members Mstep: Class 8 contains 11047 members Mstep: Class 10 contains 1466 members Mstep: Class 11 contains 2525 members Mstep: Class 12 contains 1463 members Mstep: Class 13 contains 41283 members Mstep: Class 14 contains 3976 members Mstep: Class 15 contains 9626 members Mstep: Class 16 contains 5037 members Mstep: Class 18 contains 111853 members Mstep: Class 19 contains 1540 members Mstep: Class 20 contains 104590 members Entering Unmasked Estep ConsiderDeletion Score: -24223268.000000 Penalty: 9561.335938 Iteration 22Q: 17 clusters Score -2.422327e+07 nChanged 5039 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 172243 members Mstep: Class 2 contains 707 members Mstep: Class 3 contains 4483 members Mstep: Class 5 contains 23160 members Mstep: Class 6 contains 10477 members Mstep: Class 8 contains 11349 members Mstep: Class 10 contains 1461 members Mstep: Class 11 contains 2595 members Mstep: Class 12 contains 1463 members Mstep: Class 13 contains 40135 members Mstep: Class 14 contains 3973 members Mstep: Class 15 contains 9448 members Mstep: Class 16 contains 5091 members Mstep: Class 18 contains 111346 members Mstep: Class 19 contains 1538 members Mstep: Class 20 contains 106062 members Entering Unmasked Estep ConsiderDeletion Score: -24224288.000000 Penalty: 9561.335938 Iteration 23Q: 17 clusters Score -2.422429e+07 nChanged 4832 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 172026 members Mstep: Class 2 contains 676 members Mstep: Class 3 contains 4384 members Mstep: Class 5 contains 23851 members Mstep: Class 6 contains 9983 members Mstep: Class 8 contains 11690 members Mstep: Class 10 contains 1447 members Mstep: Class 11 contains 2671 members Mstep: Class 12 contains 1463 members Mstep: Class 13 contains 39016 members Mstep: Class 14 contains 3971 members Mstep: Class 15 contains 9238 members Mstep: Class 16 contains 5157 members Mstep: Class 18 contains 110829 members Mstep: Class 19 contains 1536 members Mstep: Class 20 contains 107593 members Entering Unmasked Estep ConsiderDeletion Score: -24225368.000000 Penalty: 9561.335938 Iteration 24Q: 17 clusters Score -2.422537e+07 nChanged 4537 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 171789 members Mstep: Class 2 contains 659 members Mstep: Class 3 contains 4348 members Mstep: Class 5 contains 24421 members Mstep: Class 6 contains 9529 members Mstep: Class 8 contains 12042 members Mstep: Class 10 contains 1442 members Mstep: Class 11 contains 2755 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 37900 members Mstep: Class 14 contains 3970 members Mstep: Class 15 contains 9029 members Mstep: Class 16 contains 5229 members Mstep: Class 18 contains 110398 members Mstep: Class 19 contains 1532 members Mstep: Class 20 contains 109027 members Entering Unmasked Estep ConsiderDeletion Score: -24226306.000000 Penalty: 9561.335938 Iteration 25Q: 17 clusters Score -2.422631e+07 nChanged 4378 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 171592 members Mstep: Class 2 contains 640 members Mstep: Class 3 contains 4299 members Mstep: Class 5 contains 24905 members Mstep: Class 6 contains 9067 members Mstep: Class 8 contains 12442 members Mstep: Class 10 contains 1450 members Mstep: Class 11 contains 2808 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 36779 members Mstep: Class 14 contains 3969 members Mstep: Class 15 contains 8794 members Mstep: Class 16 contains 5290 members Mstep: Class 18 contains 110026 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 110479 members Entering Unmasked Estep ConsiderDeletion Score: -24227224.000000 Penalty: 9561.335938 Iteration 26Q: 17 clusters Score -2.422722e+07 nChanged 4259 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 171416 members Mstep: Class 2 contains 607 members Mstep: Class 3 contains 4292 members Mstep: Class 5 contains 25305 members Mstep: Class 6 contains 8624 members Mstep: Class 8 contains 12835 members Mstep: Class 10 contains 1447 members Mstep: Class 11 contains 2838 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 35670 members Mstep: Class 14 contains 3968 members Mstep: Class 15 contains 8555 members Mstep: Class 16 contains 5366 members Mstep: Class 18 contains 109641 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 111976 members Entering Unmasked Estep ConsiderDeletion Score: -24228180.000000 Penalty: 9561.335938 Iteration 27Q: 17 clusters Score -2.422818e+07 nChanged 4113 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 171211 members Mstep: Class 2 contains 580 members Mstep: Class 3 contains 4301 members Mstep: Class 5 contains 25656 members Mstep: Class 6 contains 8199 members Mstep: Class 8 contains 13258 members Mstep: Class 10 contains 1447 members Mstep: Class 11 contains 2850 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 34547 members Mstep: Class 14 contains 3968 members Mstep: Class 15 contains 8327 members Mstep: Class 16 contains 5445 members Mstep: Class 18 contains 109285 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 113466 members Entering Unmasked Estep ConsiderDeletion Score: -24229156.000000 Penalty: 9561.335938 Iteration 28Q: 17 clusters Score -2.422916e+07 nChanged 3948 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 171001 members Mstep: Class 2 contains 563 members Mstep: Class 3 contains 4309 members Mstep: Class 5 contains 25963 members Mstep: Class 6 contains 7818 members Mstep: Class 8 contains 13667 members Mstep: Class 10 contains 1448 members Mstep: Class 11 contains 2860 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 33479 members Mstep: Class 14 contains 3968 members Mstep: Class 15 contains 8091 members Mstep: Class 16 contains 5525 members Mstep: Class 18 contains 108898 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 114950 members Entering Unmasked Estep ConsiderDeletion Score: -24229812.000000 Penalty: 9561.335938 Iteration 29Q: 17 clusters Score -2.422981e+07 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 170820 members Mstep: Class 2 contains 547 members Mstep: Class 3 contains 4293 members Mstep: Class 5 contains 26236 members Mstep: Class 6 contains 7454 members Mstep: Class 8 contains 14108 members Mstep: Class 10 contains 1447 members Mstep: Class 11 contains 2881 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 32414 members Mstep: Class 14 contains 3968 members Mstep: Class 15 contains 7836 members Mstep: Class 16 contains 5600 members Mstep: Class 18 contains 108531 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 116405 members Entering Unmasked Estep ConsiderDeletion Score: -24230762.000000 Penalty: 9561.335938 Iteration 30Q: 17 clusters Score -2.423076e+07 nChanged 3945 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 170688 members Mstep: Class 2 contains 530 members Mstep: Class 3 contains 4274 members Mstep: Class 5 contains 26436 members Mstep: Class 6 contains 7124 members Mstep: Class 8 contains 14593 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 2921 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 31373 members Mstep: Class 14 contains 3967 members Mstep: Class 15 contains 7588 members Mstep: Class 16 contains 5673 members Mstep: Class 18 contains 108111 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 117803 members Entering Unmasked Estep ConsiderDeletion Score: -24231750.000000 Penalty: 9561.335938 Iteration 31Q: 17 clusters Score -2.423175e+07 nChanged 3852 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 170564 members Mstep: Class 2 contains 522 members Mstep: Class 3 contains 4267 members Mstep: Class 5 contains 26578 members Mstep: Class 6 contains 6808 members Mstep: Class 8 contains 15069 members Mstep: Class 10 contains 1492 members Mstep: Class 11 contains 2987 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 30327 members Mstep: Class 14 contains 3965 members Mstep: Class 15 contains 7338 members Mstep: Class 16 contains 5723 members Mstep: Class 18 contains 107771 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 119128 members Entering Unmasked Estep ConsiderDeletion Score: -24232572.000000 Penalty: 9561.335938 Iteration 32Q: 17 clusters Score -2.423257e+07 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 170473 members Mstep: Class 2 contains 504 members Mstep: Class 3 contains 4249 members Mstep: Class 5 contains 26687 members Mstep: Class 6 contains 6518 members Mstep: Class 8 contains 15535 members Mstep: Class 10 contains 1541 members Mstep: Class 11 contains 3073 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 29335 members Mstep: Class 14 contains 3964 members Mstep: Class 15 contains 7080 members Mstep: Class 16 contains 5772 members Mstep: Class 18 contains 107419 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 120389 members Entering Unmasked Estep ConsiderDeletion Score: -24233398.000000 Penalty: 9561.335938 Iteration 33Q: 17 clusters Score -2.42334e+07 nChanged 3439 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 170377 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 4225 members Mstep: Class 5 contains 26780 members Mstep: Class 6 contains 6294 members Mstep: Class 8 contains 15997 members Mstep: Class 10 contains 1612 members Mstep: Class 11 contains 3176 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 28477 members Mstep: Class 14 contains 3962 members Mstep: Class 15 contains 6814 members Mstep: Class 16 contains 5818 members Mstep: Class 18 contains 106933 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 121593 members Entering Unmasked Estep ConsiderDeletion Score: -24234072.000000 Penalty: 9561.335938 Iteration 34Q: 17 clusters Score -2.423407e+07 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 170268 members Mstep: Class 2 contains 462 members Mstep: Class 3 contains 4213 members Mstep: Class 5 contains 26819 members Mstep: Class 6 contains 6063 members Mstep: Class 8 contains 16481 members Mstep: Class 10 contains 1723 members Mstep: Class 11 contains 3266 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 27593 members Mstep: Class 14 contains 3961 members Mstep: Class 15 contains 6549 members Mstep: Class 16 contains 5841 members Mstep: Class 18 contains 106482 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 122818 members Entering Unmasked Estep ConsiderDeletion Score: -24234876.000000 Penalty: 9561.335938 Iteration 35Q: 17 clusters Score -2.423488e+07 nChanged 3227 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 170140 members Mstep: Class 2 contains 453 members Mstep: Class 3 contains 4218 members Mstep: Class 5 contains 26820 members Mstep: Class 6 contains 5825 members Mstep: Class 8 contains 16957 members Mstep: Class 10 contains 1875 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 1461 members Mstep: Class 13 contains 26763 members Mstep: Class 14 contains 3961 members Mstep: Class 15 contains 6308 members Mstep: Class 16 contains 5866 members Mstep: Class 18 contains 106003 members Mstep: Class 19 contains 1530 members Mstep: Class 20 contains 124015 members Entering Unmasked Estep ConsiderDeletion Score: -24235558.000000 Penalty: 9561.335938 Iteration 36Q: 17 clusters Score -2.423556e+07 nChanged 3115 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 170044 members Mstep: Class 2 contains 447 members Mstep: Class 3 contains 4213 members Mstep: Class 5 contains 26791 members Mstep: Class 6 contains 5606 members Mstep: Class 8 contains 17396 members Mstep: Class 10 contains 2038 members Mstep: Class 11 contains 3397 members Mstep: Class 12 contains 1460 members Mstep: Class 13 contains 25956 members Mstep: Class 14 contains 3961 members Mstep: Class 15 contains 6084 members Mstep: Class 16 contains 5890 members Mstep: Class 18 contains 105506 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 125210 members Entering Unmasked Estep ConsiderDeletion Score: -24236124.000000 Penalty: 9561.335938 Iteration 37Q: 17 clusters Score -2.423612e+07 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 169953 members Mstep: Class 2 contains 446 members Mstep: Class 3 contains 4218 members Mstep: Class 5 contains 26758 members Mstep: Class 6 contains 5412 members Mstep: Class 8 contains 17834 members Mstep: Class 10 contains 2180 members Mstep: Class 11 contains 3446 members Mstep: Class 12 contains 1460 members Mstep: Class 13 contains 25107 members Mstep: Class 14 contains 3961 members Mstep: Class 15 contains 5857 members Mstep: Class 16 contains 5903 members Mstep: Class 18 contains 105036 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 126428 members Entering Unmasked Estep ConsiderDeletion Score: -24236552.000000 Penalty: 9561.335938 Iteration 38Q: 17 clusters Score -2.423655e+07 nChanged 2860 Entering ConstructFrom: Score: -24236552.000000 Penalty: 9561.335938 Entering ConstructFrom: Trying to split cluster 1 (169870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169870 members Entering Unmasked Estep Score: -8525649.000000 Penalty: 547.946899 Iteration 0F: 2 clusters Score -8525649 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84920 members Mstep: Class 2 contains 84950 members Entering Unmasked Estep Score: -8424512.000000 Penalty: 1095.893799 Iteration 0F: 3 clusters Score -8424512 nChanged 83470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82464 members Mstep: Class 2 contains 87406 members Entering Unmasked Estep Score: -8476842.000000 Penalty: 1095.893799 Iteration 1F: 3 clusters Score -8476842 nChanged 7998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80696 members Mstep: Class 2 contains 89174 members Entering Unmasked Estep Score: -8480522.000000 Penalty: 1095.893799 Iteration 2Q: 3 clusters Score -8480522 nChanged 9260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78446 members Mstep: Class 2 contains 91424 members Entering Unmasked Estep Score: -8485920.000000 Penalty: 1095.893799 Iteration 3F: 3 clusters Score -8485920 nChanged 10572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76254 members Mstep: Class 2 contains 93616 members Entering Unmasked Estep Score: -8493425.000000 Penalty: 1095.893799 Iteration 4F: 3 clusters Score -8493425 nChanged 10976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74444 members Mstep: Class 2 contains 95426 members Entering Unmasked Estep Score: -8501523.000000 Penalty: 1095.893799 Iteration 5F: 3 clusters Score -8501523 nChanged 9531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73143 members Mstep: Class 2 contains 96727 members Entering Unmasked Estep Score: -8507256.000000 Penalty: 1095.893799 Iteration 6F: 3 clusters Score -8507256 nChanged 6625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72016 members Mstep: Class 2 contains 97854 members Entering Unmasked Estep Score: -8509940.000000 Penalty: 1095.893799 Iteration 7Q: 3 clusters Score -8509940 nChanged 3938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70724 members Mstep: Class 2 contains 99146 members Entering Unmasked Estep Score: -8510855.000000 Penalty: 1095.893799 Iteration 8Q: 3 clusters Score -8510855 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69242 members Mstep: Class 2 contains 100628 members Entering Unmasked Estep Score: -8511272.000000 Penalty: 1095.893799 Iteration 9Q: 3 clusters Score -8511272 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67722 members Mstep: Class 2 contains 102148 members Entering Unmasked Estep Score: -8511511.000000 Penalty: 1095.893799 Iteration 10Q: 3 clusters Score -8511511 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66022 members Mstep: Class 2 contains 103848 members Entering Unmasked Estep Score: -8511797.000000 Penalty: 1095.893799 Iteration 11Q: 3 clusters Score -8511797 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64260 members Mstep: Class 2 contains 105610 members Entering Unmasked Estep Score: -8512080.000000 Penalty: 1095.893799 Iteration 12Q: 3 clusters Score -8512080 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62433 members Mstep: Class 2 contains 107437 members Entering Unmasked Estep Score: -8512480.000000 Penalty: 1095.893799 Iteration 13Q: 3 clusters Score -8512480 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60495 members Mstep: Class 2 contains 109375 members Entering Unmasked Estep Score: -8512876.000000 Penalty: 1095.893799 Iteration 14Q: 3 clusters Score -8512876 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58463 members Mstep: Class 2 contains 111407 members Entering Unmasked Estep Score: -8513232.000000 Penalty: 1095.893799 Iteration 15Q: 3 clusters Score -8513232 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56359 members Mstep: Class 2 contains 113511 members Entering Unmasked Estep Score: -8513766.000000 Penalty: 1095.893799 Iteration 16Q: 3 clusters Score -8513766 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54209 members Mstep: Class 2 contains 115661 members Entering Unmasked Estep Score: -8514270.000000 Penalty: 1095.893799 Iteration 17Q: 3 clusters Score -8514270 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51974 members Mstep: Class 2 contains 117896 members Entering Unmasked Estep Score: -8514807.000000 Penalty: 1095.893799 Iteration 18Q: 3 clusters Score -8514807 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49790 members Mstep: Class 2 contains 120080 members Entering Unmasked Estep Score: -8515272.000000 Penalty: 1095.893799 Iteration 19Q: 3 clusters Score -8515272 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47637 members Mstep: Class 2 contains 122233 members Entering Unmasked Estep Score: -8515898.000000 Penalty: 1095.893799 Iteration 20F: 3 clusters Score -8515898 nChanged 2385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45464 members Mstep: Class 2 contains 124406 members Entering Unmasked Estep Score: -8516539.000000 Penalty: 1095.893799 Iteration 21Q: 3 clusters Score -8516539 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43233 members Mstep: Class 2 contains 126637 members Entering Unmasked Estep Score: -8517301.000000 Penalty: 1095.893799 Iteration 22Q: 3 clusters Score -8517301 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40946 members Mstep: Class 2 contains 128924 members Entering Unmasked Estep Score: -8518126.000000 Penalty: 1095.893799 Iteration 23Q: 3 clusters Score -8518126 nChanged 2455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38653 members Mstep: Class 2 contains 131217 members Entering Unmasked Estep Score: -8519014.000000 Penalty: 1095.893799 Iteration 24Q: 3 clusters Score -8519014 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36451 members Mstep: Class 2 contains 133419 members Entering Unmasked Estep Score: -8519997.000000 Penalty: 1095.893799 Iteration 25Q: 3 clusters Score -8519997 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34263 members Mstep: Class 2 contains 135607 members Entering Unmasked Estep Score: -8521037.000000 Penalty: 1095.893799 Iteration 26Q: 3 clusters Score -8521037 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32162 members Mstep: Class 2 contains 137708 members Entering Unmasked Estep Score: -8522163.000000 Penalty: 1095.893799 Iteration 27Q: 3 clusters Score -8522163 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30198 members Mstep: Class 2 contains 139672 members Entering Unmasked Estep Score: -8523327.000000 Penalty: 1095.893799 Iteration 28Q: 3 clusters Score -8523327 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28272 members Mstep: Class 2 contains 141598 members Entering Unmasked Estep Score: -8524532.000000 Penalty: 1095.893799 Iteration 29Q: 3 clusters Score -8524532 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26496 members Mstep: Class 2 contains 143374 members Entering Unmasked Estep Score: -8525539.000000 Penalty: 1095.893799 Iteration 30Q: 3 clusters Score -8525539 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24875 members Mstep: Class 2 contains 144995 members Entering Unmasked Estep Score: -8526241.000000 Penalty: 1095.893799 Iteration 31Q: 3 clusters Score -8526241 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 146461 members Entering Unmasked Estep Score: -8526987.000000 Penalty: 1095.893799 Iteration 32Q: 3 clusters Score -8526987 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22112 members Mstep: Class 2 contains 147758 members Entering Unmasked Estep Score: -8527475.000000 Penalty: 1095.893799 Iteration 33Q: 3 clusters Score -8527475 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20899 members Mstep: Class 2 contains 148971 members Entering Unmasked Estep Score: -8527903.000000 Penalty: 1095.893799 Iteration 34Q: 3 clusters Score -8527903 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19843 members Mstep: Class 2 contains 150027 members Entering Unmasked Estep Score: -8528169.000000 Penalty: 1095.893799 Iteration 35Q: 3 clusters Score -8528169 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18934 members Mstep: Class 2 contains 150936 members Entering Unmasked Estep Score: -8528330.000000 Penalty: 1095.893799 Iteration 36Q: 3 clusters Score -8528330 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18157 members Mstep: Class 2 contains 151713 members Entering Unmasked Estep Score: -8528470.000000 Penalty: 1095.893799 Iteration 37Q: 3 clusters Score -8528470 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17460 members Mstep: Class 2 contains 152410 members Entering Unmasked Estep Score: -8528563.000000 Penalty: 1095.893799 Iteration 38Q: 3 clusters Score -8528563 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16833 members Mstep: Class 2 contains 153037 members Entering Unmasked Estep Score: -8528618.000000 Penalty: 1095.893799 Iteration 39Q: 3 clusters Score -8528618 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16264 members Mstep: Class 2 contains 153606 members Entering Unmasked Estep Score: -8528697.000000 Penalty: 1095.893799 Iteration 40F: 3 clusters Score -8528697 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15749 members Mstep: Class 2 contains 154121 members Entering Unmasked Estep Score: -8528699.000000 Penalty: 1095.893799 Iteration 41Q: 3 clusters Score -8528699 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 154579 members Entering Unmasked Estep Score: -8528736.000000 Penalty: 1095.893799 Iteration 42Q: 3 clusters Score -8528736 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14849 members Mstep: Class 2 contains 155021 members Entering Unmasked Estep Score: -8528780.000000 Penalty: 1095.893799 Iteration 43Q: 3 clusters Score -8528780 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14450 members Mstep: Class 2 contains 155420 members Entering Unmasked Estep Score: -8528807.000000 Penalty: 1095.893799 Iteration 44Q: 3 clusters Score -8528807 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14079 members Mstep: Class 2 contains 155791 members Entering Unmasked Estep Score: -8528859.000000 Penalty: 1095.893799 Iteration 45Q: 3 clusters Score -8528859 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 156103 members Entering Unmasked Estep Score: -8528847.000000 Penalty: 1095.893799 Iteration 46Q: 3 clusters Score -8528847 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 156391 members Entering Unmasked Estep Score: -8528845.000000 Penalty: 1095.893799 Iteration 47Q: 3 clusters Score -8528845 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Mstep: Class 2 contains 156703 members Entering Unmasked Estep Score: -8528811.000000 Penalty: 1095.893799 Iteration 48Q: 3 clusters Score -8528811 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 157007 members Entering Unmasked Estep Score: -8528792.000000 Penalty: 1095.893799 Iteration 49Q: 3 clusters Score -8528792 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Mstep: Class 2 contains 157288 members Entering Unmasked Estep Score: -8528747.000000 Penalty: 1095.893799 Iteration 50Q: 3 clusters Score -8528747 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12359 members Mstep: Class 2 contains 157511 members Entering Unmasked Estep Score: -8528736.000000 Penalty: 1095.893799 Iteration 51Q: 3 clusters Score -8528736 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12178 members Mstep: Class 2 contains 157692 members Entering Unmasked Estep Score: -8528753.000000 Penalty: 1095.893799 Iteration 52Q: 3 clusters Score -8528753 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11987 members Mstep: Class 2 contains 157883 members Entering Unmasked Estep Score: -8528745.000000 Penalty: 1095.893799 Iteration 53Q: 3 clusters Score -8528745 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 158055 members Entering Unmasked Estep Score: -8528735.000000 Penalty: 1095.893799 Iteration 54Q: 3 clusters Score -8528735 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11649 members Mstep: Class 2 contains 158221 members Entering Unmasked Estep Score: -8528718.000000 Penalty: 1095.893799 Iteration 55Q: 3 clusters Score -8528718 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 158369 members Entering Unmasked Estep Score: -8528700.000000 Penalty: 1095.893799 Iteration 56Q: 3 clusters Score -8528700 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 158511 members Entering Unmasked Estep Score: -8528733.000000 Penalty: 1095.893799 Iteration 57Q: 3 clusters Score -8528733 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 158657 members Entering Unmasked Estep Score: -8528708.000000 Penalty: 1095.893799 Iteration 58Q: 3 clusters Score -8528708 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 158770 members Entering Unmasked Estep Score: -8528700.000000 Penalty: 1095.893799 Iteration 59Q: 3 clusters Score -8528700 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 158873 members Entering Unmasked Estep Score: -8528671.000000 Penalty: 1095.893799 Iteration 60F: 3 clusters Score -8528671 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Mstep: Class 2 contains 158997 members Entering Unmasked Estep Score: -8528648.000000 Penalty: 1095.893799 Iteration 61Q: 3 clusters Score -8528648 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10757 members Mstep: Class 2 contains 159113 members Entering Unmasked Estep Score: -8528635.000000 Penalty: 1095.893799 Iteration 62Q: 3 clusters Score -8528635 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 159214 members Entering Unmasked Estep Score: -8528624.000000 Penalty: 1095.893799 Iteration 63Q: 3 clusters Score -8528624 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10563 members Mstep: Class 2 contains 159307 members Entering Unmasked Estep Score: -8528606.000000 Penalty: 1095.893799 Iteration 64Q: 3 clusters Score -8528606 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 159389 members Entering Unmasked Estep Score: -8528598.000000 Penalty: 1095.893799 Iteration 65Q: 3 clusters Score -8528598 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 159461 members Entering Unmasked Estep Score: -8528566.000000 Penalty: 1095.893799 Iteration 66Q: 3 clusters Score -8528566 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 159518 members Entering Unmasked Estep Score: -8528564.000000 Penalty: 1095.893799 Iteration 67Q: 3 clusters Score -8528564 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 159562 members Entering Unmasked Estep Score: -8528550.000000 Penalty: 1095.893799 Iteration 68Q: 3 clusters Score -8528550 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 159598 members Entering Unmasked Estep Score: -8528541.000000 Penalty: 1095.893799 Iteration 69Q: 3 clusters Score -8528541 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10243 members Mstep: Class 2 contains 159627 members Entering Unmasked Estep Score: -8528524.000000 Penalty: 1095.893799 Iteration 70Q: 3 clusters Score -8528524 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 159650 members Entering Unmasked Estep Score: -8528521.000000 Penalty: 1095.893799 Iteration 71Q: 3 clusters Score -8528521 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 159669 members Entering Unmasked Estep Score: -8528510.000000 Penalty: 1095.893799 Iteration 72Q: 3 clusters Score -8528510 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10183 members Mstep: Class 2 contains 159687 members Entering Unmasked Estep Score: -8528510.000000 Penalty: 1095.893799 Iteration 73Q: 3 clusters Score -8528510 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Mstep: Class 2 contains 159711 members Entering Unmasked Estep Score: -8528509.000000 Penalty: 1095.893799 Iteration 74Q: 3 clusters Score -8528509 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 159736 members Entering Unmasked Estep Score: -8528504.000000 Penalty: 1095.893799 Iteration 75Q: 3 clusters Score -8528504 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 159763 members Entering Unmasked Estep Score: -8528506.000000 Penalty: 1095.893799 Iteration 76Q: 3 clusters Score -8528506 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 159787 members Entering Unmasked Estep Score: -8528496.000000 Penalty: 1095.893799 Iteration 77Q: 3 clusters Score -8528496 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10064 members Mstep: Class 2 contains 159806 members Entering Unmasked Estep Score: -8528489.000000 Penalty: 1095.893799 Iteration 78Q: 3 clusters Score -8528489 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 159821 members Entering Unmasked Estep Score: -8528483.000000 Penalty: 1095.893799 Iteration 79Q: 3 clusters Score -8528483 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 159833 members Entering Unmasked Estep Score: -8528476.000000 Penalty: 1095.893799 Iteration 80F: 3 clusters Score -8528476 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10028 members Mstep: Class 2 contains 159842 members Entering Unmasked Estep Score: -8528476.000000 Penalty: 1095.893799 Iteration 81Q: 3 clusters Score -8528476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10020 members Mstep: Class 2 contains 159850 members Entering Unmasked Estep Score: -8528481.000000 Penalty: 1095.893799 Iteration 82Q: 3 clusters Score -8528481 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 159857 members Entering Unmasked Estep Score: -8528479.000000 Penalty: 1095.893799 Iteration 83Q: 3 clusters Score -8528479 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9999 members Mstep: Class 2 contains 159871 members Entering Unmasked Estep Score: -8528470.000000 Penalty: 1095.893799 Iteration 84Q: 3 clusters Score -8528470 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 159885 members Entering Unmasked Estep Score: -8528471.000000 Penalty: 1095.893799 Iteration 85Q: 3 clusters Score -8528471 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 159895 members Entering Unmasked Estep Score: -8528472.000000 Penalty: 1095.893799 Iteration 86Q: 3 clusters Score -8528472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 159902 members Entering Unmasked Estep Score: -8528479.000000 Penalty: 1095.893799 Iteration 87Q: 3 clusters Score -8528479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 159909 members Entering Unmasked Estep Score: -8528477.000000 Penalty: 1095.893799 Iteration 88Q: 3 clusters Score -8528477 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 159914 members Entering Unmasked Estep Score: -8528473.000000 Penalty: 1095.893799 Iteration 89Q: 3 clusters Score -8528473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 159920 members Entering Unmasked Estep Score: -8528473.000000 Penalty: 1095.893799 Iteration 90Q: 3 clusters Score -8528473 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 159927 members Entering Unmasked Estep Score: -8528465.000000 Penalty: 1095.893799 Iteration 91Q: 3 clusters Score -8528465 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9935 members Mstep: Class 2 contains 159935 members Entering Unmasked Estep Score: -8528455.000000 Penalty: 1095.893799 Iteration 92Q: 3 clusters Score -8528455 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9928 members Mstep: Class 2 contains 159942 members Entering Unmasked Estep Score: -8528456.000000 Penalty: 1095.893799 Iteration 93Q: 3 clusters Score -8528456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 159948 members Entering Unmasked Estep Score: -8528451.000000 Penalty: 1095.893799 Iteration 94Q: 3 clusters Score -8528451 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 159951 members Entering Unmasked Estep Score: -8528450.000000 Penalty: 1095.893799 Iteration 95Q: 3 clusters Score -8528450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 159955 members Entering Unmasked Estep Score: -8528446.000000 Penalty: 1095.893799 Iteration 96Q: 3 clusters Score -8528446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 159959 members Entering Unmasked Estep Score: -8528448.000000 Penalty: 1095.893799 Iteration 97Q: 3 clusters Score -8528448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 159961 members Entering Unmasked Estep Score: -8528445.000000 Penalty: 1095.893799 Iteration 98Q: 3 clusters Score -8528445 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 159963 members Entering Unmasked Estep Score: -8528449.000000 Penalty: 1095.893799 Iteration 99Q: 3 clusters Score -8528449 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 159964 members Entering Unmasked Estep Score: -8528449.000000 Penalty: 1095.893799 Iteration 100F: 3 clusters Score -8528449 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 450 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 159964 members Mstep: Class 5 contains 26726 members Mstep: Class 6 contains 5228 members Mstep: Class 8 contains 18254 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 1460 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 5918 members Mstep: Class 18 contains 104532 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 127594 members Entering Unmasked Estep Score: -24239466.000000 Penalty: 10158.919922 Splitting cluster 1 changes total score from -24236552.000000 to -24239466.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 2 (450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Entering Unmasked Estep Score: -19506.447266 Penalty: 277.970764 Iteration 0F: 2 clusters Score -19506.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -19060.189453 Penalty: 555.941528 Iteration 0F: 3 clusters Score -19060.19 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -19269.359375 Penalty: 555.941528 Iteration 1F: 3 clusters Score -19269.36 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -19468.363281 Penalty: 555.941528 Iteration 2F: 3 clusters Score -19468.36 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -19585.128906 Penalty: 555.941528 Iteration 3F: 3 clusters Score -19585.13 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -19648.533203 Penalty: 555.941528 Iteration 4F: 3 clusters Score -19648.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -19666.810547 Penalty: 555.941528 Iteration 5Q: 3 clusters Score -19666.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -19671.146484 Penalty: 555.941528 Iteration 6Q: 3 clusters Score -19671.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -19681.759766 Penalty: 555.941528 Iteration 7Q: 3 clusters Score -19681.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -19683.771484 Penalty: 555.941528 Iteration 8Q: 3 clusters Score -19683.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19684.669922 Penalty: 555.941528 Iteration 9Q: 3 clusters Score -19684.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19684.669922 Penalty: 555.941528 Iteration 10F: 3 clusters Score -19684.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 159964 members Mstep: Class 5 contains 26726 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 91 members Mstep: Class 8 contains 18254 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 1460 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 5918 members Mstep: Class 18 contains 104532 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 127594 members Entering Unmasked Estep Score: -24239310.000000 Penalty: 10756.502930 Splitting cluster 2 changes total score from -24236552.000000 to -24239310.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 3 (4228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Entering Unmasked Estep Score: -217040.156250 Penalty: 379.901550 Iteration 0F: 2 clusters Score -217040.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -214194.421875 Penalty: 759.803101 Iteration 0F: 3 clusters Score -214194.4 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -215172.781250 Penalty: 759.803101 Iteration 1F: 3 clusters Score -215172.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -215257.015625 Penalty: 759.803101 Iteration 2F: 3 clusters Score -215257 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -215335.312500 Penalty: 759.803101 Iteration 3Q: 3 clusters Score -215335.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -215391.859375 Penalty: 759.803101 Iteration 4Q: 3 clusters Score -215391.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -215473.015625 Penalty: 759.803101 Iteration 5Q: 3 clusters Score -215473 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -215579.421875 Penalty: 759.803101 Iteration 6Q: 3 clusters Score -215579.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -215738.750000 Penalty: 759.803101 Iteration 7Q: 3 clusters Score -215738.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -215912.796875 Penalty: 759.803101 Iteration 8Q: 3 clusters Score -215912.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -216082.843750 Penalty: 759.803101 Iteration 9Q: 3 clusters Score -216082.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -216236.281250 Penalty: 759.803101 Iteration 10Q: 3 clusters Score -216236.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -216312.453125 Penalty: 759.803101 Iteration 11Q: 3 clusters Score -216312.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -216352.343750 Penalty: 759.803101 Iteration 12Q: 3 clusters Score -216352.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -216380.468750 Penalty: 759.803101 Iteration 13Q: 3 clusters Score -216380.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -216404.015625 Penalty: 759.803101 Iteration 14Q: 3 clusters Score -216404 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -216427.968750 Penalty: 759.803101 Iteration 15Q: 3 clusters Score -216428 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -216446.328125 Penalty: 759.803101 Iteration 16Q: 3 clusters Score -216446.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -216461.343750 Penalty: 759.803101 Iteration 17Q: 3 clusters Score -216461.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -216476.734375 Penalty: 759.803101 Iteration 18Q: 3 clusters Score -216476.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -216491.843750 Penalty: 759.803101 Iteration 19Q: 3 clusters Score -216491.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -216502.593750 Penalty: 759.803101 Iteration 20F: 3 clusters Score -216502.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -216510.578125 Penalty: 759.803101 Iteration 21Q: 3 clusters Score -216510.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -216518.125000 Penalty: 759.803101 Iteration 22Q: 3 clusters Score -216518.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -216523.859375 Penalty: 759.803101 Iteration 23Q: 3 clusters Score -216523.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -216527.296875 Penalty: 759.803101 Iteration 24Q: 3 clusters Score -216527.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -216532.375000 Penalty: 759.803101 Iteration 25Q: 3 clusters Score -216532.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -216537.343750 Penalty: 759.803101 Iteration 26Q: 3 clusters Score -216537.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -216541.937500 Penalty: 759.803101 Iteration 27Q: 3 clusters Score -216541.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -216545.859375 Penalty: 759.803101 Iteration 28Q: 3 clusters Score -216545.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -216547.984375 Penalty: 759.803101 Iteration 29Q: 3 clusters Score -216548 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -216550.000000 Penalty: 759.803101 Iteration 30Q: 3 clusters Score -216550 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -216551.203125 Penalty: 759.803101 Iteration 31Q: 3 clusters Score -216551.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -216551.781250 Penalty: 759.803101 Iteration 32Q: 3 clusters Score -216551.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -216553.609375 Penalty: 759.803101 Iteration 33Q: 3 clusters Score -216553.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -216555.968750 Penalty: 759.803101 Iteration 34Q: 3 clusters Score -216556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -216557.656250 Penalty: 759.803101 Iteration 35Q: 3 clusters Score -216557.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -216559.765625 Penalty: 759.803101 Iteration 36Q: 3 clusters Score -216559.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -216561.546875 Penalty: 759.803101 Iteration 37Q: 3 clusters Score -216561.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -216566.468750 Penalty: 759.803101 Iteration 38Q: 3 clusters Score -216566.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -216570.453125 Penalty: 759.803101 Iteration 39Q: 3 clusters Score -216570.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -216574.093750 Penalty: 759.803101 Iteration 40F: 3 clusters Score -216574.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -216577.078125 Penalty: 759.803101 Iteration 41Q: 3 clusters Score -216577.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -216579.093750 Penalty: 759.803101 Iteration 42Q: 3 clusters Score -216579.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -216580.390625 Penalty: 759.803101 Iteration 43Q: 3 clusters Score -216580.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -216582.828125 Penalty: 759.803101 Iteration 44Q: 3 clusters Score -216582.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -216584.218750 Penalty: 759.803101 Iteration 45Q: 3 clusters Score -216584.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -216585.281250 Penalty: 759.803101 Iteration 46Q: 3 clusters Score -216585.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -216585.890625 Penalty: 759.803101 Iteration 47Q: 3 clusters Score -216585.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -216587.437500 Penalty: 759.803101 Iteration 48Q: 3 clusters Score -216587.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -216588.953125 Penalty: 759.803101 Iteration 49Q: 3 clusters Score -216589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -216590.078125 Penalty: 759.803101 Iteration 50Q: 3 clusters Score -216590.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -216591.343750 Penalty: 759.803101 Iteration 51Q: 3 clusters Score -216591.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -216591.421875 Penalty: 759.803101 Iteration 52Q: 3 clusters Score -216591.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -216591.890625 Penalty: 759.803101 Iteration 53Q: 3 clusters Score -216591.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -216592.250000 Penalty: 759.803101 Iteration 54Q: 3 clusters Score -216592.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -216592.250000 Penalty: 759.803101 Iteration 55F: 3 clusters Score -216592.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (26726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26726 members Entering Unmasked Estep Score: -1263601.875000 Penalty: 463.799316 Iteration 0F: 2 clusters Score -1263602 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13272 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -1245765.875000 Penalty: 927.598633 Iteration 0F: 3 clusters Score -1245766 nChanged 12779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 15553 members Entering Unmasked Estep Score: -1253468.500000 Penalty: 927.598633 Iteration 1F: 3 clusters Score -1253468 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 16937 members Entering Unmasked Estep Score: -1254383.375000 Penalty: 927.598633 Iteration 2F: 3 clusters Score -1254383 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 18828 members Entering Unmasked Estep Score: -1256176.250000 Penalty: 927.598633 Iteration 3F: 3 clusters Score -1256176 nChanged 2629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 21077 members Entering Unmasked Estep Score: -1259184.250000 Penalty: 927.598633 Iteration 4F: 3 clusters Score -1259184 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 23256 members Entering Unmasked Estep Score: -1262177.000000 Penalty: 927.598633 Iteration 5F: 3 clusters Score -1262177 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 24700 members Entering Unmasked Estep Score: -1263875.625000 Penalty: 927.598633 Iteration 6F: 3 clusters Score -1263876 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 25422 members Entering Unmasked Estep Score: -1264579.125000 Penalty: 927.598633 Iteration 7Q: 3 clusters Score -1264579 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 25734 members Entering Unmasked Estep Score: -1264809.125000 Penalty: 927.598633 Iteration 8Q: 3 clusters Score -1264809 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 25865 members Entering Unmasked Estep Score: -1264878.750000 Penalty: 927.598633 Iteration 9Q: 3 clusters Score -1264879 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 25941 members Entering Unmasked Estep Score: -1264898.375000 Penalty: 927.598633 Iteration 10Q: 3 clusters Score -1264898 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 25977 members Entering Unmasked Estep Score: -1264905.250000 Penalty: 927.598633 Iteration 11Q: 3 clusters Score -1264905 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 25990 members Entering Unmasked Estep Score: -1264904.750000 Penalty: 927.598633 Iteration 12Q: 3 clusters Score -1264905 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 25997 members Entering Unmasked Estep Score: -1264906.250000 Penalty: 927.598633 Iteration 13Q: 3 clusters Score -1264906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 26005 members Entering Unmasked Estep Score: -1264908.250000 Penalty: 927.598633 Iteration 14Q: 3 clusters Score -1264908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 26008 members Entering Unmasked Estep Score: -1264908.375000 Penalty: 927.598633 Iteration 15Q: 3 clusters Score -1264908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 26010 members Entering Unmasked Estep Score: -1264910.500000 Penalty: 927.598633 Iteration 16Q: 3 clusters Score -1264910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 26014 members Entering Unmasked Estep Score: -1264910.000000 Penalty: 927.598633 Iteration 17Q: 3 clusters Score -1264910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 26016 members Entering Unmasked Estep Score: -1264911.500000 Penalty: 927.598633 Iteration 18Q: 3 clusters Score -1264912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 26017 members Entering Unmasked Estep Score: -1264911.250000 Penalty: 927.598633 Iteration 19Q: 3 clusters Score -1264911 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 26017 members Entering Unmasked Estep Score: -1264911.250000 Penalty: 927.598633 Iteration 20F: 3 clusters Score -1264911 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 159964 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 91 members Mstep: Class 8 contains 18254 members Mstep: Class 9 contains 26017 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 1460 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 5918 members Mstep: Class 18 contains 104532 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 127594 members Entering Unmasked Estep Score: -24240460.000000 Penalty: 11354.086914 Splitting cluster 5 changes total score from -24236552.000000 to -24240460.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 6 (5228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Entering Unmasked Estep Score: -256725.234375 Penalty: 389.561157 Iteration 0F: 2 clusters Score -256725.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -253164.484375 Penalty: 779.122314 Iteration 0F: 3 clusters Score -253164.5 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -254621.531250 Penalty: 779.122314 Iteration 1F: 3 clusters Score -254621.5 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -254984.875000 Penalty: 779.122314 Iteration 2F: 3 clusters Score -254984.9 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -255433.234375 Penalty: 779.122314 Iteration 3F: 3 clusters Score -255433.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -255850.515625 Penalty: 779.122314 Iteration 4F: 3 clusters Score -255850.5 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -256121.609375 Penalty: 779.122314 Iteration 5F: 3 clusters Score -256121.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -256259.375000 Penalty: 779.122314 Iteration 6Q: 3 clusters Score -256259.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -256323.109375 Penalty: 779.122314 Iteration 7Q: 3 clusters Score -256323.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -256371.031250 Penalty: 779.122314 Iteration 8Q: 3 clusters Score -256371 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -256406.250000 Penalty: 779.122314 Iteration 9Q: 3 clusters Score -256406.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -256438.968750 Penalty: 779.122314 Iteration 10Q: 3 clusters Score -256439 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -256480.421875 Penalty: 779.122314 Iteration 11Q: 3 clusters Score -256480.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -256523.031250 Penalty: 779.122314 Iteration 12Q: 3 clusters Score -256523 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -256556.875000 Penalty: 779.122314 Iteration 13Q: 3 clusters Score -256556.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -256583.703125 Penalty: 779.122314 Iteration 14Q: 3 clusters Score -256583.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -256602.843750 Penalty: 779.122314 Iteration 15Q: 3 clusters Score -256602.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -256611.593750 Penalty: 779.122314 Iteration 16Q: 3 clusters Score -256611.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -256618.078125 Penalty: 779.122314 Iteration 17Q: 3 clusters Score -256618.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -256623.906250 Penalty: 779.122314 Iteration 18Q: 3 clusters Score -256623.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -256629.734375 Penalty: 779.122314 Iteration 19Q: 3 clusters Score -256629.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -256637.531250 Penalty: 779.122314 Iteration 20F: 3 clusters Score -256637.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -256642.171875 Penalty: 779.122314 Iteration 21Q: 3 clusters Score -256642.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -256645.234375 Penalty: 779.122314 Iteration 22Q: 3 clusters Score -256645.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -256647.109375 Penalty: 779.122314 Iteration 23Q: 3 clusters Score -256647.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -256648.390625 Penalty: 779.122314 Iteration 24Q: 3 clusters Score -256648.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -256648.859375 Penalty: 779.122314 Iteration 25Q: 3 clusters Score -256648.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -256649.687500 Penalty: 779.122314 Iteration 26Q: 3 clusters Score -256649.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -256651.468750 Penalty: 779.122314 Iteration 27Q: 3 clusters Score -256651.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -256651.843750 Penalty: 779.122314 Iteration 28Q: 3 clusters Score -256651.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -256652.562500 Penalty: 779.122314 Iteration 29Q: 3 clusters Score -256652.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -256652.984375 Penalty: 779.122314 Iteration 30Q: 3 clusters Score -256653 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -256654.046875 Penalty: 779.122314 Iteration 31Q: 3 clusters Score -256654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -256654.437500 Penalty: 779.122314 Iteration 32Q: 3 clusters Score -256654.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -256654.296875 Penalty: 779.122314 Iteration 33Q: 3 clusters Score -256654.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -256655.046875 Penalty: 779.122314 Iteration 34Q: 3 clusters Score -256655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -256655.109375 Penalty: 779.122314 Iteration 35Q: 3 clusters Score -256655.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -256656.015625 Penalty: 779.122314 Iteration 36Q: 3 clusters Score -256656 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -256656.671875 Penalty: 779.122314 Iteration 37Q: 3 clusters Score -256656.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -256657.953125 Penalty: 779.122314 Iteration 38Q: 3 clusters Score -256658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -256658.468750 Penalty: 779.122314 Iteration 39Q: 3 clusters Score -256658.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -256658.515625 Penalty: 779.122314 Iteration 40F: 3 clusters Score -256658.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -256658.031250 Penalty: 779.122314 Iteration 41Q: 3 clusters Score -256658 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -256658.125000 Penalty: 779.122314 Iteration 42Q: 3 clusters Score -256658.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -256659.171875 Penalty: 779.122314 Iteration 43Q: 3 clusters Score -256659.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -256659.640625 Penalty: 779.122314 Iteration 44Q: 3 clusters Score -256659.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -256660.062500 Penalty: 779.122314 Iteration 45Q: 3 clusters Score -256660.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -256660.109375 Penalty: 779.122314 Iteration 46Q: 3 clusters Score -256660.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -256660.109375 Penalty: 779.122314 Iteration 47F: 3 clusters Score -256660.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (18254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18254 members Entering Unmasked Estep Score: -869965.500000 Penalty: 446.452362 Iteration 0F: 2 clusters Score -869965.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -857839.375000 Penalty: 892.904724 Iteration 0F: 3 clusters Score -857839.4 nChanged 8630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -862720.562500 Penalty: 892.904724 Iteration 1F: 3 clusters Score -862720.6 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -863151.062500 Penalty: 892.904724 Iteration 2F: 3 clusters Score -863151.1 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12632 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -863999.187500 Penalty: 892.904724 Iteration 3F: 3 clusters Score -863999.2 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14309 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -865419.937500 Penalty: 892.904724 Iteration 4F: 3 clusters Score -865419.9 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -867289.812500 Penalty: 892.904724 Iteration 5F: 3 clusters Score -867289.8 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17435 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -868722.625000 Penalty: 892.904724 Iteration 6F: 3 clusters Score -868722.6 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18015 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -869335.625000 Penalty: 892.904724 Iteration 7Q: 3 clusters Score -869335.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18178 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -869513.062500 Penalty: 892.904724 Iteration 8Q: 3 clusters Score -869513.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18210 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -869563.312500 Penalty: 892.904724 Iteration 9Q: 3 clusters Score -869563.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18214 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -869572.875000 Penalty: 892.904724 Iteration 10Q: 3 clusters Score -869572.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18216 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -869580.250000 Penalty: 892.904724 Iteration 11Q: 3 clusters Score -869580.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18215 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -869579.562500 Penalty: 892.904724 Iteration 12Q: 3 clusters Score -869579.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18215 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -869579.562500 Penalty: 892.904724 Iteration 13F: 3 clusters Score -869579.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Entering Unmasked Estep Score: -121764.796875 Penalty: 352.652954 Iteration 0F: 2 clusters Score -121764.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -120124.242188 Penalty: 705.305908 Iteration 0F: 3 clusters Score -120124.2 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -120613.070312 Penalty: 705.305908 Iteration 1F: 3 clusters Score -120613.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -120655.304688 Penalty: 705.305908 Iteration 2F: 3 clusters Score -120655.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -120696.734375 Penalty: 705.305908 Iteration 3Q: 3 clusters Score -120696.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -120734.476562 Penalty: 705.305908 Iteration 4Q: 3 clusters Score -120734.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -120760.734375 Penalty: 705.305908 Iteration 5Q: 3 clusters Score -120760.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -120777.328125 Penalty: 705.305908 Iteration 6Q: 3 clusters Score -120777.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -120799.539062 Penalty: 705.305908 Iteration 7Q: 3 clusters Score -120799.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -120823.679688 Penalty: 705.305908 Iteration 8Q: 3 clusters Score -120823.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -120844.218750 Penalty: 705.305908 Iteration 9Q: 3 clusters Score -120844.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -120858.937500 Penalty: 705.305908 Iteration 10Q: 3 clusters Score -120858.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -120880.898438 Penalty: 705.305908 Iteration 11Q: 3 clusters Score -120880.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -120914.476562 Penalty: 705.305908 Iteration 12Q: 3 clusters Score -120914.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -120955.953125 Penalty: 705.305908 Iteration 13Q: 3 clusters Score -120956 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -121021.335938 Penalty: 705.305908 Iteration 14Q: 3 clusters Score -121021.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -121101.570312 Penalty: 705.305908 Iteration 15Q: 3 clusters Score -121101.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -121184.078125 Penalty: 705.305908 Iteration 16Q: 3 clusters Score -121184.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -121242.320312 Penalty: 705.305908 Iteration 17Q: 3 clusters Score -121242.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -121290.695312 Penalty: 705.305908 Iteration 18Q: 3 clusters Score -121290.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -121328.132812 Penalty: 705.305908 Iteration 19Q: 3 clusters Score -121328.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -121359.578125 Penalty: 705.305908 Iteration 20F: 3 clusters Score -121359.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -121383.546875 Penalty: 705.305908 Iteration 21Q: 3 clusters Score -121383.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -121397.468750 Penalty: 705.305908 Iteration 22Q: 3 clusters Score -121397.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -121406.765625 Penalty: 705.305908 Iteration 23Q: 3 clusters Score -121406.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -121413.195312 Penalty: 705.305908 Iteration 24Q: 3 clusters Score -121413.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -121419.335938 Penalty: 705.305908 Iteration 25Q: 3 clusters Score -121419.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -121426.000000 Penalty: 705.305908 Iteration 26Q: 3 clusters Score -121426 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -121431.187500 Penalty: 705.305908 Iteration 27Q: 3 clusters Score -121431.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -121435.734375 Penalty: 705.305908 Iteration 28Q: 3 clusters Score -121435.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -121439.812500 Penalty: 705.305908 Iteration 29Q: 3 clusters Score -121439.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -121442.140625 Penalty: 705.305908 Iteration 30Q: 3 clusters Score -121442.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -121442.898438 Penalty: 705.305908 Iteration 31Q: 3 clusters Score -121442.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -121443.078125 Penalty: 705.305908 Iteration 32Q: 3 clusters Score -121443.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -121443.078125 Penalty: 705.305908 Iteration 33F: 3 clusters Score -121443.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Entering Unmasked Estep Score: -178603.343750 Penalty: 371.147308 Iteration 0F: 2 clusters Score -178603.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -176179.359375 Penalty: 742.294617 Iteration 0F: 3 clusters Score -176179.4 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -177162.921875 Penalty: 742.294617 Iteration 1F: 3 clusters Score -177162.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -177326.437500 Penalty: 742.294617 Iteration 2F: 3 clusters Score -177326.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -177475.562500 Penalty: 742.294617 Iteration 3F: 3 clusters Score -177475.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -177614.796875 Penalty: 742.294617 Iteration 4F: 3 clusters Score -177614.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -177758.718750 Penalty: 742.294617 Iteration 5F: 3 clusters Score -177758.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -177899.968750 Penalty: 742.294617 Iteration 6Q: 3 clusters Score -177900 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -178022.734375 Penalty: 742.294617 Iteration 7Q: 3 clusters Score -178022.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -178112.593750 Penalty: 742.294617 Iteration 8Q: 3 clusters Score -178112.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -178162.671875 Penalty: 742.294617 Iteration 9Q: 3 clusters Score -178162.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -178197.468750 Penalty: 742.294617 Iteration 10Q: 3 clusters Score -178197.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -178228.156250 Penalty: 742.294617 Iteration 11Q: 3 clusters Score -178228.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -178254.828125 Penalty: 742.294617 Iteration 12Q: 3 clusters Score -178254.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -178277.953125 Penalty: 742.294617 Iteration 13Q: 3 clusters Score -178278 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -178298.437500 Penalty: 742.294617 Iteration 14Q: 3 clusters Score -178298.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -178312.375000 Penalty: 742.294617 Iteration 15Q: 3 clusters Score -178312.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -178320.453125 Penalty: 742.294617 Iteration 16Q: 3 clusters Score -178320.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -178323.953125 Penalty: 742.294617 Iteration 17Q: 3 clusters Score -178324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -178328.640625 Penalty: 742.294617 Iteration 18Q: 3 clusters Score -178328.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -178330.515625 Penalty: 742.294617 Iteration 19Q: 3 clusters Score -178330.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -178330.765625 Penalty: 742.294617 Iteration 20F: 3 clusters Score -178330.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -178331.031250 Penalty: 742.294617 Iteration 21Q: 3 clusters Score -178331 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -178332.046875 Penalty: 742.294617 Iteration 22Q: 3 clusters Score -178332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -178332.843750 Penalty: 742.294617 Iteration 23Q: 3 clusters Score -178332.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -178335.125000 Penalty: 742.294617 Iteration 24Q: 3 clusters Score -178335.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -178336.453125 Penalty: 742.294617 Iteration 25Q: 3 clusters Score -178336.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -178337.906250 Penalty: 742.294617 Iteration 26Q: 3 clusters Score -178337.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -178340.375000 Penalty: 742.294617 Iteration 27Q: 3 clusters Score -178340.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -178341.875000 Penalty: 742.294617 Iteration 28Q: 3 clusters Score -178341.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -178342.968750 Penalty: 742.294617 Iteration 29Q: 3 clusters Score -178343 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -178344.156250 Penalty: 742.294617 Iteration 30Q: 3 clusters Score -178344.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -178344.359375 Penalty: 742.294617 Iteration 31Q: 3 clusters Score -178344.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -178344.359375 Penalty: 742.294617 Iteration 32F: 3 clusters Score -178344.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Entering Unmasked Estep Score: -56789.167969 Penalty: 331.521729 Iteration 0F: 2 clusters Score -56789.17 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 739 members Entering Unmasked Estep Score: -55742.199219 Penalty: 663.043457 Iteration 0F: 3 clusters Score -55742.2 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -56616.230469 Penalty: 663.043457 Iteration 1F: 3 clusters Score -56616.23 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -56947.785156 Penalty: 663.043457 Iteration 2F: 3 clusters Score -56947.79 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -57105.484375 Penalty: 663.043457 Iteration 3F: 3 clusters Score -57105.48 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -57202.429688 Penalty: 663.043457 Iteration 4Q: 3 clusters Score -57202.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -57283.851562 Penalty: 663.043457 Iteration 5Q: 3 clusters Score -57283.85 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -57418.949219 Penalty: 663.043457 Iteration 6Q: 3 clusters Score -57418.95 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -57531.351562 Penalty: 663.043457 Iteration 7Q: 3 clusters Score -57531.35 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -57646.718750 Penalty: 663.043457 Iteration 8Q: 3 clusters Score -57646.72 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -57810.152344 Penalty: 663.043457 Iteration 9F: 3 clusters Score -57810.15 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -58074.804688 Penalty: 663.043457 Iteration 10F: 3 clusters Score -58074.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -58449.347656 Penalty: 663.043457 Iteration 11Q: 3 clusters Score -58449.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -58612.480469 Penalty: 663.043457 Iteration 12Q: 3 clusters Score -58612.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -58613.851562 Penalty: 663.043457 Iteration 13Q: 3 clusters Score -58613.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -58613.851562 Penalty: 663.043457 Iteration 14F: 3 clusters Score -58613.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 159964 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 91 members Mstep: Class 8 contains 18254 members Mstep: Class 9 contains 26017 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 872 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 5918 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 104532 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 127594 members Entering Unmasked Estep Score: -24242042.000000 Penalty: 11951.669922 Splitting cluster 12 changes total score from -24236552.000000 to -24242042.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 13 (24318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24318 members Entering Unmasked Estep Score: -1290487.500000 Penalty: 459.503235 Iteration 0F: 2 clusters Score -1290488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -1274259.750000 Penalty: 919.006470 Iteration 0F: 3 clusters Score -1274260 nChanged 11548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 14199 members Entering Unmasked Estep Score: -1281725.750000 Penalty: 919.006470 Iteration 1F: 3 clusters Score -1281726 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 15208 members Entering Unmasked Estep Score: -1282530.875000 Penalty: 919.006470 Iteration 2F: 3 clusters Score -1282531 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 16450 members Entering Unmasked Estep Score: -1283658.000000 Penalty: 919.006470 Iteration 3F: 3 clusters Score -1283658 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 17839 members Entering Unmasked Estep Score: -1285066.625000 Penalty: 919.006470 Iteration 4F: 3 clusters Score -1285067 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 19122 members Entering Unmasked Estep Score: -1286456.750000 Penalty: 919.006470 Iteration 5F: 3 clusters Score -1286457 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -1287467.625000 Penalty: 919.006470 Iteration 6Q: 3 clusters Score -1287468 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 20732 members Entering Unmasked Estep Score: -1288120.375000 Penalty: 919.006470 Iteration 7Q: 3 clusters Score -1288120 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 21277 members Entering Unmasked Estep Score: -1288511.875000 Penalty: 919.006470 Iteration 8Q: 3 clusters Score -1288512 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -1288788.000000 Penalty: 919.006470 Iteration 9Q: 3 clusters Score -1288788 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 22140 members Entering Unmasked Estep Score: -1289019.125000 Penalty: 919.006470 Iteration 10Q: 3 clusters Score -1289019 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 22515 members Entering Unmasked Estep Score: -1289234.125000 Penalty: 919.006470 Iteration 11Q: 3 clusters Score -1289234 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 22836 members Entering Unmasked Estep Score: -1289415.625000 Penalty: 919.006470 Iteration 12Q: 3 clusters Score -1289416 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 23075 members Entering Unmasked Estep Score: -1289551.500000 Penalty: 919.006470 Iteration 13Q: 3 clusters Score -1289552 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 23307 members Entering Unmasked Estep Score: -1289695.250000 Penalty: 919.006470 Iteration 14Q: 3 clusters Score -1289695 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 23506 members Entering Unmasked Estep Score: -1289816.250000 Penalty: 919.006470 Iteration 15Q: 3 clusters Score -1289816 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 23652 members Entering Unmasked Estep Score: -1289914.125000 Penalty: 919.006470 Iteration 16Q: 3 clusters Score -1289914 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 23751 members Entering Unmasked Estep Score: -1289971.750000 Penalty: 919.006470 Iteration 17Q: 3 clusters Score -1289972 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 23827 members Entering Unmasked Estep Score: -1290013.375000 Penalty: 919.006470 Iteration 18Q: 3 clusters Score -1290013 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 23886 members Entering Unmasked Estep Score: -1290058.875000 Penalty: 919.006470 Iteration 19Q: 3 clusters Score -1290059 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -1290086.125000 Penalty: 919.006470 Iteration 20F: 3 clusters Score -1290086 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 23961 members Entering Unmasked Estep Score: -1290102.875000 Penalty: 919.006470 Iteration 21Q: 3 clusters Score -1290103 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -1290117.375000 Penalty: 919.006470 Iteration 22Q: 3 clusters Score -1290117 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 24014 members Entering Unmasked Estep Score: -1290127.250000 Penalty: 919.006470 Iteration 23Q: 3 clusters Score -1290127 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 24029 members Entering Unmasked Estep Score: -1290134.125000 Penalty: 919.006470 Iteration 24Q: 3 clusters Score -1290134 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 24033 members Entering Unmasked Estep Score: -1290136.125000 Penalty: 919.006470 Iteration 25Q: 3 clusters Score -1290136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 24040 members Entering Unmasked Estep Score: -1290141.000000 Penalty: 919.006470 Iteration 26Q: 3 clusters Score -1290141 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 24048 members Entering Unmasked Estep Score: -1290142.125000 Penalty: 919.006470 Iteration 27Q: 3 clusters Score -1290142 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 24053 members Entering Unmasked Estep Score: -1290145.375000 Penalty: 919.006470 Iteration 28Q: 3 clusters Score -1290145 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 24060 members Entering Unmasked Estep Score: -1290149.875000 Penalty: 919.006470 Iteration 29Q: 3 clusters Score -1290150 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 24062 members Entering Unmasked Estep Score: -1290153.000000 Penalty: 919.006470 Iteration 30Q: 3 clusters Score -1290153 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 24068 members Entering Unmasked Estep Score: -1290157.875000 Penalty: 919.006470 Iteration 31Q: 3 clusters Score -1290158 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 24074 members Entering Unmasked Estep Score: -1290160.125000 Penalty: 919.006470 Iteration 32Q: 3 clusters Score -1290160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 24076 members Entering Unmasked Estep Score: -1290163.125000 Penalty: 919.006470 Iteration 33Q: 3 clusters Score -1290163 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 24076 members Entering Unmasked Estep Score: -1290164.000000 Penalty: 919.006470 Iteration 34Q: 3 clusters Score -1290164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 24081 members Entering Unmasked Estep Score: -1290164.125000 Penalty: 919.006470 Iteration 35Q: 3 clusters Score -1290164 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 24082 members Entering Unmasked Estep Score: -1290165.875000 Penalty: 919.006470 Iteration 36Q: 3 clusters Score -1290166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 24080 members Entering Unmasked Estep Score: -1290167.750000 Penalty: 919.006470 Iteration 37Q: 3 clusters Score -1290168 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 24082 members Entering Unmasked Estep Score: -1290169.000000 Penalty: 919.006470 Iteration 38Q: 3 clusters Score -1290169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 24083 members Entering Unmasked Estep Score: -1290171.125000 Penalty: 919.006470 Iteration 39Q: 3 clusters Score -1290171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 24080 members Entering Unmasked Estep Score: -1290172.625000 Penalty: 919.006470 Iteration 40F: 3 clusters Score -1290173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 24075 members Entering Unmasked Estep Score: -1290174.000000 Penalty: 919.006470 Iteration 41Q: 3 clusters Score -1290174 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 24071 members Entering Unmasked Estep Score: -1290176.250000 Penalty: 919.006470 Iteration 42Q: 3 clusters Score -1290176 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 24071 members Entering Unmasked Estep Score: -1290178.875000 Penalty: 919.006470 Iteration 43Q: 3 clusters Score -1290179 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 24072 members Entering Unmasked Estep Score: -1290180.125000 Penalty: 919.006470 Iteration 44Q: 3 clusters Score -1290180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 24074 members Entering Unmasked Estep Score: -1290181.375000 Penalty: 919.006470 Iteration 45Q: 3 clusters Score -1290181 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 24074 members Entering Unmasked Estep Score: -1290181.375000 Penalty: 919.006470 Iteration 46F: 3 clusters Score -1290181 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Entering Unmasked Estep Score: -197481.312500 Penalty: 376.921967 Iteration 0F: 2 clusters Score -197481.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -194801.187500 Penalty: 753.843933 Iteration 0F: 3 clusters Score -194801.2 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -195857.296875 Penalty: 753.843933 Iteration 1F: 3 clusters Score -195857.3 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -196154.484375 Penalty: 753.843933 Iteration 2F: 3 clusters Score -196154.5 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -196407.093750 Penalty: 753.843933 Iteration 3F: 3 clusters Score -196407.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -196637.375000 Penalty: 753.843933 Iteration 4F: 3 clusters Score -196637.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -196805.500000 Penalty: 753.843933 Iteration 5F: 3 clusters Score -196805.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -196920.671875 Penalty: 753.843933 Iteration 6Q: 3 clusters Score -196920.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -197018.375000 Penalty: 753.843933 Iteration 7Q: 3 clusters Score -197018.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -197105.859375 Penalty: 753.843933 Iteration 8Q: 3 clusters Score -197105.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -197168.218750 Penalty: 753.843933 Iteration 9Q: 3 clusters Score -197168.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -197220.406250 Penalty: 753.843933 Iteration 10Q: 3 clusters Score -197220.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -197259.437500 Penalty: 753.843933 Iteration 11Q: 3 clusters Score -197259.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -197292.796875 Penalty: 753.843933 Iteration 12Q: 3 clusters Score -197292.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -197307.828125 Penalty: 753.843933 Iteration 13Q: 3 clusters Score -197307.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -197317.109375 Penalty: 753.843933 Iteration 14Q: 3 clusters Score -197317.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -197324.515625 Penalty: 753.843933 Iteration 15Q: 3 clusters Score -197324.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -197327.890625 Penalty: 753.843933 Iteration 16Q: 3 clusters Score -197327.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -197332.046875 Penalty: 753.843933 Iteration 17Q: 3 clusters Score -197332 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -197333.484375 Penalty: 753.843933 Iteration 18Q: 3 clusters Score -197333.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -197333.781250 Penalty: 753.843933 Iteration 19Q: 3 clusters Score -197333.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -197333.781250 Penalty: 753.843933 Iteration 20F: 3 clusters Score -197333.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Entering Unmasked Estep Score: -253987.171875 Penalty: 393.093201 Iteration 0F: 2 clusters Score -253987.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -250212.609375 Penalty: 786.186401 Iteration 0F: 3 clusters Score -250212.6 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -251623.578125 Penalty: 786.186401 Iteration 1F: 3 clusters Score -251623.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -251804.375000 Penalty: 786.186401 Iteration 2F: 3 clusters Score -251804.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -252045.484375 Penalty: 786.186401 Iteration 3F: 3 clusters Score -252045.5 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -252348.312500 Penalty: 786.186401 Iteration 4F: 3 clusters Score -252348.3 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -252709.734375 Penalty: 786.186401 Iteration 5F: 3 clusters Score -252709.7 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -253005.609375 Penalty: 786.186401 Iteration 6F: 3 clusters Score -253005.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -253213.859375 Penalty: 786.186401 Iteration 7F: 3 clusters Score -253213.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -253337.781250 Penalty: 786.186401 Iteration 8Q: 3 clusters Score -253337.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -253406.953125 Penalty: 786.186401 Iteration 9Q: 3 clusters Score -253407 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -253445.031250 Penalty: 786.186401 Iteration 10Q: 3 clusters Score -253445 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -253460.531250 Penalty: 786.186401 Iteration 11Q: 3 clusters Score -253460.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -253465.765625 Penalty: 786.186401 Iteration 12Q: 3 clusters Score -253465.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -253467.156250 Penalty: 786.186401 Iteration 13Q: 3 clusters Score -253467.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -253467.578125 Penalty: 786.186401 Iteration 14Q: 3 clusters Score -253467.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -253467.421875 Penalty: 786.186401 Iteration 15Q: 3 clusters Score -253467.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -253467.625000 Penalty: 786.186401 Iteration 16Q: 3 clusters Score -253467.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -253467.734375 Penalty: 786.186401 Iteration 17Q: 3 clusters Score -253467.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -253467.734375 Penalty: 786.186401 Iteration 18F: 3 clusters Score -253467.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Entering Unmasked Estep Score: -264108.156250 Penalty: 395.201813 Iteration 0F: 2 clusters Score -264108.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -260141.546875 Penalty: 790.403625 Iteration 0F: 3 clusters Score -260141.5 nChanged 2679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -261817.625000 Penalty: 790.403625 Iteration 1F: 3 clusters Score -261817.6 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -262147.906250 Penalty: 790.403625 Iteration 2F: 3 clusters Score -262147.9 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -262413.531250 Penalty: 790.403625 Iteration 3F: 3 clusters Score -262413.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -262668.218750 Penalty: 790.403625 Iteration 4F: 3 clusters Score -262668.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -262892.937500 Penalty: 790.403625 Iteration 5F: 3 clusters Score -262892.9 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -263063.500000 Penalty: 790.403625 Iteration 6F: 3 clusters Score -263063.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -263200.281250 Penalty: 790.403625 Iteration 7Q: 3 clusters Score -263200.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -263334.593750 Penalty: 790.403625 Iteration 8Q: 3 clusters Score -263334.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -263425.062500 Penalty: 790.403625 Iteration 9Q: 3 clusters Score -263425.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -263501.281250 Penalty: 790.403625 Iteration 10Q: 3 clusters Score -263501.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -263570.281250 Penalty: 790.403625 Iteration 11Q: 3 clusters Score -263570.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -263634.750000 Penalty: 790.403625 Iteration 12Q: 3 clusters Score -263634.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -263715.375000 Penalty: 790.403625 Iteration 13Q: 3 clusters Score -263715.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -263826.437500 Penalty: 790.403625 Iteration 14Q: 3 clusters Score -263826.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -263947.531250 Penalty: 790.403625 Iteration 15Q: 3 clusters Score -263947.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -264072.031250 Penalty: 790.403625 Iteration 16Q: 3 clusters Score -264072 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -264140.906250 Penalty: 790.403625 Iteration 17Q: 3 clusters Score -264140.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -264170.187500 Penalty: 790.403625 Iteration 18Q: 3 clusters Score -264170.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -264187.312500 Penalty: 790.403625 Iteration 19Q: 3 clusters Score -264187.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -264195.625000 Penalty: 790.403625 Iteration 20F: 3 clusters Score -264195.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -264200.937500 Penalty: 790.403625 Iteration 21Q: 3 clusters Score -264200.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -264204.375000 Penalty: 790.403625 Iteration 22Q: 3 clusters Score -264204.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -264206.093750 Penalty: 790.403625 Iteration 23Q: 3 clusters Score -264206.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -264207.593750 Penalty: 790.403625 Iteration 24Q: 3 clusters Score -264207.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -264208.375000 Penalty: 790.403625 Iteration 25Q: 3 clusters Score -264208.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -264208.593750 Penalty: 790.403625 Iteration 26Q: 3 clusters Score -264208.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -264208.593750 Penalty: 790.403625 Iteration 27F: 3 clusters Score -264208.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 159964 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 91 members Mstep: Class 8 contains 18254 members Mstep: Class 9 contains 26017 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 872 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 779 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 104532 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 127594 members Mstep: Class 21 contains 5139 members Entering Unmasked Estep Score: -24241902.000000 Penalty: 12549.253906 Splitting cluster 16 changes total score from -24236552.000000 to -24241902.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 18 (104532 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104532 members Entering Unmasked Estep Score: -5271935.500000 Penalty: 525.854797 Iteration 0F: 2 clusters Score -5271936 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52420 members Mstep: Class 2 contains 52112 members Entering Unmasked Estep Score: -5201695.500000 Penalty: 1051.709595 Iteration 0F: 3 clusters Score -5201696 nChanged 50920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61818 members Mstep: Class 2 contains 42714 members Entering Unmasked Estep Score: -5237685.500000 Penalty: 1051.709595 Iteration 1F: 3 clusters Score -5237686 nChanged 7873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67093 members Mstep: Class 2 contains 37439 members Entering Unmasked Estep Score: -5243396.000000 Penalty: 1051.709595 Iteration 2F: 3 clusters Score -5243396 nChanged 8407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73132 members Mstep: Class 2 contains 31400 members Entering Unmasked Estep Score: -5250931.500000 Penalty: 1051.709595 Iteration 3F: 3 clusters Score -5250932 nChanged 7401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78507 members Mstep: Class 2 contains 26025 members Entering Unmasked Estep Score: -5258660.500000 Penalty: 1051.709595 Iteration 4F: 3 clusters Score -5258660 nChanged 5123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81792 members Mstep: Class 2 contains 22740 members Entering Unmasked Estep Score: -5263650.000000 Penalty: 1051.709595 Iteration 5Q: 3 clusters Score -5263650 nChanged 3217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83737 members Mstep: Class 2 contains 20795 members Entering Unmasked Estep Score: -5265643.000000 Penalty: 1051.709595 Iteration 6Q: 3 clusters Score -5265643 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85300 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -5266527.000000 Penalty: 1051.709595 Iteration 7Q: 3 clusters Score -5266527 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86692 members Mstep: Class 2 contains 17840 members Entering Unmasked Estep Score: -5267192.500000 Penalty: 1051.709595 Iteration 8Q: 3 clusters Score -5267192 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87924 members Mstep: Class 2 contains 16608 members Entering Unmasked Estep Score: -5267705.500000 Penalty: 1051.709595 Iteration 9Q: 3 clusters Score -5267706 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89056 members Mstep: Class 2 contains 15476 members Entering Unmasked Estep Score: -5268044.000000 Penalty: 1051.709595 Iteration 10Q: 3 clusters Score -5268044 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90078 members Mstep: Class 2 contains 14454 members Entering Unmasked Estep Score: -5268375.000000 Penalty: 1051.709595 Iteration 11Q: 3 clusters Score -5268375 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91050 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -5268673.000000 Penalty: 1051.709595 Iteration 12Q: 3 clusters Score -5268673 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91964 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -5268960.500000 Penalty: 1051.709595 Iteration 13Q: 3 clusters Score -5268960 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92858 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -5269234.000000 Penalty: 1051.709595 Iteration 14Q: 3 clusters Score -5269234 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93686 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -5269490.500000 Penalty: 1051.709595 Iteration 15Q: 3 clusters Score -5269490 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94473 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -5269761.500000 Penalty: 1051.709595 Iteration 16Q: 3 clusters Score -5269762 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95204 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -5269971.000000 Penalty: 1051.709595 Iteration 17Q: 3 clusters Score -5269971 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95870 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -5270160.500000 Penalty: 1051.709595 Iteration 18Q: 3 clusters Score -5270160 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96541 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -5270339.500000 Penalty: 1051.709595 Iteration 19Q: 3 clusters Score -5270340 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97185 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -5270547.000000 Penalty: 1051.709595 Iteration 20F: 3 clusters Score -5270547 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97824 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -5270772.000000 Penalty: 1051.709595 Iteration 21Q: 3 clusters Score -5270772 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98425 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -5270985.500000 Penalty: 1051.709595 Iteration 22Q: 3 clusters Score -5270986 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98994 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -5271203.500000 Penalty: 1051.709595 Iteration 23Q: 3 clusters Score -5271204 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99499 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -5271444.500000 Penalty: 1051.709595 Iteration 24Q: 3 clusters Score -5271444 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99982 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -5271721.000000 Penalty: 1051.709595 Iteration 25Q: 3 clusters Score -5271721 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100414 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -5271979.500000 Penalty: 1051.709595 Iteration 26Q: 3 clusters Score -5271980 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100748 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -5272151.500000 Penalty: 1051.709595 Iteration 27Q: 3 clusters Score -5272152 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101028 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -5272281.500000 Penalty: 1051.709595 Iteration 28Q: 3 clusters Score -5272282 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101265 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -5272384.000000 Penalty: 1051.709595 Iteration 29Q: 3 clusters Score -5272384 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101477 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -5272452.500000 Penalty: 1051.709595 Iteration 30Q: 3 clusters Score -5272452 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101663 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -5272522.500000 Penalty: 1051.709595 Iteration 31Q: 3 clusters Score -5272522 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101793 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -5272548.500000 Penalty: 1051.709595 Iteration 32Q: 3 clusters Score -5272548 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101905 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -5272561.000000 Penalty: 1051.709595 Iteration 33Q: 3 clusters Score -5272561 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102007 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -5272577.000000 Penalty: 1051.709595 Iteration 34Q: 3 clusters Score -5272577 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102086 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -5272589.000000 Penalty: 1051.709595 Iteration 35Q: 3 clusters Score -5272589 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102154 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -5272584.000000 Penalty: 1051.709595 Iteration 36Q: 3 clusters Score -5272584 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102203 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -5272594.000000 Penalty: 1051.709595 Iteration 37Q: 3 clusters Score -5272594 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102237 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -5272600.500000 Penalty: 1051.709595 Iteration 38Q: 3 clusters Score -5272600 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102261 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -5272597.500000 Penalty: 1051.709595 Iteration 39Q: 3 clusters Score -5272598 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102281 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -5272596.000000 Penalty: 1051.709595 Iteration 40F: 3 clusters Score -5272596 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102291 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -5272605.500000 Penalty: 1051.709595 Iteration 41Q: 3 clusters Score -5272606 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102302 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -5272610.500000 Penalty: 1051.709595 Iteration 42Q: 3 clusters Score -5272610 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102313 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -5272620.000000 Penalty: 1051.709595 Iteration 43Q: 3 clusters Score -5272620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102315 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -5272615.000000 Penalty: 1051.709595 Iteration 44Q: 3 clusters Score -5272615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102317 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -5272618.000000 Penalty: 1051.709595 Iteration 45Q: 3 clusters Score -5272618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102318 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -5272617.500000 Penalty: 1051.709595 Iteration 46Q: 3 clusters Score -5272618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102319 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -5272616.500000 Penalty: 1051.709595 Iteration 47Q: 3 clusters Score -5272616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102320 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -5272614.500000 Penalty: 1051.709595 Iteration 48Q: 3 clusters Score -5272614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102320 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -5272614.500000 Penalty: 1051.709595 Iteration 49F: 3 clusters Score -5272614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 159964 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 91 members Mstep: Class 8 contains 18254 members Mstep: Class 9 contains 26017 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 872 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 779 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 102320 members Mstep: Class 19 contains 1531 members Mstep: Class 20 contains 127594 members Mstep: Class 21 contains 5139 members Mstep: Class 22 contains 2212 members Entering Unmasked Estep Score: -24242304.000000 Penalty: 13146.836914 Splitting cluster 18 changes total score from -24236552.000000 to -24242304.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (1531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Entering Unmasked Estep Score: -57096.890625 Penalty: 333.682281 Iteration 0F: 2 clusters Score -57096.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -56005.343750 Penalty: 667.364563 Iteration 0F: 3 clusters Score -56005.34 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -56913.242188 Penalty: 667.364563 Iteration 1F: 3 clusters Score -56913.24 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -57280.832031 Penalty: 667.364563 Iteration 2F: 3 clusters Score -57280.83 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -57428.609375 Penalty: 667.364563 Iteration 3F: 3 clusters Score -57428.61 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -57525.070312 Penalty: 667.364563 Iteration 4Q: 3 clusters Score -57525.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -57557.835938 Penalty: 667.364563 Iteration 5Q: 3 clusters Score -57557.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -57596.167969 Penalty: 667.364563 Iteration 6Q: 3 clusters Score -57596.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -57674.117188 Penalty: 667.364563 Iteration 7Q: 3 clusters Score -57674.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -57801.125000 Penalty: 667.364563 Iteration 8Q: 3 clusters Score -57801.12 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -57910.617188 Penalty: 667.364563 Iteration 9Q: 3 clusters Score -57910.62 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -58049.945312 Penalty: 667.364563 Iteration 10Q: 3 clusters Score -58049.95 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -58307.691406 Penalty: 667.364563 Iteration 11F: 3 clusters Score -58307.69 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -58684.023438 Penalty: 667.364563 Iteration 12F: 3 clusters Score -58684.02 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -59488.628906 Penalty: 667.364563 Iteration 13Q: 3 clusters Score -59488.63 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -59799.562500 Penalty: 667.364563 Iteration 14F: 3 clusters Score -59799.56 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -60023.519531 Penalty: 667.364563 Iteration 15F: 3 clusters Score -60023.52 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -60187.378906 Penalty: 667.364563 Iteration 16F: 3 clusters Score -60187.38 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -60342.816406 Penalty: 667.364563 Iteration 17Q: 3 clusters Score -60342.82 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -60368.593750 Penalty: 667.364563 Iteration 18Q: 3 clusters Score -60368.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -60376.496094 Penalty: 667.364563 Iteration 19Q: 3 clusters Score -60376.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -60383.812500 Penalty: 667.364563 Iteration 20F: 3 clusters Score -60383.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -60387.914062 Penalty: 667.364563 Iteration 21Q: 3 clusters Score -60387.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -60390.429688 Penalty: 667.364563 Iteration 22Q: 3 clusters Score -60390.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -60395.320312 Penalty: 667.364563 Iteration 23Q: 3 clusters Score -60395.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -60417.699219 Penalty: 667.364563 Iteration 24Q: 3 clusters Score -60417.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -60457.777344 Penalty: 667.364563 Iteration 25Q: 3 clusters Score -60457.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -60504.285156 Penalty: 667.364563 Iteration 26Q: 3 clusters Score -60504.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -60520.648438 Penalty: 667.364563 Iteration 27Q: 3 clusters Score -60520.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -60524.355469 Penalty: 667.364563 Iteration 28Q: 3 clusters Score -60524.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -60534.304688 Penalty: 667.364563 Iteration 29Q: 3 clusters Score -60534.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -60542.050781 Penalty: 667.364563 Iteration 30Q: 3 clusters Score -60542.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -60544.511719 Penalty: 667.364563 Iteration 31Q: 3 clusters Score -60544.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -60544.898438 Penalty: 667.364563 Iteration 32Q: 3 clusters Score -60544.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -60545.433594 Penalty: 667.364563 Iteration 33F: 3 clusters Score -60545.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -60546.367188 Penalty: 667.364563 Iteration 34Q: 3 clusters Score -60546.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -60546.367188 Penalty: 667.364563 Iteration 35F: 3 clusters Score -60546.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 4228 members Mstep: Class 4 contains 159964 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 91 members Mstep: Class 8 contains 18254 members Mstep: Class 9 contains 26017 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 872 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 779 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 102320 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 127594 members Mstep: Class 21 contains 5139 members Mstep: Class 22 contains 2212 members Mstep: Class 23 contains 670 members Entering Unmasked Estep Score: -24245494.000000 Penalty: 13744.420898 Splitting cluster 19 changes total score from -24236552.000000 to -24245494.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 20 (127594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127594 members Entering Unmasked Estep Score: -6300085.500000 Penalty: 534.925720 Iteration 0F: 2 clusters Score -6300086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63861 members Mstep: Class 2 contains 63733 members Entering Unmasked Estep Score: -6213665.500000 Penalty: 1069.851440 Iteration 0F: 3 clusters Score -6213666 nChanged 62511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66554 members Mstep: Class 2 contains 61040 members Entering Unmasked Estep Score: -6251175.000000 Penalty: 1069.851440 Iteration 1F: 3 clusters Score -6251175 nChanged 5046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68510 members Mstep: Class 2 contains 59084 members Entering Unmasked Estep Score: -6252679.500000 Penalty: 1069.851440 Iteration 2Q: 3 clusters Score -6252680 nChanged 5530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71346 members Mstep: Class 2 contains 56248 members Entering Unmasked Estep Score: -6254877.500000 Penalty: 1069.851440 Iteration 3Q: 3 clusters Score -6254878 nChanged 6441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75277 members Mstep: Class 2 contains 52317 members Entering Unmasked Estep Score: -6257977.500000 Penalty: 1069.851440 Iteration 4F: 3 clusters Score -6257978 nChanged 7413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80066 members Mstep: Class 2 contains 47528 members Entering Unmasked Estep Score: -6262503.000000 Penalty: 1069.851440 Iteration 5F: 3 clusters Score -6262503 nChanged 8030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85292 members Mstep: Class 2 contains 42302 members Entering Unmasked Estep Score: -6268124.000000 Penalty: 1069.851440 Iteration 6F: 3 clusters Score -6268124 nChanged 7958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90492 members Mstep: Class 2 contains 37102 members Entering Unmasked Estep Score: -6274717.500000 Penalty: 1069.851440 Iteration 7F: 3 clusters Score -6274718 nChanged 7121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94649 members Mstep: Class 2 contains 32945 members Entering Unmasked Estep Score: -6280352.500000 Penalty: 1069.851440 Iteration 8F: 3 clusters Score -6280352 nChanged 5550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97689 members Mstep: Class 2 contains 29905 members Entering Unmasked Estep Score: -6283845.000000 Penalty: 1069.851440 Iteration 9Q: 3 clusters Score -6283845 nChanged 3786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100249 members Mstep: Class 2 contains 27345 members Entering Unmasked Estep Score: -6285546.500000 Penalty: 1069.851440 Iteration 10Q: 3 clusters Score -6285546 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102693 members Mstep: Class 2 contains 24901 members Entering Unmasked Estep Score: -6286646.500000 Penalty: 1069.851440 Iteration 11Q: 3 clusters Score -6286646 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105108 members Mstep: Class 2 contains 22486 members Entering Unmasked Estep Score: -6287578.000000 Penalty: 1069.851440 Iteration 12Q: 3 clusters Score -6287578 nChanged 2571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107677 members Mstep: Class 2 contains 19917 members Entering Unmasked Estep Score: -6288692.500000 Penalty: 1069.851440 Iteration 13Q: 3 clusters Score -6288692 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110284 members Mstep: Class 2 contains 17310 members Entering Unmasked Estep Score: -6289848.500000 Penalty: 1069.851440 Iteration 14Q: 3 clusters Score -6289848 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112798 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -6291011.000000 Penalty: 1069.851440 Iteration 15Q: 3 clusters Score -6291011 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115264 members Mstep: Class 2 contains 12330 members Entering Unmasked Estep Score: -6292260.500000 Penalty: 1069.851440 Iteration 16Q: 3 clusters Score -6292260 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117523 members Mstep: Class 2 contains 10071 members Entering Unmasked Estep Score: -6293455.500000 Penalty: 1069.851440 Iteration 17Q: 3 clusters Score -6293456 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119608 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -6294642.000000 Penalty: 1069.851440 Iteration 18Q: 3 clusters Score -6294642 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121518 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -6295806.500000 Penalty: 1069.851440 Iteration 19Q: 3 clusters Score -6295806 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123147 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -6296841.000000 Penalty: 1069.851440 Iteration 20F: 3 clusters Score -6296841 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124417 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -6297683.500000 Penalty: 1069.851440 Iteration 21Q: 3 clusters Score -6297684 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125373 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -6298349.500000 Penalty: 1069.851440 Iteration 22Q: 3 clusters Score -6298350 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126059 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -6298838.500000 Penalty: 1069.851440 Iteration 23Q: 3 clusters Score -6298838 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126512 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -6299075.500000 Penalty: 1069.851440 Iteration 24Q: 3 clusters Score -6299076 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126824 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -6299259.500000 Penalty: 1069.851440 Iteration 25Q: 3 clusters Score -6299260 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127041 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -6299374.500000 Penalty: 1069.851440 Iteration 26Q: 3 clusters Score -6299374 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127186 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -6299473.500000 Penalty: 1069.851440 Iteration 27Q: 3 clusters Score -6299474 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127272 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -6299531.500000 Penalty: 1069.851440 Iteration 28Q: 3 clusters Score -6299532 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127323 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -6299570.000000 Penalty: 1069.851440 Iteration 29Q: 3 clusters Score -6299570 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127354 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -6299579.000000 Penalty: 1069.851440 Iteration 30Q: 3 clusters Score -6299579 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127374 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -6299593.000000 Penalty: 1069.851440 Iteration 31Q: 3 clusters Score -6299593 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127384 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -6299604.500000 Penalty: 1069.851440 Iteration 32Q: 3 clusters Score -6299604 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127393 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -6299613.000000 Penalty: 1069.851440 Iteration 33Q: 3 clusters Score -6299613 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127402 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -6299616.500000 Penalty: 1069.851440 Iteration 34Q: 3 clusters Score -6299616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127409 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -6299623.000000 Penalty: 1069.851440 Iteration 35Q: 3 clusters Score -6299623 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127414 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -6299621.000000 Penalty: 1069.851440 Iteration 36Q: 3 clusters Score -6299621 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127418 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -6299626.500000 Penalty: 1069.851440 Iteration 37Q: 3 clusters Score -6299626 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127423 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -6299630.000000 Penalty: 1069.851440 Iteration 38Q: 3 clusters Score -6299630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127430 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -6299637.500000 Penalty: 1069.851440 Iteration 39Q: 3 clusters Score -6299638 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127433 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -6299637.500000 Penalty: 1069.851440 Iteration 40F: 3 clusters Score -6299638 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127434 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -6299645.500000 Penalty: 1069.851440 Iteration 41Q: 3 clusters Score -6299646 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127436 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -6299648.500000 Penalty: 1069.851440 Iteration 42Q: 3 clusters Score -6299648 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127438 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -6299652.000000 Penalty: 1069.851440 Iteration 43Q: 3 clusters Score -6299652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127439 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -6299656.500000 Penalty: 1069.851440 Iteration 44Q: 3 clusters Score -6299656 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127438 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -6299654.000000 Penalty: 1069.851440 Iteration 45Q: 3 clusters Score -6299654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127439 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -6299656.000000 Penalty: 1069.851440 Iteration 46Q: 3 clusters Score -6299656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127440 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -6299658.500000 Penalty: 1069.851440 Iteration 47Q: 3 clusters Score -6299658 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127441 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -6299661.000000 Penalty: 1069.851440 Iteration 48Q: 3 clusters Score -6299661 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127441 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -6299661.000000 Penalty: 1069.851440 Iteration 49F: 3 clusters Score -6299661 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 4228 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 5228 members Mstep: Class 8 contains 18254 members Mstep: Class 10 contains 2323 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 872 members Mstep: Class 13 contains 24318 members Mstep: Class 14 contains 3960 members Mstep: Class 15 contains 5650 members Mstep: Class 16 contains 779 members Mstep: Class 18 contains 102320 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 127594 members Entering Unmasked Estep ConsiderDeletion Score: -24247228.000000 Penalty: 13744.420898 Iteration 39Q: 24 clusters Score -2.424723e+07 nChanged 5975 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 369 members Mstep: Class 3 contains 4254 members Mstep: Class 4 contains 158439 members Mstep: Class 5 contains 718 members Mstep: Class 6 contains 5094 members Mstep: Class 7 contains 89 members Mstep: Class 8 contains 18662 members Mstep: Class 9 contains 26256 members Mstep: Class 10 contains 2312 members Mstep: Class 11 contains 3568 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 23442 members Mstep: Class 14 contains 3959 members Mstep: Class 15 contains 5464 members Mstep: Class 16 contains 1064 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 102058 members Mstep: Class 19 contains 863 members Mstep: Class 20 contains 129142 members Mstep: Class 21 contains 4930 members Mstep: Class 22 contains 2255 members Mstep: Class 23 contains 669 members Entering Unmasked Estep ConsiderDeletion Score: -24249004.000000 Penalty: 13744.420898 Iteration 40F: 24 clusters Score -2.4249e+07 nChanged 5144 Entering Unmasked Mstep Mstep: Class 0 contains 164 members Mstep: Class 1 contains 10685 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 4212 members Mstep: Class 4 contains 158082 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 4950 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 19074 members Mstep: Class 9 contains 26521 members Mstep: Class 10 contains 2328 members Mstep: Class 11 contains 3620 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 22670 members Mstep: Class 14 contains 3957 members Mstep: Class 15 contains 5257 members Mstep: Class 16 contains 1230 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 101070 members Mstep: Class 19 contains 865 members Mstep: Class 20 contains 130436 members Mstep: Class 21 contains 4976 members Mstep: Class 22 contains 2291 members Mstep: Class 23 contains 671 members Entering Unmasked Estep ConsiderDeletion Score: -24250006.000000 Penalty: 13744.420898 Iteration 41Q: 24 clusters Score -2.425001e+07 nChanged 3789 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4194 members Mstep: Class 4 contains 157850 members Mstep: Class 5 contains 715 members Mstep: Class 6 contains 4837 members Mstep: Class 7 contains 92 members Mstep: Class 8 contains 19480 members Mstep: Class 9 contains 26655 members Mstep: Class 10 contains 2330 members Mstep: Class 11 contains 3647 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 22003 members Mstep: Class 14 contains 3955 members Mstep: Class 15 contains 5074 members Mstep: Class 16 contains 1341 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 100140 members Mstep: Class 19 contains 866 members Mstep: Class 20 contains 131616 members Mstep: Class 21 contains 5002 members Mstep: Class 22 contains 2336 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24250464.000000 Penalty: 13744.420898 Iteration 42Q: 24 clusters Score -2.425046e+07 nChanged 3485 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4173 members Mstep: Class 4 contains 157689 members Mstep: Class 5 contains 715 members Mstep: Class 6 contains 4741 members Mstep: Class 7 contains 91 members Mstep: Class 8 contains 19886 members Mstep: Class 9 contains 26764 members Mstep: Class 10 contains 2326 members Mstep: Class 11 contains 3664 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 21381 members Mstep: Class 14 contains 3954 members Mstep: Class 15 contains 4930 members Mstep: Class 16 contains 1404 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 99144 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 132789 members Mstep: Class 21 contains 5028 members Mstep: Class 22 contains 2389 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24250880.000000 Penalty: 13744.420898 Iteration 43Q: 24 clusters Score -2.425088e+07 nChanged 3287 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 382 members Mstep: Class 3 contains 4166 members Mstep: Class 4 contains 157581 members Mstep: Class 5 contains 718 members Mstep: Class 6 contains 4650 members Mstep: Class 7 contains 92 members Mstep: Class 8 contains 20283 members Mstep: Class 9 contains 26824 members Mstep: Class 10 contains 2324 members Mstep: Class 11 contains 3673 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 20792 members Mstep: Class 14 contains 3952 members Mstep: Class 15 contains 4791 members Mstep: Class 16 contains 1449 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 98118 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 133985 members Mstep: Class 21 contains 5041 members Mstep: Class 22 contains 2450 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24251424.000000 Penalty: 13744.420898 Iteration 44Q: 24 clusters Score -2.425142e+07 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 11437 members Mstep: Class 2 contains 383 members Mstep: Class 3 contains 4151 members Mstep: Class 4 contains 157519 members Mstep: Class 5 contains 718 members Mstep: Class 6 contains 4584 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 20630 members Mstep: Class 9 contains 26871 members Mstep: Class 10 contains 2330 members Mstep: Class 11 contains 3689 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 20198 members Mstep: Class 14 contains 3951 members Mstep: Class 15 contains 4673 members Mstep: Class 16 contains 1482 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 97076 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 135209 members Mstep: Class 21 contains 5043 members Mstep: Class 22 contains 2502 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24251932.000000 Penalty: 13744.420898 Iteration 45Q: 24 clusters Score -2.425193e+07 nChanged 3107 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 382 members Mstep: Class 3 contains 4142 members Mstep: Class 4 contains 157482 members Mstep: Class 5 contains 716 members Mstep: Class 6 contains 4510 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 20968 members Mstep: Class 9 contains 26894 members Mstep: Class 10 contains 2337 members Mstep: Class 11 contains 3712 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 19640 members Mstep: Class 14 contains 3951 members Mstep: Class 15 contains 4566 members Mstep: Class 16 contains 1496 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 95967 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 136463 members Mstep: Class 21 contains 5055 members Mstep: Class 22 contains 2541 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24252312.000000 Penalty: 13744.420898 Iteration 46Q: 24 clusters Score -2.425231e+07 nChanged 3067 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 381 members Mstep: Class 3 contains 4133 members Mstep: Class 4 contains 157453 members Mstep: Class 5 contains 716 members Mstep: Class 6 contains 4455 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 21320 members Mstep: Class 9 contains 26903 members Mstep: Class 10 contains 2354 members Mstep: Class 11 contains 3735 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 19079 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 4442 members Mstep: Class 16 contains 1508 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 94842 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 137728 members Mstep: Class 21 contains 5060 members Mstep: Class 22 contains 2573 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24252566.000000 Penalty: 13744.420898 Iteration 47Q: 24 clusters Score -2.425257e+07 nChanged 3137 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 382 members Mstep: Class 3 contains 4130 members Mstep: Class 4 contains 157435 members Mstep: Class 5 contains 715 members Mstep: Class 6 contains 4407 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 21654 members Mstep: Class 9 contains 26912 members Mstep: Class 10 contains 2365 members Mstep: Class 11 contains 3732 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 18533 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 4348 members Mstep: Class 16 contains 1513 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 93638 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 139067 members Mstep: Class 21 contains 5061 members Mstep: Class 22 contains 2607 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24253002.000000 Penalty: 13744.420898 Iteration 48Q: 24 clusters Score -2.4253e+07 nChanged 3120 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 382 members Mstep: Class 3 contains 4127 members Mstep: Class 4 contains 157427 members Mstep: Class 5 contains 714 members Mstep: Class 6 contains 4344 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 21959 members Mstep: Class 9 contains 26940 members Mstep: Class 10 contains 2379 members Mstep: Class 11 contains 3725 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 18022 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 4269 members Mstep: Class 16 contains 1522 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 92330 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 140500 members Mstep: Class 21 contains 5055 members Mstep: Class 22 contains 2646 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24253344.000000 Penalty: 13744.420898 Iteration 49Q: 24 clusters Score -2.425334e+07 nChanged 3216 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12309 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4115 members Mstep: Class 4 contains 157465 members Mstep: Class 5 contains 715 members Mstep: Class 6 contains 4297 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 22228 members Mstep: Class 9 contains 26976 members Mstep: Class 10 contains 2397 members Mstep: Class 11 contains 3725 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 17536 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 1524 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 90896 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 142030 members Mstep: Class 21 contains 5030 members Mstep: Class 22 contains 2675 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24253980.000000 Penalty: 13744.420898 Iteration 50Q: 24 clusters Score -2.425398e+07 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4105 members Mstep: Class 4 contains 157575 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 4250 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 22491 members Mstep: Class 9 contains 27012 members Mstep: Class 10 contains 2415 members Mstep: Class 11 contains 3711 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 17061 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 4123 members Mstep: Class 16 contains 1527 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 89232 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 143717 members Mstep: Class 21 contains 5010 members Mstep: Class 22 contains 2727 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24254456.000000 Penalty: 13744.420898 Iteration 51Q: 24 clusters Score -2.425446e+07 nChanged 3485 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4085 members Mstep: Class 4 contains 157710 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 4184 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 22728 members Mstep: Class 9 contains 27040 members Mstep: Class 10 contains 2436 members Mstep: Class 11 contains 3671 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 16601 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 4061 members Mstep: Class 16 contains 1523 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 87456 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 145585 members Mstep: Class 21 contains 4989 members Mstep: Class 22 contains 2767 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24255180.000000 Penalty: 13744.420898 Iteration 52Q: 24 clusters Score -2.425518e+07 nChanged 3725 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12667 members Mstep: Class 2 contains 381 members Mstep: Class 3 contains 4083 members Mstep: Class 4 contains 157865 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 4113 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 22977 members Mstep: Class 9 contains 27061 members Mstep: Class 10 contains 2455 members Mstep: Class 11 contains 3638 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 16158 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 3998 members Mstep: Class 16 contains 1528 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 85463 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 147647 members Mstep: Class 21 contains 4942 members Mstep: Class 22 contains 2805 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24255932.000000 Penalty: 13744.420898 Iteration 53Q: 24 clusters Score -2.425593e+07 nChanged 4068 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 379 members Mstep: Class 3 contains 4076 members Mstep: Class 4 contains 158080 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 4028 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 23231 members Mstep: Class 9 contains 27100 members Mstep: Class 10 contains 2461 members Mstep: Class 11 contains 3601 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 15689 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 3936 members Mstep: Class 16 contains 1536 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 83238 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 149925 members Mstep: Class 21 contains 4884 members Mstep: Class 22 contains 2832 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24256892.000000 Penalty: 13744.420898 Iteration 54Q: 24 clusters Score -2.425689e+07 nChanged 4419 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4083 members Mstep: Class 4 contains 158330 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 3930 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 23498 members Mstep: Class 9 contains 27131 members Mstep: Class 10 contains 2471 members Mstep: Class 11 contains 3560 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 15239 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3870 members Mstep: Class 16 contains 1535 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 80732 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 152483 members Mstep: Class 21 contains 4806 members Mstep: Class 22 contains 2851 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24258016.000000 Penalty: 13744.420898 Iteration 55Q: 24 clusters Score -2.425802e+07 nChanged 4845 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4078 members Mstep: Class 4 contains 158616 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 3822 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 23745 members Mstep: Class 9 contains 27183 members Mstep: Class 10 contains 2476 members Mstep: Class 11 contains 3515 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 14727 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3807 members Mstep: Class 16 contains 1537 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 77978 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 155384 members Mstep: Class 21 contains 4732 members Mstep: Class 22 contains 2832 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24259412.000000 Penalty: 13744.420898 Iteration 56Q: 24 clusters Score -2.425941e+07 nChanged 5128 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13035 members Mstep: Class 2 contains 379 members Mstep: Class 3 contains 4072 members Mstep: Class 4 contains 158877 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 3695 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 23993 members Mstep: Class 9 contains 27234 members Mstep: Class 10 contains 2477 members Mstep: Class 11 contains 3451 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 14197 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3746 members Mstep: Class 16 contains 1540 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 75093 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 158570 members Mstep: Class 21 contains 4636 members Mstep: Class 22 contains 2784 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24261118.000000 Penalty: 13744.420898 Iteration 57Q: 24 clusters Score -2.426112e+07 nChanged 5421 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13108 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4068 members Mstep: Class 4 contains 159069 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 3548 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 24258 members Mstep: Class 9 contains 27272 members Mstep: Class 10 contains 2488 members Mstep: Class 11 contains 3389 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 13624 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3667 members Mstep: Class 16 contains 1547 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 72118 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 161957 members Mstep: Class 21 contains 4552 members Mstep: Class 22 contains 2734 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24263024.000000 Penalty: 13744.420898 Iteration 58Q: 24 clusters Score -2.426302e+07 nChanged 5464 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13172 members Mstep: Class 2 contains 381 members Mstep: Class 3 contains 4069 members Mstep: Class 4 contains 159103 members Mstep: Class 5 contains 712 members Mstep: Class 6 contains 3379 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 24471 members Mstep: Class 9 contains 27311 members Mstep: Class 10 contains 2507 members Mstep: Class 11 contains 3315 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 12976 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3606 members Mstep: Class 16 contains 1550 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 69377 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 165416 members Mstep: Class 21 contains 4486 members Mstep: Class 22 contains 2661 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24264814.000000 Penalty: 13744.420898 Iteration 59Q: 24 clusters Score -2.426481e+07 nChanged 5395 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13241 members Mstep: Class 2 contains 381 members Mstep: Class 3 contains 4064 members Mstep: Class 4 contains 158991 members Mstep: Class 5 contains 713 members Mstep: Class 6 contains 3174 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 24711 members Mstep: Class 9 contains 27358 members Mstep: Class 10 contains 2511 members Mstep: Class 11 contains 3232 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 12322 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3539 members Mstep: Class 16 contains 1560 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 66882 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 168843 members Mstep: Class 21 contains 4408 members Mstep: Class 22 contains 2562 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24266610.000000 Penalty: 13744.420898 Iteration 60F: 24 clusters Score -2.426661e+07 nChanged 5165 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 380 members Mstep: Class 3 contains 4074 members Mstep: Class 4 contains 158689 members Mstep: Class 5 contains 712 members Mstep: Class 6 contains 2955 members Mstep: Class 7 contains 97 members Mstep: Class 8 contains 24955 members Mstep: Class 9 contains 27396 members Mstep: Class 10 contains 2516 members Mstep: Class 11 contains 3133 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 11607 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3463 members Mstep: Class 16 contains 1589 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 64741 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 172203 members Mstep: Class 21 contains 4336 members Mstep: Class 22 contains 2447 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24267930.000000 Penalty: 13744.420898 Iteration 61Q: 24 clusters Score -2.426793e+07 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4073 members Mstep: Class 4 contains 158304 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 2740 members Mstep: Class 7 contains 97 members Mstep: Class 8 contains 25185 members Mstep: Class 9 contains 27420 members Mstep: Class 10 contains 2517 members Mstep: Class 11 contains 3038 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 10855 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3376 members Mstep: Class 16 contains 1609 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 62875 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 175423 members Mstep: Class 21 contains 4297 members Mstep: Class 22 contains 2340 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24269158.000000 Penalty: 13744.420898 Iteration 62Q: 24 clusters Score -2.426916e+07 nChanged 4490 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4060 members Mstep: Class 4 contains 157872 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 2530 members Mstep: Class 7 contains 97 members Mstep: Class 8 contains 25375 members Mstep: Class 9 contains 27448 members Mstep: Class 10 contains 2514 members Mstep: Class 11 contains 2951 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 10132 members Mstep: Class 14 contains 3950 members Mstep: Class 15 contains 3294 members Mstep: Class 16 contains 1625 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 61249 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 178455 members Mstep: Class 21 contains 4276 members Mstep: Class 22 contains 2217 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24269904.000000 Penalty: 13744.420898 Iteration 63Q: 24 clusters Score -2.42699e+07 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13452 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4057 members Mstep: Class 4 contains 157455 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 2359 members Mstep: Class 7 contains 97 members Mstep: Class 8 contains 25533 members Mstep: Class 9 contains 27460 members Mstep: Class 10 contains 2517 members Mstep: Class 11 contains 2885 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 9464 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 3218 members Mstep: Class 16 contains 1653 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 59928 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 181073 members Mstep: Class 21 contains 4250 members Mstep: Class 22 contains 2100 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24270492.000000 Penalty: 13744.420898 Iteration 64Q: 24 clusters Score -2.427049e+07 nChanged 3428 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13511 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4047 members Mstep: Class 4 contains 157047 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 2217 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 25657 members Mstep: Class 9 contains 27476 members Mstep: Class 10 contains 2520 members Mstep: Class 11 contains 2815 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 8832 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 3154 members Mstep: Class 16 contains 1684 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 58828 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 183376 members Mstep: Class 21 contains 4232 members Mstep: Class 22 contains 2009 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24271362.000000 Penalty: 13744.420898 Iteration 65Q: 24 clusters Score -2.427136e+07 nChanged 3213 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4040 members Mstep: Class 4 contains 156638 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 2124 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 25777 members Mstep: Class 9 contains 27486 members Mstep: Class 10 contains 2531 members Mstep: Class 11 contains 2738 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 8216 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 3085 members Mstep: Class 16 contains 1706 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 57828 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 185515 members Mstep: Class 21 contains 4219 members Mstep: Class 22 contains 1922 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24271962.000000 Penalty: 13744.420898 Iteration 66Q: 24 clusters Score -2.427196e+07 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13651 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4021 members Mstep: Class 4 contains 156301 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 2055 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 25881 members Mstep: Class 9 contains 27512 members Mstep: Class 10 contains 2536 members Mstep: Class 11 contains 2669 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 3020 members Mstep: Class 16 contains 1727 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 56948 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 187434 members Mstep: Class 21 contains 4218 members Mstep: Class 22 contains 1815 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24272704.000000 Penalty: 13744.420898 Iteration 67Q: 24 clusters Score -2.42727e+07 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13727 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 4004 members Mstep: Class 4 contains 155978 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 1990 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 25965 members Mstep: Class 9 contains 27554 members Mstep: Class 10 contains 2541 members Mstep: Class 11 contains 2607 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 7048 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2959 members Mstep: Class 16 contains 1741 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 56179 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 189139 members Mstep: Class 21 contains 4233 members Mstep: Class 22 contains 1741 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24273078.000000 Penalty: 13744.420898 Iteration 68Q: 24 clusters Score -2.427308e+07 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13785 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 3986 members Mstep: Class 4 contains 155716 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 1928 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26020 members Mstep: Class 9 contains 27599 members Mstep: Class 10 contains 2550 members Mstep: Class 11 contains 2564 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 6531 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2902 members Mstep: Class 16 contains 1763 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 55460 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 190683 members Mstep: Class 21 contains 4242 members Mstep: Class 22 contains 1678 members Mstep: Class 23 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -24273376.000000 Penalty: 13744.420898 Iteration 69Q: 24 clusters Score -2.427338e+07 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13832 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 3970 members Mstep: Class 4 contains 155499 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 1864 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26064 members Mstep: Class 9 contains 27622 members Mstep: Class 10 contains 2555 members Mstep: Class 11 contains 2530 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 6045 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2856 members Mstep: Class 16 contains 1783 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 54802 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 192106 members Mstep: Class 21 contains 4255 members Mstep: Class 22 contains 1625 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24273772.000000 Penalty: 13744.420898 Iteration 70Q: 24 clusters Score -2.427377e+07 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 3954 members Mstep: Class 4 contains 155305 members Mstep: Class 5 contains 709 members Mstep: Class 6 contains 1814 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26100 members Mstep: Class 9 contains 27631 members Mstep: Class 10 contains 2568 members Mstep: Class 11 contains 2494 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 5632 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2812 members Mstep: Class 16 contains 1812 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 54171 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 193403 members Mstep: Class 21 contains 4258 members Mstep: Class 22 contains 1577 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24274140.000000 Penalty: 13744.420898 Iteration 71Q: 24 clusters Score -2.427414e+07 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13934 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 3941 members Mstep: Class 4 contains 155133 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 1775 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26133 members Mstep: Class 9 contains 27639 members Mstep: Class 10 contains 2583 members Mstep: Class 11 contains 2455 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 5232 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2780 members Mstep: Class 16 contains 1839 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 53612 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 194561 members Mstep: Class 21 contains 4260 members Mstep: Class 22 contains 1530 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24274422.000000 Penalty: 13744.420898 Iteration 72Q: 24 clusters Score -2.427442e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 154947 members Mstep: Class 5 contains 711 members Mstep: Class 6 contains 1736 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26168 members Mstep: Class 9 contains 27652 members Mstep: Class 10 contains 2598 members Mstep: Class 11 contains 2411 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 4853 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2753 members Mstep: Class 16 contains 1870 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 53106 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 195652 members Mstep: Class 21 contains 4255 members Mstep: Class 22 contains 1478 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24274636.000000 Penalty: 13744.420898 Iteration 73Q: 24 clusters Score -2.427464e+07 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 3920 members Mstep: Class 4 contains 154764 members Mstep: Class 5 contains 712 members Mstep: Class 6 contains 1717 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26204 members Mstep: Class 9 contains 27662 members Mstep: Class 10 contains 2618 members Mstep: Class 11 contains 2374 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 4464 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2721 members Mstep: Class 16 contains 1910 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 52618 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 196687 members Mstep: Class 21 contains 4254 members Mstep: Class 22 contains 1425 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24274888.000000 Penalty: 13744.420898 Iteration 74Q: 24 clusters Score -2.427489e+07 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3915 members Mstep: Class 4 contains 154608 members Mstep: Class 5 contains 714 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26218 members Mstep: Class 9 contains 27661 members Mstep: Class 10 contains 2637 members Mstep: Class 11 contains 2330 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 4104 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2695 members Mstep: Class 16 contains 1939 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 52168 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 197664 members Mstep: Class 21 contains 4242 members Mstep: Class 22 contains 1382 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24275026.000000 Penalty: 13744.420898 Iteration 75Q: 24 clusters Score -2.427503e+07 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14188 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3915 members Mstep: Class 4 contains 154500 members Mstep: Class 5 contains 714 members Mstep: Class 6 contains 1731 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26218 members Mstep: Class 9 contains 27646 members Mstep: Class 10 contains 2652 members Mstep: Class 11 contains 2290 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 3774 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2670 members Mstep: Class 16 contains 1954 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 51761 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 198527 members Mstep: Class 21 contains 4243 members Mstep: Class 22 contains 1336 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24275154.000000 Penalty: 13744.420898 Iteration 76Q: 24 clusters Score -2.427515e+07 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154402 members Mstep: Class 5 contains 716 members Mstep: Class 6 contains 1768 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26228 members Mstep: Class 9 contains 27628 members Mstep: Class 10 contains 2671 members Mstep: Class 11 contains 2259 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 3458 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2641 members Mstep: Class 16 contains 1961 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 51416 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 199282 members Mstep: Class 21 contains 4241 members Mstep: Class 22 contains 1296 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24275406.000000 Penalty: 13744.420898 Iteration 77Q: 24 clusters Score -2.427541e+07 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3908 members Mstep: Class 4 contains 154287 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1830 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26225 members Mstep: Class 9 contains 27617 members Mstep: Class 10 contains 2685 members Mstep: Class 11 contains 2222 members Mstep: Class 12 contains 874 members Mstep: Class 13 contains 3174 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2613 members Mstep: Class 16 contains 1979 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 51109 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 199968 members Mstep: Class 21 contains 4242 members Mstep: Class 22 contains 1259 members Mstep: Class 23 contains 672 members Entering Unmasked Estep ConsiderDeletion Score: -24275574.000000 Penalty: 13744.420898 Iteration 78Q: 24 clusters Score -2.427557e+07 nChanged 1391 Entering ConstructFrom: Score: -24275574.000000 Penalty: 13744.420898 Entering ConstructFrom: Trying to split cluster 1 (14342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Entering Unmasked Estep Score: -742353.125000 Penalty: 435.478119 Iteration 0F: 2 clusters Score -742353.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -732730.812500 Penalty: 870.956238 Iteration 0F: 3 clusters Score -732730.8 nChanged 6758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -736443.875000 Penalty: 870.956238 Iteration 1F: 3 clusters Score -736443.9 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -736609.687500 Penalty: 870.956238 Iteration 2Q: 3 clusters Score -736609.7 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -736761.125000 Penalty: 870.956238 Iteration 3Q: 3 clusters Score -736761.1 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -736903.437500 Penalty: 870.956238 Iteration 4Q: 3 clusters Score -736903.4 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -737057.625000 Penalty: 870.956238 Iteration 5Q: 3 clusters Score -737057.6 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -737271.312500 Penalty: 870.956238 Iteration 6Q: 3 clusters Score -737271.3 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -737626.187500 Penalty: 870.956238 Iteration 7Q: 3 clusters Score -737626.2 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -738263.812500 Penalty: 870.956238 Iteration 8F: 3 clusters Score -738263.8 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -739369.687500 Penalty: 870.956238 Iteration 9F: 3 clusters Score -739369.7 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -740470.500000 Penalty: 870.956238 Iteration 10F: 3 clusters Score -740470.5 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -741069.000000 Penalty: 870.956238 Iteration 11F: 3 clusters Score -741069 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -741326.875000 Penalty: 870.956238 Iteration 12Q: 3 clusters Score -741326.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 8789 members Entering Unmasked Estep Score: -741453.875000 Penalty: 870.956238 Iteration 13Q: 3 clusters Score -741453.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -741515.375000 Penalty: 870.956238 Iteration 14Q: 3 clusters Score -741515.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 8878 members Entering Unmasked Estep Score: -741551.625000 Penalty: 870.956238 Iteration 15Q: 3 clusters Score -741551.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -741579.812500 Penalty: 870.956238 Iteration 16Q: 3 clusters Score -741579.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 8956 members Entering Unmasked Estep Score: -741601.625000 Penalty: 870.956238 Iteration 17Q: 3 clusters Score -741601.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -741617.062500 Penalty: 870.956238 Iteration 18Q: 3 clusters Score -741617.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -741626.875000 Penalty: 870.956238 Iteration 19Q: 3 clusters Score -741626.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -741633.625000 Penalty: 870.956238 Iteration 20F: 3 clusters Score -741633.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -741635.812500 Penalty: 870.956238 Iteration 21Q: 3 clusters Score -741635.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -741637.875000 Penalty: 870.956238 Iteration 22Q: 3 clusters Score -741637.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -741640.000000 Penalty: 870.956238 Iteration 23Q: 3 clusters Score -741640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 8984 members Entering Unmasked Estep Score: -741640.000000 Penalty: 870.956238 Iteration 24Q: 3 clusters Score -741640 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -741637.937500 Penalty: 870.956238 Iteration 25Q: 3 clusters Score -741637.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -741639.500000 Penalty: 870.956238 Iteration 26Q: 3 clusters Score -741639.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -741642.562500 Penalty: 870.956238 Iteration 27Q: 3 clusters Score -741642.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -741640.000000 Penalty: 870.956238 Iteration 28Q: 3 clusters Score -741640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -741639.687500 Penalty: 870.956238 Iteration 29Q: 3 clusters Score -741639.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -741640.250000 Penalty: 870.956238 Iteration 30Q: 3 clusters Score -741640.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -741639.625000 Penalty: 870.956238 Iteration 31Q: 3 clusters Score -741639.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -741640.250000 Penalty: 870.956238 Iteration 32Q: 3 clusters Score -741640.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -741639.750000 Penalty: 870.956238 Iteration 33Q: 3 clusters Score -741639.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -741639.750000 Penalty: 870.956238 Iteration 34F: 3 clusters Score -741639.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -17152.234375 Penalty: 269.796326 Iteration 0F: 2 clusters Score -17152.23 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 183 members Entering Unmasked Estep Score: -16739.582031 Penalty: 539.592651 Iteration 0F: 3 clusters Score -16739.58 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -16865.410156 Penalty: 539.592651 Iteration 1F: 3 clusters Score -16865.41 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -16908.425781 Penalty: 539.592651 Iteration 2F: 3 clusters Score -16908.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -16929.652344 Penalty: 539.592651 Iteration 3Q: 3 clusters Score -16929.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -16952.257812 Penalty: 539.592651 Iteration 4Q: 3 clusters Score -16952.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -16968.658203 Penalty: 539.592651 Iteration 5Q: 3 clusters Score -16968.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16974.505859 Penalty: 539.592651 Iteration 6Q: 3 clusters Score -16974.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -16982.357422 Penalty: 539.592651 Iteration 7Q: 3 clusters Score -16982.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16988.365234 Penalty: 539.592651 Iteration 8Q: 3 clusters Score -16988.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16991.289062 Penalty: 539.592651 Iteration 9Q: 3 clusters Score -16991.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16992.332031 Penalty: 539.592651 Iteration 10Q: 3 clusters Score -16992.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16993.105469 Penalty: 539.592651 Iteration 11Q: 3 clusters Score -16993.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16993.490234 Penalty: 539.592651 Iteration 12Q: 3 clusters Score -16993.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16994.914062 Penalty: 539.592651 Iteration 13Q: 3 clusters Score -16994.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -16999.027344 Penalty: 539.592651 Iteration 14Q: 3 clusters Score -16999.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -17001.556641 Penalty: 539.592651 Iteration 15Q: 3 clusters Score -17001.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -17007.037109 Penalty: 539.592651 Iteration 16Q: 3 clusters Score -17007.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -17007.150391 Penalty: 539.592651 Iteration 17Q: 3 clusters Score -17007.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -17007.150391 Penalty: 539.592651 Iteration 18F: 3 clusters Score -17007.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Entering Unmasked Estep Score: -201815.687500 Penalty: 376.343811 Iteration 0F: 2 clusters Score -201815.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -199153.687500 Penalty: 752.687622 Iteration 0F: 3 clusters Score -199153.7 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -200084.515625 Penalty: 752.687622 Iteration 1F: 3 clusters Score -200084.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -200149.906250 Penalty: 752.687622 Iteration 2F: 3 clusters Score -200149.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -200197.562500 Penalty: 752.687622 Iteration 3Q: 3 clusters Score -200197.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -200231.875000 Penalty: 752.687622 Iteration 4Q: 3 clusters Score -200231.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -200263.031250 Penalty: 752.687622 Iteration 5Q: 3 clusters Score -200263 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -200283.015625 Penalty: 752.687622 Iteration 6Q: 3 clusters Score -200283 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -200295.890625 Penalty: 752.687622 Iteration 7Q: 3 clusters Score -200295.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -200308.171875 Penalty: 752.687622 Iteration 8Q: 3 clusters Score -200308.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -200324.328125 Penalty: 752.687622 Iteration 9Q: 3 clusters Score -200324.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -200346.984375 Penalty: 752.687622 Iteration 10Q: 3 clusters Score -200347 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -200378.875000 Penalty: 752.687622 Iteration 11Q: 3 clusters Score -200378.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -200421.046875 Penalty: 752.687622 Iteration 12Q: 3 clusters Score -200421 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -200470.312500 Penalty: 752.687622 Iteration 13Q: 3 clusters Score -200470.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -200545.046875 Penalty: 752.687622 Iteration 14Q: 3 clusters Score -200545 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -200632.296875 Penalty: 752.687622 Iteration 15Q: 3 clusters Score -200632.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -200727.453125 Penalty: 752.687622 Iteration 16Q: 3 clusters Score -200727.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -200838.718750 Penalty: 752.687622 Iteration 17Q: 3 clusters Score -200838.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -200941.609375 Penalty: 752.687622 Iteration 18Q: 3 clusters Score -200941.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -201028.906250 Penalty: 752.687622 Iteration 19Q: 3 clusters Score -201028.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -201110.890625 Penalty: 752.687622 Iteration 20F: 3 clusters Score -201110.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -201164.125000 Penalty: 752.687622 Iteration 21Q: 3 clusters Score -201164.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -201221.328125 Penalty: 752.687622 Iteration 22Q: 3 clusters Score -201221.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -201272.390625 Penalty: 752.687622 Iteration 23Q: 3 clusters Score -201272.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -201319.750000 Penalty: 752.687622 Iteration 24Q: 3 clusters Score -201319.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -201359.406250 Penalty: 752.687622 Iteration 25Q: 3 clusters Score -201359.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -201387.812500 Penalty: 752.687622 Iteration 26Q: 3 clusters Score -201387.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -201417.437500 Penalty: 752.687622 Iteration 27Q: 3 clusters Score -201417.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -201427.156250 Penalty: 752.687622 Iteration 28Q: 3 clusters Score -201427.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -201431.734375 Penalty: 752.687622 Iteration 29Q: 3 clusters Score -201431.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -201435.812500 Penalty: 752.687622 Iteration 30Q: 3 clusters Score -201435.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -201441.828125 Penalty: 752.687622 Iteration 31Q: 3 clusters Score -201441.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -201447.390625 Penalty: 752.687622 Iteration 32Q: 3 clusters Score -201447.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -201452.750000 Penalty: 752.687622 Iteration 33Q: 3 clusters Score -201452.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -201456.593750 Penalty: 752.687622 Iteration 34Q: 3 clusters Score -201456.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -201462.453125 Penalty: 752.687622 Iteration 35Q: 3 clusters Score -201462.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -201464.890625 Penalty: 752.687622 Iteration 36Q: 3 clusters Score -201464.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -201466.046875 Penalty: 752.687622 Iteration 37Q: 3 clusters Score -201466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -201469.218750 Penalty: 752.687622 Iteration 38Q: 3 clusters Score -201469.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -201471.421875 Penalty: 752.687622 Iteration 39Q: 3 clusters Score -201471.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -201474.593750 Penalty: 752.687622 Iteration 40F: 3 clusters Score -201474.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -201476.843750 Penalty: 752.687622 Iteration 41Q: 3 clusters Score -201476.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -201481.890625 Penalty: 752.687622 Iteration 42Q: 3 clusters Score -201481.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -201482.968750 Penalty: 752.687622 Iteration 43Q: 3 clusters Score -201483 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -201486.671875 Penalty: 752.687622 Iteration 44Q: 3 clusters Score -201486.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -201487.250000 Penalty: 752.687622 Iteration 45Q: 3 clusters Score -201487.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -201487.921875 Penalty: 752.687622 Iteration 46Q: 3 clusters Score -201487.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -201488.937500 Penalty: 752.687622 Iteration 47Q: 3 clusters Score -201488.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -201491.359375 Penalty: 752.687622 Iteration 48Q: 3 clusters Score -201491.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -201493.015625 Penalty: 752.687622 Iteration 49Q: 3 clusters Score -201493 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -201495.765625 Penalty: 752.687622 Iteration 50Q: 3 clusters Score -201495.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -201495.765625 Penalty: 752.687622 Iteration 51F: 3 clusters Score -201495.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (154173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154173 members Entering Unmasked Estep Score: -7782583.000000 Penalty: 543.535278 Iteration 0F: 2 clusters Score -7782583 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77124 members Mstep: Class 2 contains 77049 members Entering Unmasked Estep Score: -7687489.500000 Penalty: 1087.070557 Iteration 0F: 3 clusters Score -7687490 nChanged 75499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76449 members Mstep: Class 2 contains 77724 members Entering Unmasked Estep Score: -7733745.500000 Penalty: 1087.070557 Iteration 1F: 3 clusters Score -7733746 nChanged 6034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76053 members Mstep: Class 2 contains 78120 members Entering Unmasked Estep Score: -7736104.000000 Penalty: 1087.070557 Iteration 2Q: 3 clusters Score -7736104 nChanged 7254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75499 members Mstep: Class 2 contains 78674 members Entering Unmasked Estep Score: -7739576.500000 Penalty: 1087.070557 Iteration 3Q: 3 clusters Score -7739576 nChanged 8400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74943 members Mstep: Class 2 contains 79230 members Entering Unmasked Estep Score: -7744766.000000 Penalty: 1087.070557 Iteration 4F: 3 clusters Score -7744766 nChanged 9568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74595 members Mstep: Class 2 contains 79578 members Entering Unmasked Estep Score: -7751992.000000 Penalty: 1087.070557 Iteration 5F: 3 clusters Score -7751992 nChanged 9754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74553 members Mstep: Class 2 contains 79620 members Entering Unmasked Estep Score: -7758781.000000 Penalty: 1087.070557 Iteration 6F: 3 clusters Score -7758781 nChanged 7588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74361 members Mstep: Class 2 contains 79812 members Entering Unmasked Estep Score: -7761770.000000 Penalty: 1087.070557 Iteration 7Q: 3 clusters Score -7761770 nChanged 4218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74009 members Mstep: Class 2 contains 80164 members Entering Unmasked Estep Score: -7762528.000000 Penalty: 1087.070557 Iteration 8Q: 3 clusters Score -7762528 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73681 members Mstep: Class 2 contains 80492 members Entering Unmasked Estep Score: -7762641.000000 Penalty: 1087.070557 Iteration 9Q: 3 clusters Score -7762641 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73288 members Mstep: Class 2 contains 80885 members Entering Unmasked Estep Score: -7762638.000000 Penalty: 1087.070557 Iteration 10Q: 3 clusters Score -7762638 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72848 members Mstep: Class 2 contains 81325 members Entering Unmasked Estep Score: -7762694.000000 Penalty: 1087.070557 Iteration 11Q: 3 clusters Score -7762694 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72365 members Mstep: Class 2 contains 81808 members Entering Unmasked Estep Score: -7762740.000000 Penalty: 1087.070557 Iteration 12Q: 3 clusters Score -7762740 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71824 members Mstep: Class 2 contains 82349 members Entering Unmasked Estep Score: -7762776.000000 Penalty: 1087.070557 Iteration 13Q: 3 clusters Score -7762776 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71250 members Mstep: Class 2 contains 82923 members Entering Unmasked Estep Score: -7762806.000000 Penalty: 1087.070557 Iteration 14Q: 3 clusters Score -7762806 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70588 members Mstep: Class 2 contains 83585 members Entering Unmasked Estep Score: -7762852.000000 Penalty: 1087.070557 Iteration 15Q: 3 clusters Score -7762852 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69848 members Mstep: Class 2 contains 84325 members Entering Unmasked Estep Score: -7762928.000000 Penalty: 1087.070557 Iteration 16Q: 3 clusters Score -7762928 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69051 members Mstep: Class 2 contains 85122 members Entering Unmasked Estep Score: -7762998.000000 Penalty: 1087.070557 Iteration 17Q: 3 clusters Score -7762998 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68215 members Mstep: Class 2 contains 85958 members Entering Unmasked Estep Score: -7763080.000000 Penalty: 1087.070557 Iteration 18Q: 3 clusters Score -7763080 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67286 members Mstep: Class 2 contains 86887 members Entering Unmasked Estep Score: -7763118.000000 Penalty: 1087.070557 Iteration 19Q: 3 clusters Score -7763118 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66294 members Mstep: Class 2 contains 87879 members Entering Unmasked Estep Score: -7763254.000000 Penalty: 1087.070557 Iteration 20F: 3 clusters Score -7763254 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65240 members Mstep: Class 2 contains 88933 members Entering Unmasked Estep Score: -7763375.000000 Penalty: 1087.070557 Iteration 21Q: 3 clusters Score -7763375 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64077 members Mstep: Class 2 contains 90096 members Entering Unmasked Estep Score: -7763473.500000 Penalty: 1087.070557 Iteration 22Q: 3 clusters Score -7763474 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62837 members Mstep: Class 2 contains 91336 members Entering Unmasked Estep Score: -7763607.000000 Penalty: 1087.070557 Iteration 23Q: 3 clusters Score -7763607 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61460 members Mstep: Class 2 contains 92713 members Entering Unmasked Estep Score: -7763735.000000 Penalty: 1087.070557 Iteration 24Q: 3 clusters Score -7763735 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59973 members Mstep: Class 2 contains 94200 members Entering Unmasked Estep Score: -7763898.000000 Penalty: 1087.070557 Iteration 25Q: 3 clusters Score -7763898 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58336 members Mstep: Class 2 contains 95837 members Entering Unmasked Estep Score: -7764163.500000 Penalty: 1087.070557 Iteration 26Q: 3 clusters Score -7764164 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56433 members Mstep: Class 2 contains 97740 members Entering Unmasked Estep Score: -7764478.000000 Penalty: 1087.070557 Iteration 27Q: 3 clusters Score -7764478 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54257 members Mstep: Class 2 contains 99916 members Entering Unmasked Estep Score: -7764861.000000 Penalty: 1087.070557 Iteration 28Q: 3 clusters Score -7764861 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51817 members Mstep: Class 2 contains 102356 members Entering Unmasked Estep Score: -7765375.500000 Penalty: 1087.070557 Iteration 29Q: 3 clusters Score -7765376 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49082 members Mstep: Class 2 contains 105091 members Entering Unmasked Estep Score: -7765885.000000 Penalty: 1087.070557 Iteration 30Q: 3 clusters Score -7765885 nChanged 2961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46121 members Mstep: Class 2 contains 108052 members Entering Unmasked Estep Score: -7766494.000000 Penalty: 1087.070557 Iteration 31Q: 3 clusters Score -7766494 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42927 members Mstep: Class 2 contains 111246 members Entering Unmasked Estep Score: -7767144.500000 Penalty: 1087.070557 Iteration 32Q: 3 clusters Score -7767144 nChanged 3337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39596 members Mstep: Class 2 contains 114577 members Entering Unmasked Estep Score: -7767969.500000 Penalty: 1087.070557 Iteration 33Q: 3 clusters Score -7767970 nChanged 3459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36141 members Mstep: Class 2 contains 118032 members Entering Unmasked Estep Score: -7768716.500000 Penalty: 1087.070557 Iteration 34Q: 3 clusters Score -7768716 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32604 members Mstep: Class 2 contains 121569 members Entering Unmasked Estep Score: -7769640.000000 Penalty: 1087.070557 Iteration 35Q: 3 clusters Score -7769640 nChanged 3556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29058 members Mstep: Class 2 contains 125115 members Entering Unmasked Estep Score: -7770591.500000 Penalty: 1087.070557 Iteration 36Q: 3 clusters Score -7770592 nChanged 3436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25638 members Mstep: Class 2 contains 128535 members Entering Unmasked Estep Score: -7771659.500000 Penalty: 1087.070557 Iteration 37Q: 3 clusters Score -7771660 nChanged 3172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22474 members Mstep: Class 2 contains 131699 members Entering Unmasked Estep Score: -7772518.500000 Penalty: 1087.070557 Iteration 38Q: 3 clusters Score -7772518 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19581 members Mstep: Class 2 contains 134592 members Entering Unmasked Estep Score: -7773401.500000 Penalty: 1087.070557 Iteration 39Q: 3 clusters Score -7773402 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16820 members Mstep: Class 2 contains 137353 members Entering Unmasked Estep Score: -7774366.000000 Penalty: 1087.070557 Iteration 40F: 3 clusters Score -7774366 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14234 members Mstep: Class 2 contains 139939 members Entering Unmasked Estep Score: -7775291.000000 Penalty: 1087.070557 Iteration 41Q: 3 clusters Score -7775291 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 142259 members Entering Unmasked Estep Score: -7776289.000000 Penalty: 1087.070557 Iteration 42Q: 3 clusters Score -7776289 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9782 members Mstep: Class 2 contains 144391 members Entering Unmasked Estep Score: -7777148.000000 Penalty: 1087.070557 Iteration 43Q: 3 clusters Score -7777148 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 146309 members Entering Unmasked Estep Score: -7777897.500000 Penalty: 1087.070557 Iteration 44Q: 3 clusters Score -7777898 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 147986 members Entering Unmasked Estep Score: -7778616.500000 Penalty: 1087.070557 Iteration 45Q: 3 clusters Score -7778616 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 149362 members Entering Unmasked Estep Score: -7779274.000000 Penalty: 1087.070557 Iteration 46Q: 3 clusters Score -7779274 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 150517 members Entering Unmasked Estep Score: -7779745.000000 Penalty: 1087.070557 Iteration 47Q: 3 clusters Score -7779745 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 151420 members Entering Unmasked Estep Score: -7780228.000000 Penalty: 1087.070557 Iteration 48Q: 3 clusters Score -7780228 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 152175 members Entering Unmasked Estep Score: -7780720.500000 Penalty: 1087.070557 Iteration 49Q: 3 clusters Score -7780720 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 152788 members Entering Unmasked Estep Score: -7781086.500000 Penalty: 1087.070557 Iteration 50Q: 3 clusters Score -7781086 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 153224 members Entering Unmasked Estep Score: -7781428.500000 Penalty: 1087.070557 Iteration 51Q: 3 clusters Score -7781428 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 153545 members Entering Unmasked Estep Score: -7781681.000000 Penalty: 1087.070557 Iteration 52Q: 3 clusters Score -7781681 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 153745 members Entering Unmasked Estep Score: -7781840.000000 Penalty: 1087.070557 Iteration 53Q: 3 clusters Score -7781840 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 153867 members Entering Unmasked Estep Score: -7781942.500000 Penalty: 1087.070557 Iteration 54Q: 3 clusters Score -7781942 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 153929 members Entering Unmasked Estep Score: -7781995.000000 Penalty: 1087.070557 Iteration 55Q: 3 clusters Score -7781995 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 153969 members Entering Unmasked Estep Score: -7782016.000000 Penalty: 1087.070557 Iteration 56Q: 3 clusters Score -7782016 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 153993 members Entering Unmasked Estep Score: -7782020.500000 Penalty: 1087.070557 Iteration 57Q: 3 clusters Score -7782020 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 154003 members Entering Unmasked Estep Score: -7782046.500000 Penalty: 1087.070557 Iteration 58Q: 3 clusters Score -7782046 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 154009 members Entering Unmasked Estep Score: -7782064.500000 Penalty: 1087.070557 Iteration 59Q: 3 clusters Score -7782064 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 154011 members Entering Unmasked Estep Score: -7782074.000000 Penalty: 1087.070557 Iteration 60F: 3 clusters Score -7782074 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 154013 members Entering Unmasked Estep Score: -7782072.500000 Penalty: 1087.070557 Iteration 61Q: 3 clusters Score -7782072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 154014 members Entering Unmasked Estep Score: -7782083.500000 Penalty: 1087.070557 Iteration 62Q: 3 clusters Score -7782084 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 154017 members Entering Unmasked Estep Score: -7782092.500000 Penalty: 1087.070557 Iteration 63Q: 3 clusters Score -7782092 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 154018 members Entering Unmasked Estep Score: -7782103.500000 Penalty: 1087.070557 Iteration 64Q: 3 clusters Score -7782104 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 154024 members Entering Unmasked Estep Score: -7782110.500000 Penalty: 1087.070557 Iteration 65Q: 3 clusters Score -7782110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 154025 members Entering Unmasked Estep Score: -7782121.000000 Penalty: 1087.070557 Iteration 66Q: 3 clusters Score -7782121 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 154027 members Entering Unmasked Estep Score: -7782125.500000 Penalty: 1087.070557 Iteration 67Q: 3 clusters Score -7782126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 154030 members Entering Unmasked Estep Score: -7782124.000000 Penalty: 1087.070557 Iteration 68Q: 3 clusters Score -7782124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 154035 members Entering Unmasked Estep Score: -7782125.500000 Penalty: 1087.070557 Iteration 69Q: 3 clusters Score -7782126 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 154038 members Entering Unmasked Estep Score: -7782130.000000 Penalty: 1087.070557 Iteration 70Q: 3 clusters Score -7782130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -7782130.000000 Penalty: 1087.070557 Iteration 71Q: 3 clusters Score -7782130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 154041 members Entering Unmasked Estep Score: -7782132.000000 Penalty: 1087.070557 Iteration 72Q: 3 clusters Score -7782132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -7782140.500000 Penalty: 1087.070557 Iteration 73Q: 3 clusters Score -7782140 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -7782142.500000 Penalty: 1087.070557 Iteration 74Q: 3 clusters Score -7782142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -7782143.500000 Penalty: 1087.070557 Iteration 75Q: 3 clusters Score -7782144 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 154041 members Entering Unmasked Estep Score: -7782150.000000 Penalty: 1087.070557 Iteration 76Q: 3 clusters Score -7782150 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 154041 members Entering Unmasked Estep Score: -7782154.500000 Penalty: 1087.070557 Iteration 77Q: 3 clusters Score -7782154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 154043 members Entering Unmasked Estep Score: -7782156.000000 Penalty: 1087.070557 Iteration 78Q: 3 clusters Score -7782156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 154038 members Entering Unmasked Estep Score: -7782161.000000 Penalty: 1087.070557 Iteration 79Q: 3 clusters Score -7782161 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 154041 members Entering Unmasked Estep Score: -7782161.500000 Penalty: 1087.070557 Iteration 80F: 3 clusters Score -7782162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 154043 members Entering Unmasked Estep Score: -7782169.000000 Penalty: 1087.070557 Iteration 81Q: 3 clusters Score -7782169 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 154043 members Entering Unmasked Estep Score: -7782167.500000 Penalty: 1087.070557 Iteration 82Q: 3 clusters Score -7782168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 154042 members Entering Unmasked Estep Score: -7782173.500000 Penalty: 1087.070557 Iteration 83Q: 3 clusters Score -7782174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -7782172.000000 Penalty: 1087.070557 Iteration 84Q: 3 clusters Score -7782172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 154039 members Entering Unmasked Estep Score: -7782172.500000 Penalty: 1087.070557 Iteration 85Q: 3 clusters Score -7782172 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -7782172.500000 Penalty: 1087.070557 Iteration 86Q: 3 clusters Score -7782172 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -7782172.500000 Penalty: 1087.070557 Iteration 87F: 3 clusters Score -7782172 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Entering Unmasked Estep Score: -31711.328125 Penalty: 299.165955 Iteration 0F: 2 clusters Score -31711.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -31091.455078 Penalty: 598.331909 Iteration 0F: 3 clusters Score -31091.46 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -31256.279297 Penalty: 598.331909 Iteration 1F: 3 clusters Score -31256.28 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -31293.386719 Penalty: 598.331909 Iteration 2F: 3 clusters Score -31293.39 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -31313.142578 Penalty: 598.331909 Iteration 3Q: 3 clusters Score -31313.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -31322.179688 Penalty: 598.331909 Iteration 4Q: 3 clusters Score -31322.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -31328.736328 Penalty: 598.331909 Iteration 5Q: 3 clusters Score -31328.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -31339.275391 Penalty: 598.331909 Iteration 6Q: 3 clusters Score -31339.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -31349.878906 Penalty: 598.331909 Iteration 7Q: 3 clusters Score -31349.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -31364.726562 Penalty: 598.331909 Iteration 8Q: 3 clusters Score -31364.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -31375.126953 Penalty: 598.331909 Iteration 9Q: 3 clusters Score -31375.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -31382.400391 Penalty: 598.331909 Iteration 10Q: 3 clusters Score -31382.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -31387.212891 Penalty: 598.331909 Iteration 11Q: 3 clusters Score -31387.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -31397.763672 Penalty: 598.331909 Iteration 12Q: 3 clusters Score -31397.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -31409.187500 Penalty: 598.331909 Iteration 13Q: 3 clusters Score -31409.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -31414.337891 Penalty: 598.331909 Iteration 14Q: 3 clusters Score -31414.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -31420.488281 Penalty: 598.331909 Iteration 15Q: 3 clusters Score -31420.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -31436.537109 Penalty: 598.331909 Iteration 16Q: 3 clusters Score -31436.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -31449.845703 Penalty: 598.331909 Iteration 17Q: 3 clusters Score -31449.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -31458.333984 Penalty: 598.331909 Iteration 18Q: 3 clusters Score -31458.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -31466.089844 Penalty: 598.331909 Iteration 19Q: 3 clusters Score -31466.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -31471.896484 Penalty: 598.331909 Iteration 20F: 3 clusters Score -31471.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -31480.914062 Penalty: 598.331909 Iteration 21Q: 3 clusters Score -31480.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -31484.707031 Penalty: 598.331909 Iteration 22Q: 3 clusters Score -31484.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -31486.601562 Penalty: 598.331909 Iteration 23Q: 3 clusters Score -31486.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -31487.222656 Penalty: 598.331909 Iteration 24Q: 3 clusters Score -31487.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -31487.222656 Penalty: 598.331909 Iteration 25F: 3 clusters Score -31487.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Entering Unmasked Estep Score: -94555.507812 Penalty: 343.315216 Iteration 0F: 2 clusters Score -94555.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -93163.296875 Penalty: 686.630432 Iteration 0F: 3 clusters Score -93163.3 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -93625.328125 Penalty: 686.630432 Iteration 1F: 3 clusters Score -93625.33 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -93700.203125 Penalty: 686.630432 Iteration 2F: 3 clusters Score -93700.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -93761.242188 Penalty: 686.630432 Iteration 3F: 3 clusters Score -93761.24 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -93818.421875 Penalty: 686.630432 Iteration 4Q: 3 clusters Score -93818.42 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -93879.273438 Penalty: 686.630432 Iteration 5Q: 3 clusters Score -93879.27 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -93925.562500 Penalty: 686.630432 Iteration 6Q: 3 clusters Score -93925.56 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -93979.093750 Penalty: 686.630432 Iteration 7Q: 3 clusters Score -93979.09 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -94018.335938 Penalty: 686.630432 Iteration 8Q: 3 clusters Score -94018.34 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -94052.789062 Penalty: 686.630432 Iteration 9Q: 3 clusters Score -94052.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -94083.007812 Penalty: 686.630432 Iteration 10Q: 3 clusters Score -94083.01 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -94106.703125 Penalty: 686.630432 Iteration 11Q: 3 clusters Score -94106.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -94132.695312 Penalty: 686.630432 Iteration 12Q: 3 clusters Score -94132.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -94152.281250 Penalty: 686.630432 Iteration 13Q: 3 clusters Score -94152.28 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -94164.398438 Penalty: 686.630432 Iteration 14Q: 3 clusters Score -94164.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -94175.578125 Penalty: 686.630432 Iteration 15Q: 3 clusters Score -94175.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -94187.773438 Penalty: 686.630432 Iteration 16Q: 3 clusters Score -94187.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -94195.781250 Penalty: 686.630432 Iteration 17Q: 3 clusters Score -94195.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -94206.617188 Penalty: 686.630432 Iteration 18Q: 3 clusters Score -94206.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -94211.046875 Penalty: 686.630432 Iteration 19Q: 3 clusters Score -94211.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -94213.562500 Penalty: 686.630432 Iteration 20F: 3 clusters Score -94213.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -94217.968750 Penalty: 686.630432 Iteration 21Q: 3 clusters Score -94217.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -94219.664062 Penalty: 686.630432 Iteration 22Q: 3 clusters Score -94219.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -94220.500000 Penalty: 686.630432 Iteration 23Q: 3 clusters Score -94220.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -94221.164062 Penalty: 686.630432 Iteration 24Q: 3 clusters Score -94221.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -94222.296875 Penalty: 686.630432 Iteration 25Q: 3 clusters Score -94222.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -94223.296875 Penalty: 686.630432 Iteration 26Q: 3 clusters Score -94223.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -94225.171875 Penalty: 686.630432 Iteration 27Q: 3 clusters Score -94225.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -94226.921875 Penalty: 686.630432 Iteration 28Q: 3 clusters Score -94226.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -94227.945312 Penalty: 686.630432 Iteration 29Q: 3 clusters Score -94227.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -94228.703125 Penalty: 686.630432 Iteration 30Q: 3 clusters Score -94228.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -94229.617188 Penalty: 686.630432 Iteration 31Q: 3 clusters Score -94229.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -94229.734375 Penalty: 686.630432 Iteration 32Q: 3 clusters Score -94229.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -94230.062500 Penalty: 686.630432 Iteration 33Q: 3 clusters Score -94230.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -94230.414062 Penalty: 686.630432 Iteration 34Q: 3 clusters Score -94230.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -94230.414062 Penalty: 686.630432 Iteration 35F: 3 clusters Score -94230.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -3844.987061 Penalty: 207.201401 Iteration 0F: 2 clusters Score -3844.987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3659.224609 Penalty: 414.402802 Iteration 0F: 3 clusters Score -3659.225 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3693.029785 Penalty: 414.402802 Iteration 1F: 3 clusters Score -3693.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3698.292969 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -3698.293 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3701.637695 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -3701.638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3708.019531 Penalty: 414.402802 Iteration 4Q: 3 clusters Score -3708.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3708.019531 Penalty: 414.402802 Iteration 5F: 3 clusters Score -3708.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (26236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26236 members Entering Unmasked Estep Score: -1236392.250000 Penalty: 462.957397 Iteration 0F: 2 clusters Score -1236392 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 13161 members Entering Unmasked Estep Score: -1219000.750000 Penalty: 925.914795 Iteration 0F: 3 clusters Score -1219001 nChanged 12486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 13673 members Entering Unmasked Estep Score: -1226124.250000 Penalty: 925.914795 Iteration 1F: 3 clusters Score -1226124 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -1226396.500000 Penalty: 925.914795 Iteration 2Q: 3 clusters Score -1226396 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 14245 members Entering Unmasked Estep Score: -1226755.125000 Penalty: 925.914795 Iteration 3Q: 3 clusters Score -1226755 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 14793 members Entering Unmasked Estep Score: -1227232.375000 Penalty: 925.914795 Iteration 4Q: 3 clusters Score -1227232 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 15620 members Entering Unmasked Estep Score: -1227899.000000 Penalty: 925.914795 Iteration 5Q: 3 clusters Score -1227899 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -1228800.250000 Penalty: 925.914795 Iteration 6F: 3 clusters Score -1228800 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 18168 members Entering Unmasked Estep Score: -1230006.750000 Penalty: 925.914795 Iteration 7F: 3 clusters Score -1230007 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 19720 members Entering Unmasked Estep Score: -1231402.250000 Penalty: 925.914795 Iteration 8F: 3 clusters Score -1231402 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -1232568.125000 Penalty: 925.914795 Iteration 9F: 3 clusters Score -1232568 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -1233527.250000 Penalty: 925.914795 Iteration 10Q: 3 clusters Score -1233527 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -1234204.750000 Penalty: 925.914795 Iteration 11Q: 3 clusters Score -1234205 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 23816 members Entering Unmasked Estep Score: -1234748.000000 Penalty: 925.914795 Iteration 12Q: 3 clusters Score -1234748 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 24357 members Entering Unmasked Estep Score: -1235146.375000 Penalty: 925.914795 Iteration 13Q: 3 clusters Score -1235146 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 24757 members Entering Unmasked Estep Score: -1235443.625000 Penalty: 925.914795 Iteration 14Q: 3 clusters Score -1235444 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 25062 members Entering Unmasked Estep Score: -1235665.250000 Penalty: 925.914795 Iteration 15Q: 3 clusters Score -1235665 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 25282 members Entering Unmasked Estep Score: -1235829.250000 Penalty: 925.914795 Iteration 16Q: 3 clusters Score -1235829 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 25422 members Entering Unmasked Estep Score: -1235919.375000 Penalty: 925.914795 Iteration 17Q: 3 clusters Score -1235919 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 25542 members Entering Unmasked Estep Score: -1235994.750000 Penalty: 925.914795 Iteration 18Q: 3 clusters Score -1235995 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 25622 members Entering Unmasked Estep Score: -1236045.250000 Penalty: 925.914795 Iteration 19Q: 3 clusters Score -1236045 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 25684 members Entering Unmasked Estep Score: -1236073.750000 Penalty: 925.914795 Iteration 20F: 3 clusters Score -1236074 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 25727 members Entering Unmasked Estep Score: -1236086.625000 Penalty: 925.914795 Iteration 21Q: 3 clusters Score -1236087 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 25757 members Entering Unmasked Estep Score: -1236099.125000 Penalty: 925.914795 Iteration 22Q: 3 clusters Score -1236099 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 25770 members Entering Unmasked Estep Score: -1236102.750000 Penalty: 925.914795 Iteration 23Q: 3 clusters Score -1236103 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 25780 members Entering Unmasked Estep Score: -1236104.375000 Penalty: 925.914795 Iteration 24Q: 3 clusters Score -1236104 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 25787 members Entering Unmasked Estep Score: -1236106.000000 Penalty: 925.914795 Iteration 25Q: 3 clusters Score -1236106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 25793 members Entering Unmasked Estep Score: -1236108.000000 Penalty: 925.914795 Iteration 26Q: 3 clusters Score -1236108 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 25802 members Entering Unmasked Estep Score: -1236111.000000 Penalty: 925.914795 Iteration 27Q: 3 clusters Score -1236111 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 25809 members Entering Unmasked Estep Score: -1236111.875000 Penalty: 925.914795 Iteration 28Q: 3 clusters Score -1236112 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 25815 members Entering Unmasked Estep Score: -1236114.500000 Penalty: 925.914795 Iteration 29Q: 3 clusters Score -1236114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 25818 members Entering Unmasked Estep Score: -1236114.750000 Penalty: 925.914795 Iteration 30Q: 3 clusters Score -1236115 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 25819 members Entering Unmasked Estep Score: -1236115.250000 Penalty: 925.914795 Iteration 31Q: 3 clusters Score -1236115 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 25821 members Entering Unmasked Estep Score: -1236116.125000 Penalty: 925.914795 Iteration 32Q: 3 clusters Score -1236116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 25824 members Entering Unmasked Estep Score: -1236116.375000 Penalty: 925.914795 Iteration 33Q: 3 clusters Score -1236116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 25825 members Entering Unmasked Estep Score: -1236116.000000 Penalty: 925.914795 Iteration 34Q: 3 clusters Score -1236116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 25826 members Entering Unmasked Estep Score: -1236117.875000 Penalty: 925.914795 Iteration 35Q: 3 clusters Score -1236118 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 25828 members Entering Unmasked Estep Score: -1236119.125000 Penalty: 925.914795 Iteration 36Q: 3 clusters Score -1236119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 25830 members Entering Unmasked Estep Score: -1236119.250000 Penalty: 925.914795 Iteration 37Q: 3 clusters Score -1236119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 25832 members Entering Unmasked Estep Score: -1236118.875000 Penalty: 925.914795 Iteration 38Q: 3 clusters Score -1236119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 25832 members Entering Unmasked Estep Score: -1236118.875000 Penalty: 925.914795 Iteration 39F: 3 clusters Score -1236119 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27607 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27607 members Entering Unmasked Estep Score: -1312863.125000 Penalty: 465.274994 Iteration 0F: 2 clusters Score -1312863 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13830 members Mstep: Class 2 contains 13777 members Entering Unmasked Estep Score: -1294378.000000 Penalty: 930.549988 Iteration 0F: 3 clusters Score -1294378 nChanged 13249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14091 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -1301823.625000 Penalty: 930.549988 Iteration 1F: 3 clusters Score -1301824 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14336 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -1302021.125000 Penalty: 930.549988 Iteration 2Q: 3 clusters Score -1302021 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14755 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -1302287.750000 Penalty: 930.549988 Iteration 3Q: 3 clusters Score -1302288 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15356 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -1302649.375000 Penalty: 930.549988 Iteration 4Q: 3 clusters Score -1302649 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16255 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -1303201.750000 Penalty: 930.549988 Iteration 5Q: 3 clusters Score -1303202 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17421 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -1304019.875000 Penalty: 930.549988 Iteration 6F: 3 clusters Score -1304020 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18865 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -1305229.875000 Penalty: 930.549988 Iteration 7F: 3 clusters Score -1305230 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20426 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -1306734.375000 Penalty: 930.549988 Iteration 8F: 3 clusters Score -1306734 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21871 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1308229.875000 Penalty: 930.549988 Iteration 9F: 3 clusters Score -1308230 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22950 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1309290.125000 Penalty: 930.549988 Iteration 10Q: 3 clusters Score -1309290 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23761 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1309956.375000 Penalty: 930.549988 Iteration 11Q: 3 clusters Score -1309956 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24479 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1310455.375000 Penalty: 930.549988 Iteration 12Q: 3 clusters Score -1310455 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25114 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1310914.750000 Penalty: 930.549988 Iteration 13Q: 3 clusters Score -1310915 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25697 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -1311366.125000 Penalty: 930.549988 Iteration 14Q: 3 clusters Score -1311366 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26165 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1311742.125000 Penalty: 930.549988 Iteration 15Q: 3 clusters Score -1311742 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26509 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1311999.625000 Penalty: 930.549988 Iteration 16Q: 3 clusters Score -1312000 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26721 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -1312152.000000 Penalty: 930.549988 Iteration 17Q: 3 clusters Score -1312152 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26881 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -1312270.500000 Penalty: 930.549988 Iteration 18Q: 3 clusters Score -1312270 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26994 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1312341.250000 Penalty: 930.549988 Iteration 19Q: 3 clusters Score -1312341 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27057 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -1312380.125000 Penalty: 930.549988 Iteration 20F: 3 clusters Score -1312380 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27101 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1312407.125000 Penalty: 930.549988 Iteration 21Q: 3 clusters Score -1312407 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27131 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1312423.750000 Penalty: 930.549988 Iteration 22Q: 3 clusters Score -1312424 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27161 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1312447.625000 Penalty: 930.549988 Iteration 23Q: 3 clusters Score -1312448 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27198 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1312463.375000 Penalty: 930.549988 Iteration 24Q: 3 clusters Score -1312463 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27230 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1312482.125000 Penalty: 930.549988 Iteration 25Q: 3 clusters Score -1312482 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27263 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1312498.000000 Penalty: 930.549988 Iteration 26Q: 3 clusters Score -1312498 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27284 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1312504.875000 Penalty: 930.549988 Iteration 27Q: 3 clusters Score -1312505 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27295 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1312508.750000 Penalty: 930.549988 Iteration 28Q: 3 clusters Score -1312509 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27303 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1312511.750000 Penalty: 930.549988 Iteration 29Q: 3 clusters Score -1312512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27309 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1312518.750000 Penalty: 930.549988 Iteration 30Q: 3 clusters Score -1312519 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27312 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1312520.125000 Penalty: 930.549988 Iteration 31Q: 3 clusters Score -1312520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27317 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1312521.250000 Penalty: 930.549988 Iteration 32Q: 3 clusters Score -1312521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27320 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1312520.625000 Penalty: 930.549988 Iteration 33Q: 3 clusters Score -1312521 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -1312521.625000 Penalty: 930.549988 Iteration 34Q: 3 clusters Score -1312522 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1312522.875000 Penalty: 930.549988 Iteration 35Q: 3 clusters Score -1312523 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1312522.875000 Penalty: 930.549988 Iteration 36F: 3 clusters Score -1312523 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Entering Unmasked Estep Score: -140731.343750 Penalty: 359.394592 Iteration 0F: 2 clusters Score -140731.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -138801.046875 Penalty: 718.789185 Iteration 0F: 3 clusters Score -138801 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -139429.796875 Penalty: 718.789185 Iteration 1F: 3 clusters Score -139429.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -139497.750000 Penalty: 718.789185 Iteration 2F: 3 clusters Score -139497.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -139556.812500 Penalty: 718.789185 Iteration 3Q: 3 clusters Score -139556.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -139598.890625 Penalty: 718.789185 Iteration 4Q: 3 clusters Score -139598.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -139629.812500 Penalty: 718.789185 Iteration 5Q: 3 clusters Score -139629.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -139650.343750 Penalty: 718.789185 Iteration 6Q: 3 clusters Score -139650.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -139665.000000 Penalty: 718.789185 Iteration 7Q: 3 clusters Score -139665 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -139676.812500 Penalty: 718.789185 Iteration 8Q: 3 clusters Score -139676.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -139688.468750 Penalty: 718.789185 Iteration 9Q: 3 clusters Score -139688.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -139701.140625 Penalty: 718.789185 Iteration 10Q: 3 clusters Score -139701.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -139715.281250 Penalty: 718.789185 Iteration 11Q: 3 clusters Score -139715.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -139738.390625 Penalty: 718.789185 Iteration 12Q: 3 clusters Score -139738.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -139774.546875 Penalty: 718.789185 Iteration 13Q: 3 clusters Score -139774.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -139827.968750 Penalty: 718.789185 Iteration 14Q: 3 clusters Score -139828 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -139893.609375 Penalty: 718.789185 Iteration 15Q: 3 clusters Score -139893.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -139964.109375 Penalty: 718.789185 Iteration 16Q: 3 clusters Score -139964.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -140045.406250 Penalty: 718.789185 Iteration 17Q: 3 clusters Score -140045.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -140133.593750 Penalty: 718.789185 Iteration 18Q: 3 clusters Score -140133.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -140205.218750 Penalty: 718.789185 Iteration 19Q: 3 clusters Score -140205.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -140249.125000 Penalty: 718.789185 Iteration 20F: 3 clusters Score -140249.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -140279.593750 Penalty: 718.789185 Iteration 21Q: 3 clusters Score -140279.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -140301.343750 Penalty: 718.789185 Iteration 22Q: 3 clusters Score -140301.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -140317.718750 Penalty: 718.789185 Iteration 23Q: 3 clusters Score -140317.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -140326.406250 Penalty: 718.789185 Iteration 24Q: 3 clusters Score -140326.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -140334.640625 Penalty: 718.789185 Iteration 25Q: 3 clusters Score -140334.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -140343.187500 Penalty: 718.789185 Iteration 26Q: 3 clusters Score -140343.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -140349.093750 Penalty: 718.789185 Iteration 27Q: 3 clusters Score -140349.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -140354.218750 Penalty: 718.789185 Iteration 28Q: 3 clusters Score -140354.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -140359.812500 Penalty: 718.789185 Iteration 29Q: 3 clusters Score -140359.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -140366.609375 Penalty: 718.789185 Iteration 30Q: 3 clusters Score -140366.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -140372.750000 Penalty: 718.789185 Iteration 31Q: 3 clusters Score -140372.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -140377.328125 Penalty: 718.789185 Iteration 32Q: 3 clusters Score -140377.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -140387.343750 Penalty: 718.789185 Iteration 33Q: 3 clusters Score -140387.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -140398.718750 Penalty: 718.789185 Iteration 34Q: 3 clusters Score -140398.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -140406.187500 Penalty: 718.789185 Iteration 35Q: 3 clusters Score -140406.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -140417.421875 Penalty: 718.789185 Iteration 36Q: 3 clusters Score -140417.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -140424.812500 Penalty: 718.789185 Iteration 37Q: 3 clusters Score -140424.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -140431.468750 Penalty: 718.789185 Iteration 38Q: 3 clusters Score -140431.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -140433.562500 Penalty: 718.789185 Iteration 39Q: 3 clusters Score -140433.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -140434.875000 Penalty: 718.789185 Iteration 40F: 3 clusters Score -140434.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -140434.984375 Penalty: 718.789185 Iteration 41Q: 3 clusters Score -140435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -140434.984375 Penalty: 718.789185 Iteration 42F: 3 clusters Score -140435 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Entering Unmasked Estep Score: -112773.601562 Penalty: 349.887207 Iteration 0F: 2 clusters Score -112773.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -111233.046875 Penalty: 699.774414 Iteration 0F: 3 clusters Score -111233 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -111771.695312 Penalty: 699.774414 Iteration 1F: 3 clusters Score -111771.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -111888.148438 Penalty: 699.774414 Iteration 2F: 3 clusters Score -111888.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -112008.734375 Penalty: 699.774414 Iteration 3F: 3 clusters Score -112008.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -112133.179688 Penalty: 699.774414 Iteration 4F: 3 clusters Score -112133.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -112244.679688 Penalty: 699.774414 Iteration 5F: 3 clusters Score -112244.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -112317.609375 Penalty: 699.774414 Iteration 6Q: 3 clusters Score -112317.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -112359.664062 Penalty: 699.774414 Iteration 7Q: 3 clusters Score -112359.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -112390.765625 Penalty: 699.774414 Iteration 8Q: 3 clusters Score -112390.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -112407.664062 Penalty: 699.774414 Iteration 9Q: 3 clusters Score -112407.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -112411.960938 Penalty: 699.774414 Iteration 10Q: 3 clusters Score -112412 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -112413.601562 Penalty: 699.774414 Iteration 11Q: 3 clusters Score -112413.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -112414.414062 Penalty: 699.774414 Iteration 12Q: 3 clusters Score -112414.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -112415.140625 Penalty: 699.774414 Iteration 13Q: 3 clusters Score -112415.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -112417.000000 Penalty: 699.774414 Iteration 14Q: 3 clusters Score -112417 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -112422.351562 Penalty: 699.774414 Iteration 15Q: 3 clusters Score -112422.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -112427.703125 Penalty: 699.774414 Iteration 16Q: 3 clusters Score -112427.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -112432.765625 Penalty: 699.774414 Iteration 17Q: 3 clusters Score -112432.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -112439.460938 Penalty: 699.774414 Iteration 18Q: 3 clusters Score -112439.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -112443.265625 Penalty: 699.774414 Iteration 19Q: 3 clusters Score -112443.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -112445.812500 Penalty: 699.774414 Iteration 20F: 3 clusters Score -112445.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -112446.000000 Penalty: 699.774414 Iteration 21Q: 3 clusters Score -112446 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -112446.000000 Penalty: 699.774414 Iteration 22F: 3 clusters Score -112446 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -35413.113281 Penalty: 308.175171 Iteration 0F: 2 clusters Score -35413.11 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 419 members Entering Unmasked Estep Score: -34740.546875 Penalty: 616.350342 Iteration 0F: 3 clusters Score -34740.55 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -36235.476562 Penalty: 616.350342 Iteration 1F: 3 clusters Score -36235.48 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -36564.851562 Penalty: 616.350342 Iteration 2F: 3 clusters Score -36564.85 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -36634.015625 Penalty: 616.350342 Iteration 3Q: 3 clusters Score -36634.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -36658.449219 Penalty: 616.350342 Iteration 4Q: 3 clusters Score -36658.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -36662.535156 Penalty: 616.350342 Iteration 5Q: 3 clusters Score -36662.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -36663.339844 Penalty: 616.350342 Iteration 6Q: 3 clusters Score -36663.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -36663.617188 Penalty: 616.350342 Iteration 7Q: 3 clusters Score -36663.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -36663.617188 Penalty: 616.350342 Iteration 8F: 3 clusters Score -36663.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154173 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1892 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27607 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 2186 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2898 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 2583 members Mstep: Class 16 contains 1987 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 50794 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 200615 members Mstep: Class 21 contains 4250 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 103 members Entering Unmasked Estep Score: -24276488.000000 Penalty: 14342.003906 Splitting cluster 12 changes total score from -24275574.000000 to -24276488.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 13 (2898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Entering Unmasked Estep Score: -162001.953125 Penalty: 362.715820 Iteration 0F: 2 clusters Score -162002 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -160002.500000 Penalty: 725.431641 Iteration 0F: 3 clusters Score -160002.5 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -160643.906250 Penalty: 725.431641 Iteration 1F: 3 clusters Score -160643.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -160697.437500 Penalty: 725.431641 Iteration 2F: 3 clusters Score -160697.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -160743.171875 Penalty: 725.431641 Iteration 3Q: 3 clusters Score -160743.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -160783.984375 Penalty: 725.431641 Iteration 4Q: 3 clusters Score -160784 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -160820.906250 Penalty: 725.431641 Iteration 5Q: 3 clusters Score -160820.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -160864.500000 Penalty: 725.431641 Iteration 6Q: 3 clusters Score -160864.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -160916.937500 Penalty: 725.431641 Iteration 7Q: 3 clusters Score -160916.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -161008.546875 Penalty: 725.431641 Iteration 8Q: 3 clusters Score -161008.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -161140.109375 Penalty: 725.431641 Iteration 9F: 3 clusters Score -161140.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -161258.812500 Penalty: 725.431641 Iteration 10Q: 3 clusters Score -161258.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -161363.578125 Penalty: 725.431641 Iteration 11Q: 3 clusters Score -161363.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -161452.015625 Penalty: 725.431641 Iteration 12Q: 3 clusters Score -161452 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -161506.359375 Penalty: 725.431641 Iteration 13Q: 3 clusters Score -161506.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -161544.078125 Penalty: 725.431641 Iteration 14Q: 3 clusters Score -161544.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -161583.125000 Penalty: 725.431641 Iteration 15Q: 3 clusters Score -161583.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -161603.468750 Penalty: 725.431641 Iteration 16Q: 3 clusters Score -161603.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -161614.156250 Penalty: 725.431641 Iteration 17Q: 3 clusters Score -161614.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -161625.031250 Penalty: 725.431641 Iteration 18Q: 3 clusters Score -161625 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -161628.937500 Penalty: 725.431641 Iteration 19Q: 3 clusters Score -161628.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -161631.125000 Penalty: 725.431641 Iteration 20F: 3 clusters Score -161631.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -161634.390625 Penalty: 725.431641 Iteration 21Q: 3 clusters Score -161634.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -161639.328125 Penalty: 725.431641 Iteration 22Q: 3 clusters Score -161639.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -161644.281250 Penalty: 725.431641 Iteration 23Q: 3 clusters Score -161644.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -161646.562500 Penalty: 725.431641 Iteration 24Q: 3 clusters Score -161646.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -161648.015625 Penalty: 725.431641 Iteration 25Q: 3 clusters Score -161648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -161650.093750 Penalty: 725.431641 Iteration 26Q: 3 clusters Score -161650.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -161650.406250 Penalty: 725.431641 Iteration 27Q: 3 clusters Score -161650.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -161650.453125 Penalty: 725.431641 Iteration 28Q: 3 clusters Score -161650.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -161652.687500 Penalty: 725.431641 Iteration 29Q: 3 clusters Score -161652.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -161656.421875 Penalty: 725.431641 Iteration 30Q: 3 clusters Score -161656.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -161657.609375 Penalty: 725.431641 Iteration 31Q: 3 clusters Score -161657.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -161659.843750 Penalty: 725.431641 Iteration 32Q: 3 clusters Score -161659.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -161659.843750 Penalty: 725.431641 Iteration 33F: 3 clusters Score -161659.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Entering Unmasked Estep Score: -197014.859375 Penalty: 376.795410 Iteration 0F: 2 clusters Score -197014.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -194270.312500 Penalty: 753.590820 Iteration 0F: 3 clusters Score -194270.3 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -195211.375000 Penalty: 753.590820 Iteration 1F: 3 clusters Score -195211.4 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -195356.437500 Penalty: 753.590820 Iteration 2F: 3 clusters Score -195356.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -195564.765625 Penalty: 753.590820 Iteration 3F: 3 clusters Score -195564.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -195852.250000 Penalty: 753.590820 Iteration 4F: 3 clusters Score -195852.2 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -196223.984375 Penalty: 753.590820 Iteration 5F: 3 clusters Score -196224 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -196529.875000 Penalty: 753.590820 Iteration 6F: 3 clusters Score -196529.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -196705.171875 Penalty: 753.590820 Iteration 7Q: 3 clusters Score -196705.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -196802.984375 Penalty: 753.590820 Iteration 8Q: 3 clusters Score -196803 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -196842.437500 Penalty: 753.590820 Iteration 9Q: 3 clusters Score -196842.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -196851.796875 Penalty: 753.590820 Iteration 10Q: 3 clusters Score -196851.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -196853.843750 Penalty: 753.590820 Iteration 11Q: 3 clusters Score -196853.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -196853.843750 Penalty: 753.590820 Iteration 12F: 3 clusters Score -196853.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Entering Unmasked Estep Score: -115732.132812 Penalty: 357.480164 Iteration 0F: 2 clusters Score -115732.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -113992.789062 Penalty: 714.960327 Iteration 0F: 3 clusters Score -113992.8 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -114882.453125 Penalty: 714.960327 Iteration 1F: 3 clusters Score -114882.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -115211.992188 Penalty: 714.960327 Iteration 2F: 3 clusters Score -115212 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -115496.421875 Penalty: 714.960327 Iteration 3F: 3 clusters Score -115496.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -115647.359375 Penalty: 714.960327 Iteration 4F: 3 clusters Score -115647.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -115723.859375 Penalty: 714.960327 Iteration 5Q: 3 clusters Score -115723.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -115760.742188 Penalty: 714.960327 Iteration 6Q: 3 clusters Score -115760.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -115769.289062 Penalty: 714.960327 Iteration 7Q: 3 clusters Score -115769.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -115774.835938 Penalty: 714.960327 Iteration 8Q: 3 clusters Score -115774.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -115780.664062 Penalty: 714.960327 Iteration 9Q: 3 clusters Score -115780.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -115784.515625 Penalty: 714.960327 Iteration 10Q: 3 clusters Score -115784.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -115789.140625 Penalty: 714.960327 Iteration 11Q: 3 clusters Score -115789.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -115795.429688 Penalty: 714.960327 Iteration 12Q: 3 clusters Score -115795.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -115799.023438 Penalty: 714.960327 Iteration 13Q: 3 clusters Score -115799 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -115801.898438 Penalty: 714.960327 Iteration 14Q: 3 clusters Score -115801.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -115804.867188 Penalty: 714.960327 Iteration 15Q: 3 clusters Score -115804.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -115807.328125 Penalty: 714.960327 Iteration 16Q: 3 clusters Score -115807.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -115810.929688 Penalty: 714.960327 Iteration 17Q: 3 clusters Score -115810.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -115816.156250 Penalty: 714.960327 Iteration 18Q: 3 clusters Score -115816.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -115819.289062 Penalty: 714.960327 Iteration 19Q: 3 clusters Score -115819.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -115819.835938 Penalty: 714.960327 Iteration 20F: 3 clusters Score -115819.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -115820.156250 Penalty: 714.960327 Iteration 21Q: 3 clusters Score -115820.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -115820.460938 Penalty: 714.960327 Iteration 22Q: 3 clusters Score -115820.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -115820.460938 Penalty: 714.960327 Iteration 23F: 3 clusters Score -115820.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154173 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1892 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27607 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 2186 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2898 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 311 members Mstep: Class 16 contains 1987 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 50794 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 200615 members Mstep: Class 21 contains 4250 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2272 members Entering Unmasked Estep Score: -24276330.000000 Penalty: 14939.587891 Splitting cluster 15 changes total score from -24275574.000000 to -24276330.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 16 (1987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Entering Unmasked Estep Score: -94698.351562 Penalty: 345.544342 Iteration 0F: 2 clusters Score -94698.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -93260.984375 Penalty: 691.088684 Iteration 0F: 3 clusters Score -93260.98 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -93758.710938 Penalty: 691.088684 Iteration 1F: 3 clusters Score -93758.71 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -93858.109375 Penalty: 691.088684 Iteration 2F: 3 clusters Score -93858.11 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -93952.585938 Penalty: 691.088684 Iteration 3F: 3 clusters Score -93952.59 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -94044.921875 Penalty: 691.088684 Iteration 4F: 3 clusters Score -94044.92 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -94123.593750 Penalty: 691.088684 Iteration 5Q: 3 clusters Score -94123.59 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -94199.468750 Penalty: 691.088684 Iteration 6Q: 3 clusters Score -94199.47 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -94257.109375 Penalty: 691.088684 Iteration 7Q: 3 clusters Score -94257.11 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -94294.734375 Penalty: 691.088684 Iteration 8Q: 3 clusters Score -94294.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -94322.375000 Penalty: 691.088684 Iteration 9Q: 3 clusters Score -94322.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -94344.593750 Penalty: 691.088684 Iteration 10Q: 3 clusters Score -94344.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -94357.351562 Penalty: 691.088684 Iteration 11Q: 3 clusters Score -94357.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -94371.382812 Penalty: 691.088684 Iteration 12Q: 3 clusters Score -94371.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -94378.554688 Penalty: 691.088684 Iteration 13Q: 3 clusters Score -94378.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -94384.343750 Penalty: 691.088684 Iteration 14Q: 3 clusters Score -94384.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -94387.992188 Penalty: 691.088684 Iteration 15Q: 3 clusters Score -94387.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -94392.382812 Penalty: 691.088684 Iteration 16Q: 3 clusters Score -94392.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -94394.171875 Penalty: 691.088684 Iteration 17Q: 3 clusters Score -94394.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -94394.171875 Penalty: 691.088684 Iteration 18F: 3 clusters Score -94394.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Entering Unmasked Estep Score: -24296.099609 Penalty: 290.141083 Iteration 0F: 2 clusters Score -24296.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -23759.570312 Penalty: 580.282166 Iteration 0F: 3 clusters Score -23759.57 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -23910.667969 Penalty: 580.282166 Iteration 1F: 3 clusters Score -23910.67 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -24003.218750 Penalty: 580.282166 Iteration 2F: 3 clusters Score -24003.22 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -24055.138672 Penalty: 580.282166 Iteration 3F: 3 clusters Score -24055.14 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -24096.373047 Penalty: 580.282166 Iteration 4F: 3 clusters Score -24096.37 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -24178.283203 Penalty: 580.282166 Iteration 5F: 3 clusters Score -24178.28 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -24383.468750 Penalty: 580.282166 Iteration 6F: 3 clusters Score -24383.47 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -24962.384766 Penalty: 580.282166 Iteration 7F: 3 clusters Score -24962.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -25018.808594 Penalty: 580.282166 Iteration 8Q: 3 clusters Score -25018.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -25026.083984 Penalty: 580.282166 Iteration 9Q: 3 clusters Score -25026.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -25026.083984 Penalty: 580.282166 Iteration 10F: 3 clusters Score -25026.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154173 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1892 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27607 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 2186 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2898 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 311 members Mstep: Class 16 contains 1987 members Mstep: Class 17 contains 374 members Mstep: Class 18 contains 50794 members Mstep: Class 19 contains 867 members Mstep: Class 20 contains 200615 members Mstep: Class 21 contains 4250 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2272 members Mstep: Class 26 contains 214 members Entering Unmasked Estep Score: -24276762.000000 Penalty: 15537.170898 Splitting cluster 17 changes total score from -24275574.000000 to -24276762.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 18 (50794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50794 members Entering Unmasked Estep Score: -2651745.250000 Penalty: 493.016754 Iteration 0F: 2 clusters Score -2651745 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25428 members Mstep: Class 2 contains 25366 members Entering Unmasked Estep Score: -2617545.250000 Penalty: 986.033508 Iteration 0F: 3 clusters Score -2617545 nChanged 24634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28414 members Mstep: Class 2 contains 22380 members Entering Unmasked Estep Score: -2633260.500000 Penalty: 986.033508 Iteration 1F: 3 clusters Score -2633260 nChanged 2898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29870 members Mstep: Class 2 contains 20924 members Entering Unmasked Estep Score: -2634724.000000 Penalty: 986.033508 Iteration 2F: 3 clusters Score -2634724 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31850 members Mstep: Class 2 contains 18944 members Entering Unmasked Estep Score: -2636747.000000 Penalty: 986.033508 Iteration 3F: 3 clusters Score -2636747 nChanged 3617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34297 members Mstep: Class 2 contains 16497 members Entering Unmasked Estep Score: -2639552.000000 Penalty: 986.033508 Iteration 4F: 3 clusters Score -2639552 nChanged 3541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36964 members Mstep: Class 2 contains 13830 members Entering Unmasked Estep Score: -2643228.250000 Penalty: 986.033508 Iteration 5F: 3 clusters Score -2643228 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39117 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -2646570.500000 Penalty: 986.033508 Iteration 6F: 3 clusters Score -2646570 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40409 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -2648080.250000 Penalty: 986.033508 Iteration 7Q: 3 clusters Score -2648080 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41318 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -2648629.000000 Penalty: 986.033508 Iteration 8Q: 3 clusters Score -2648629 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42089 members Mstep: Class 2 contains 8705 members Entering Unmasked Estep Score: -2648975.250000 Penalty: 986.033508 Iteration 9Q: 3 clusters Score -2648975 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42827 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -2649276.500000 Penalty: 986.033508 Iteration 10Q: 3 clusters Score -2649276 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43472 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -2649510.500000 Penalty: 986.033508 Iteration 11Q: 3 clusters Score -2649510 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44060 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -2649708.750000 Penalty: 986.033508 Iteration 12Q: 3 clusters Score -2649709 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44624 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -2649909.250000 Penalty: 986.033508 Iteration 13Q: 3 clusters Score -2649909 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45192 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -2650122.750000 Penalty: 986.033508 Iteration 14Q: 3 clusters Score -2650123 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45699 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -2650301.750000 Penalty: 986.033508 Iteration 15Q: 3 clusters Score -2650302 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46144 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -2650463.250000 Penalty: 986.033508 Iteration 16Q: 3 clusters Score -2650463 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46552 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -2650601.000000 Penalty: 986.033508 Iteration 17Q: 3 clusters Score -2650601 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46931 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -2650737.500000 Penalty: 986.033508 Iteration 18Q: 3 clusters Score -2650738 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47251 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -2650839.250000 Penalty: 986.033508 Iteration 19Q: 3 clusters Score -2650839 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47525 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -2650925.000000 Penalty: 986.033508 Iteration 20F: 3 clusters Score -2650925 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47722 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -2650972.000000 Penalty: 986.033508 Iteration 21Q: 3 clusters Score -2650972 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47921 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -2651016.000000 Penalty: 986.033508 Iteration 22Q: 3 clusters Score -2651016 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48071 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -2651057.000000 Penalty: 986.033508 Iteration 23Q: 3 clusters Score -2651057 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48211 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -2651084.750000 Penalty: 986.033508 Iteration 24Q: 3 clusters Score -2651085 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48349 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -2651113.500000 Penalty: 986.033508 Iteration 25Q: 3 clusters Score -2651114 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48468 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -2651129.000000 Penalty: 986.033508 Iteration 26Q: 3 clusters Score -2651129 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48576 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -2651146.750000 Penalty: 986.033508 Iteration 27Q: 3 clusters Score -2651147 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48675 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -2651159.500000 Penalty: 986.033508 Iteration 28Q: 3 clusters Score -2651160 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48758 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -2651184.500000 Penalty: 986.033508 Iteration 29Q: 3 clusters Score -2651184 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48850 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -2651211.500000 Penalty: 986.033508 Iteration 30Q: 3 clusters Score -2651212 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48942 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -2651230.250000 Penalty: 986.033508 Iteration 31Q: 3 clusters Score -2651230 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49028 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -2651245.000000 Penalty: 986.033508 Iteration 32Q: 3 clusters Score -2651245 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49102 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -2651255.750000 Penalty: 986.033508 Iteration 33Q: 3 clusters Score -2651256 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49170 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -2651277.250000 Penalty: 986.033508 Iteration 34Q: 3 clusters Score -2651277 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49227 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -2651287.000000 Penalty: 986.033508 Iteration 35Q: 3 clusters Score -2651287 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49274 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -2651300.250000 Penalty: 986.033508 Iteration 36Q: 3 clusters Score -2651300 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49324 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -2651308.250000 Penalty: 986.033508 Iteration 37Q: 3 clusters Score -2651308 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49371 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -2651311.500000 Penalty: 986.033508 Iteration 38Q: 3 clusters Score -2651312 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49418 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -2651317.250000 Penalty: 986.033508 Iteration 39Q: 3 clusters Score -2651317 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49458 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -2651328.750000 Penalty: 986.033508 Iteration 40F: 3 clusters Score -2651329 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49496 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -2651337.250000 Penalty: 986.033508 Iteration 41Q: 3 clusters Score -2651337 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49532 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -2651341.500000 Penalty: 986.033508 Iteration 42Q: 3 clusters Score -2651342 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49563 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -2651342.000000 Penalty: 986.033508 Iteration 43Q: 3 clusters Score -2651342 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49594 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -2651351.750000 Penalty: 986.033508 Iteration 44Q: 3 clusters Score -2651352 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49621 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -2651356.250000 Penalty: 986.033508 Iteration 45Q: 3 clusters Score -2651356 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49645 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -2651362.500000 Penalty: 986.033508 Iteration 46Q: 3 clusters Score -2651362 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49666 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -2651367.750000 Penalty: 986.033508 Iteration 47Q: 3 clusters Score -2651368 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49686 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -2651373.000000 Penalty: 986.033508 Iteration 48Q: 3 clusters Score -2651373 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49701 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -2651378.500000 Penalty: 986.033508 Iteration 49Q: 3 clusters Score -2651378 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49714 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -2651379.000000 Penalty: 986.033508 Iteration 50Q: 3 clusters Score -2651379 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49727 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -2651379.000000 Penalty: 986.033508 Iteration 51Q: 3 clusters Score -2651379 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49739 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -2651375.750000 Penalty: 986.033508 Iteration 52Q: 3 clusters Score -2651376 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49752 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -2651377.750000 Penalty: 986.033508 Iteration 53Q: 3 clusters Score -2651378 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49768 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -2651379.500000 Penalty: 986.033508 Iteration 54Q: 3 clusters Score -2651380 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49784 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -2651383.500000 Penalty: 986.033508 Iteration 55Q: 3 clusters Score -2651384 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49795 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -2651385.500000 Penalty: 986.033508 Iteration 56Q: 3 clusters Score -2651386 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49803 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -2651390.000000 Penalty: 986.033508 Iteration 57Q: 3 clusters Score -2651390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49807 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -2651391.250000 Penalty: 986.033508 Iteration 58Q: 3 clusters Score -2651391 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49811 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -2651390.250000 Penalty: 986.033508 Iteration 59Q: 3 clusters Score -2651390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49815 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -2651392.250000 Penalty: 986.033508 Iteration 60F: 3 clusters Score -2651392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49817 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -2651390.250000 Penalty: 986.033508 Iteration 61Q: 3 clusters Score -2651390 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49818 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -2651387.750000 Penalty: 986.033508 Iteration 62Q: 3 clusters Score -2651388 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49820 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -2651391.500000 Penalty: 986.033508 Iteration 63Q: 3 clusters Score -2651392 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49820 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -2651391.500000 Penalty: 986.033508 Iteration 64F: 3 clusters Score -2651392 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -34192.847656 Penalty: 307.809265 Iteration 0F: 2 clusters Score -34192.85 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 434 members Entering Unmasked Estep Score: -33541.527344 Penalty: 615.618530 Iteration 0F: 3 clusters Score -33541.53 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -34047.730469 Penalty: 615.618530 Iteration 1F: 3 clusters Score -34047.73 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -34382.964844 Penalty: 615.618530 Iteration 2F: 3 clusters Score -34382.96 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -34628.425781 Penalty: 615.618530 Iteration 3F: 3 clusters Score -34628.43 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -34740.988281 Penalty: 615.618530 Iteration 4F: 3 clusters Score -34740.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -34766.542969 Penalty: 615.618530 Iteration 5Q: 3 clusters Score -34766.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -34780.191406 Penalty: 615.618530 Iteration 6Q: 3 clusters Score -34780.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -34789.140625 Penalty: 615.618530 Iteration 7Q: 3 clusters Score -34789.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -34790.406250 Penalty: 615.618530 Iteration 8Q: 3 clusters Score -34790.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -34790.406250 Penalty: 615.618530 Iteration 9F: 3 clusters Score -34790.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154173 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1892 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27607 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 2186 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2898 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 311 members Mstep: Class 16 contains 1987 members Mstep: Class 17 contains 374 members Mstep: Class 18 contains 50794 members Mstep: Class 19 contains 136 members Mstep: Class 20 contains 200615 members Mstep: Class 21 contains 4250 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2272 members Mstep: Class 26 contains 214 members Mstep: Class 27 contains 731 members Entering Unmasked Estep Score: -24277078.000000 Penalty: 16134.754883 Splitting cluster 19 changes total score from -24275574.000000 to -24277078.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 20 (200615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200615 members Entering Unmasked Estep Score: -9871737.000000 Penalty: 555.515991 Iteration 0F: 2 clusters Score -9871737 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100165 members Mstep: Class 2 contains 100450 members Entering Unmasked Estep Score: -9737338.000000 Penalty: 1111.031982 Iteration 0F: 3 clusters Score -9737338 nChanged 98383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96134 members Mstep: Class 2 contains 104481 members Entering Unmasked Estep Score: -9796237.000000 Penalty: 1111.031982 Iteration 1F: 3 clusters Score -9796237 nChanged 5893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93491 members Mstep: Class 2 contains 107124 members Entering Unmasked Estep Score: -9797511.000000 Penalty: 1111.031982 Iteration 2Q: 3 clusters Score -9797511 nChanged 6368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89361 members Mstep: Class 2 contains 111254 members Entering Unmasked Estep Score: -9799138.000000 Penalty: 1111.031982 Iteration 3Q: 3 clusters Score -9799138 nChanged 7555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83020 members Mstep: Class 2 contains 117595 members Entering Unmasked Estep Score: -9802096.000000 Penalty: 1111.031982 Iteration 4Q: 3 clusters Score -9802096 nChanged 10260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73242 members Mstep: Class 2 contains 127373 members Entering Unmasked Estep Score: -9807315.000000 Penalty: 1111.031982 Iteration 5F: 3 clusters Score -9807315 nChanged 14243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59093 members Mstep: Class 2 contains 141522 members Entering Unmasked Estep Score: -9817040.000000 Penalty: 1111.031982 Iteration 6F: 3 clusters Score -9817040 nChanged 18194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40903 members Mstep: Class 2 contains 159712 members Entering Unmasked Estep Score: -9832499.000000 Penalty: 1111.031982 Iteration 7F: 3 clusters Score -9832499 nChanged 18501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22402 members Mstep: Class 2 contains 178213 members Entering Unmasked Estep Score: -9850157.000000 Penalty: 1111.031982 Iteration 8F: 3 clusters Score -9850157 nChanged 13374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 191587 members Entering Unmasked Estep Score: -9863263.000000 Penalty: 1111.031982 Iteration 9F: 3 clusters Score -9863263 nChanged 6315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 197902 members Entering Unmasked Estep Score: -9868897.000000 Penalty: 1111.031982 Iteration 10Q: 3 clusters Score -9868897 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 199922 members Entering Unmasked Estep Score: -9870600.000000 Penalty: 1111.031982 Iteration 11Q: 3 clusters Score -9870600 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 200419 members Entering Unmasked Estep Score: -9871034.000000 Penalty: 1111.031982 Iteration 12Q: 3 clusters Score -9871034 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 200520 members Entering Unmasked Estep Score: -9871140.000000 Penalty: 1111.031982 Iteration 13Q: 3 clusters Score -9871140 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 200547 members Entering Unmasked Estep Score: -9871183.000000 Penalty: 1111.031982 Iteration 14Q: 3 clusters Score -9871183 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 200560 members Entering Unmasked Estep Score: -9871204.000000 Penalty: 1111.031982 Iteration 15Q: 3 clusters Score -9871204 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 200566 members Entering Unmasked Estep Score: -9871213.000000 Penalty: 1111.031982 Iteration 16Q: 3 clusters Score -9871213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 200568 members Entering Unmasked Estep Score: -9871222.000000 Penalty: 1111.031982 Iteration 17Q: 3 clusters Score -9871222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 200568 members Entering Unmasked Estep Score: -9871220.000000 Penalty: 1111.031982 Iteration 18Q: 3 clusters Score -9871220 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 200567 members Entering Unmasked Estep Score: -9871223.000000 Penalty: 1111.031982 Iteration 19Q: 3 clusters Score -9871223 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 200567 members Entering Unmasked Estep Score: -9871223.000000 Penalty: 1111.031982 Iteration 20F: 3 clusters Score -9871223 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Entering Unmasked Estep Score: -190090.062500 Penalty: 380.137695 Iteration 0F: 2 clusters Score -190090.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -187235.046875 Penalty: 760.275391 Iteration 0F: 3 clusters Score -187235 nChanged 1918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -188417.796875 Penalty: 760.275391 Iteration 1F: 3 clusters Score -188417.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -188657.750000 Penalty: 760.275391 Iteration 2F: 3 clusters Score -188657.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -188908.687500 Penalty: 760.275391 Iteration 3F: 3 clusters Score -188908.7 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -189214.937500 Penalty: 760.275391 Iteration 4F: 3 clusters Score -189214.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -189500.562500 Penalty: 760.275391 Iteration 5F: 3 clusters Score -189500.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -189784.671875 Penalty: 760.275391 Iteration 6F: 3 clusters Score -189784.7 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -189929.453125 Penalty: 760.275391 Iteration 7F: 3 clusters Score -189929.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -189980.484375 Penalty: 760.275391 Iteration 8Q: 3 clusters Score -189980.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -190006.265625 Penalty: 760.275391 Iteration 9Q: 3 clusters Score -190006.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -190024.171875 Penalty: 760.275391 Iteration 10Q: 3 clusters Score -190024.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -190032.015625 Penalty: 760.275391 Iteration 11Q: 3 clusters Score -190032 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -190037.359375 Penalty: 760.275391 Iteration 12Q: 3 clusters Score -190037.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -190044.468750 Penalty: 760.275391 Iteration 13Q: 3 clusters Score -190044.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -190049.984375 Penalty: 760.275391 Iteration 14Q: 3 clusters Score -190050 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -190055.531250 Penalty: 760.275391 Iteration 15Q: 3 clusters Score -190055.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -190061.359375 Penalty: 760.275391 Iteration 16Q: 3 clusters Score -190061.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -190068.156250 Penalty: 760.275391 Iteration 17Q: 3 clusters Score -190068.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -190074.296875 Penalty: 760.275391 Iteration 18Q: 3 clusters Score -190074.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -190079.812500 Penalty: 760.275391 Iteration 19Q: 3 clusters Score -190079.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -190084.140625 Penalty: 760.275391 Iteration 20F: 3 clusters Score -190084.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -190089.906250 Penalty: 760.275391 Iteration 21Q: 3 clusters Score -190089.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -190095.343750 Penalty: 760.275391 Iteration 22Q: 3 clusters Score -190095.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -190099.656250 Penalty: 760.275391 Iteration 23Q: 3 clusters Score -190099.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -190102.562500 Penalty: 760.275391 Iteration 24Q: 3 clusters Score -190102.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -190104.234375 Penalty: 760.275391 Iteration 25Q: 3 clusters Score -190104.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -190107.140625 Penalty: 760.275391 Iteration 26Q: 3 clusters Score -190107.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -190109.812500 Penalty: 760.275391 Iteration 27Q: 3 clusters Score -190109.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -190111.968750 Penalty: 760.275391 Iteration 28Q: 3 clusters Score -190112 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -190115.906250 Penalty: 760.275391 Iteration 29Q: 3 clusters Score -190115.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -190121.000000 Penalty: 760.275391 Iteration 30Q: 3 clusters Score -190121 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -190125.031250 Penalty: 760.275391 Iteration 31Q: 3 clusters Score -190125 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -190129.640625 Penalty: 760.275391 Iteration 32Q: 3 clusters Score -190129.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -190132.109375 Penalty: 760.275391 Iteration 33Q: 3 clusters Score -190132.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -190134.171875 Penalty: 760.275391 Iteration 34Q: 3 clusters Score -190134.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -190136.578125 Penalty: 760.275391 Iteration 35Q: 3 clusters Score -190136.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -190139.078125 Penalty: 760.275391 Iteration 36Q: 3 clusters Score -190139.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -190140.375000 Penalty: 760.275391 Iteration 37Q: 3 clusters Score -190140.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -190141.453125 Penalty: 760.275391 Iteration 38Q: 3 clusters Score -190141.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -190143.390625 Penalty: 760.275391 Iteration 39Q: 3 clusters Score -190143.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -190143.890625 Penalty: 760.275391 Iteration 40F: 3 clusters Score -190143.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -190144.468750 Penalty: 760.275391 Iteration 41Q: 3 clusters Score -190144.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -190144.140625 Penalty: 760.275391 Iteration 42Q: 3 clusters Score -190144.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -190144.343750 Penalty: 760.275391 Iteration 43Q: 3 clusters Score -190144.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -190144.421875 Penalty: 760.275391 Iteration 44Q: 3 clusters Score -190144.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -190145.046875 Penalty: 760.275391 Iteration 45Q: 3 clusters Score -190145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -190145.656250 Penalty: 760.275391 Iteration 46Q: 3 clusters Score -190145.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -190145.781250 Penalty: 760.275391 Iteration 47Q: 3 clusters Score -190145.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -190146.609375 Penalty: 760.275391 Iteration 48Q: 3 clusters Score -190146.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -190146.828125 Penalty: 760.275391 Iteration 49Q: 3 clusters Score -190146.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -190147.015625 Penalty: 760.275391 Iteration 50Q: 3 clusters Score -190147 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -190146.781250 Penalty: 760.275391 Iteration 51Q: 3 clusters Score -190146.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -190146.781250 Penalty: 760.275391 Iteration 52F: 3 clusters Score -190146.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154173 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1892 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27607 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 2186 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2898 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 311 members Mstep: Class 16 contains 1987 members Mstep: Class 17 contains 374 members Mstep: Class 18 contains 50794 members Mstep: Class 19 contains 136 members Mstep: Class 20 contains 200615 members Mstep: Class 21 contains 3518 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2272 members Mstep: Class 26 contains 214 members Mstep: Class 27 contains 731 members Mstep: Class 28 contains 732 members Entering Unmasked Estep Score: -24276940.000000 Penalty: 16732.337891 Splitting cluster 21 changes total score from -24275574.000000 to -24276940.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 22 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -64671.527344 Penalty: 323.869751 Iteration 0F: 2 clusters Score -64671.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -63723.277344 Penalty: 647.739502 Iteration 0F: 3 clusters Score -63723.28 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -63977.320312 Penalty: 647.739502 Iteration 1F: 3 clusters Score -63977.32 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -64029.359375 Penalty: 647.739502 Iteration 2F: 3 clusters Score -64029.36 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -64059.386719 Penalty: 647.739502 Iteration 3F: 3 clusters Score -64059.39 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -64085.035156 Penalty: 647.739502 Iteration 4Q: 3 clusters Score -64085.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -64114.867188 Penalty: 647.739502 Iteration 5Q: 3 clusters Score -64114.87 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -64148.066406 Penalty: 647.739502 Iteration 6Q: 3 clusters Score -64148.07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -64179.125000 Penalty: 647.739502 Iteration 7Q: 3 clusters Score -64179.12 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -64205.769531 Penalty: 647.739502 Iteration 8Q: 3 clusters Score -64205.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -64215.792969 Penalty: 647.739502 Iteration 9Q: 3 clusters Score -64215.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -64224.234375 Penalty: 647.739502 Iteration 10Q: 3 clusters Score -64224.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -64230.156250 Penalty: 647.739502 Iteration 11Q: 3 clusters Score -64230.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -64240.871094 Penalty: 647.739502 Iteration 12Q: 3 clusters Score -64240.87 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -64249.265625 Penalty: 647.739502 Iteration 13Q: 3 clusters Score -64249.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -64255.894531 Penalty: 647.739502 Iteration 14Q: 3 clusters Score -64255.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -64263.871094 Penalty: 647.739502 Iteration 15Q: 3 clusters Score -64263.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -64271.675781 Penalty: 647.739502 Iteration 16Q: 3 clusters Score -64271.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -64279.484375 Penalty: 647.739502 Iteration 17Q: 3 clusters Score -64279.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -64287.675781 Penalty: 647.739502 Iteration 18Q: 3 clusters Score -64287.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -64299.835938 Penalty: 647.739502 Iteration 19Q: 3 clusters Score -64299.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -64306.078125 Penalty: 647.739502 Iteration 20F: 3 clusters Score -64306.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -64311.527344 Penalty: 647.739502 Iteration 21Q: 3 clusters Score -64311.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -64315.847656 Penalty: 647.739502 Iteration 22Q: 3 clusters Score -64315.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -64320.230469 Penalty: 647.739502 Iteration 23Q: 3 clusters Score -64320.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -64324.148438 Penalty: 647.739502 Iteration 24Q: 3 clusters Score -64324.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -64329.105469 Penalty: 647.739502 Iteration 25Q: 3 clusters Score -64329.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -64333.074219 Penalty: 647.739502 Iteration 26Q: 3 clusters Score -64333.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -64336.273438 Penalty: 647.739502 Iteration 27Q: 3 clusters Score -64336.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -64337.527344 Penalty: 647.739502 Iteration 28Q: 3 clusters Score -64337.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -64337.578125 Penalty: 647.739502 Iteration 29Q: 3 clusters Score -64337.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -64337.578125 Penalty: 647.739502 Iteration 30F: 3 clusters Score -64337.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Entering Unmasked Estep Score: -27604.091797 Penalty: 296.284424 Iteration 0F: 2 clusters Score -27604.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -27001.458984 Penalty: 592.568848 Iteration 0F: 3 clusters Score -27001.46 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -27200.750000 Penalty: 592.568848 Iteration 1F: 3 clusters Score -27200.75 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -27292.261719 Penalty: 592.568848 Iteration 2F: 3 clusters Score -27292.26 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -27355.671875 Penalty: 592.568848 Iteration 3F: 3 clusters Score -27355.67 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -27398.384766 Penalty: 592.568848 Iteration 4F: 3 clusters Score -27398.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -27446.478516 Penalty: 592.568848 Iteration 5F: 3 clusters Score -27446.48 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -27533.171875 Penalty: 592.568848 Iteration 6F: 3 clusters Score -27533.17 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -27644.191406 Penalty: 592.568848 Iteration 7F: 3 clusters Score -27644.19 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -27728.111328 Penalty: 592.568848 Iteration 8Q: 3 clusters Score -27728.11 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -27802.541016 Penalty: 592.568848 Iteration 9F: 3 clusters Score -27802.54 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -27864.804688 Penalty: 592.568848 Iteration 10F: 3 clusters Score -27864.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -27923.054688 Penalty: 592.568848 Iteration 11Q: 3 clusters Score -27923.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27948.179688 Penalty: 592.568848 Iteration 12Q: 3 clusters Score -27948.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -27952.623047 Penalty: 592.568848 Iteration 13Q: 3 clusters Score -27952.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -27952.933594 Penalty: 592.568848 Iteration 14Q: 3 clusters Score -27952.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -27952.933594 Penalty: 592.568848 Iteration 15F: 3 clusters Score -27952.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154173 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1892 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27607 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 2186 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2898 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 311 members Mstep: Class 16 contains 1987 members Mstep: Class 17 contains 374 members Mstep: Class 18 contains 50794 members Mstep: Class 19 contains 136 members Mstep: Class 20 contains 200615 members Mstep: Class 21 contains 3518 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2272 members Mstep: Class 26 contains 214 members Mstep: Class 27 contains 731 members Mstep: Class 28 contains 732 members Mstep: Class 29 contains 258 members Entering Unmasked Estep Score: -24276984.000000 Penalty: 17329.921875 Splitting cluster 23 changes total score from -24275574.000000 to -24276984.000000 So it's getting split into cluster 29. Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3910 members Mstep: Class 4 contains 154173 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1892 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27607 members Mstep: Class 10 contains 2694 members Mstep: Class 11 contains 2186 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2898 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 311 members Mstep: Class 16 contains 1987 members Mstep: Class 17 contains 374 members Mstep: Class 18 contains 50794 members Mstep: Class 19 contains 136 members Mstep: Class 20 contains 200615 members Mstep: Class 21 contains 3518 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 415 members Entering Unmasked Estep ConsiderDeletion Score: -24277486.000000 Penalty: 17329.921875 Iteration 79Q: 30 clusters Score -2.427749e+07 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3915 members Mstep: Class 4 contains 153852 members Mstep: Class 5 contains 717 members Mstep: Class 6 contains 1961 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26324 members Mstep: Class 9 contains 27631 members Mstep: Class 10 contains 2713 members Mstep: Class 11 contains 2161 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2667 members Mstep: Class 14 contains 3949 members Mstep: Class 15 contains 301 members Mstep: Class 16 contains 2019 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 50546 members Mstep: Class 19 contains 136 members Mstep: Class 20 contains 201188 members Mstep: Class 21 contains 3696 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2240 members Mstep: Class 26 contains 212 members Mstep: Class 27 contains 731 members Mstep: Class 28 contains 588 members Mstep: Class 29 contains 259 members Entering Unmasked Estep ConsiderDeletion Score: -24278032.000000 Penalty: 17329.921875 Iteration 80F: 30 clusters Score -2.427803e+07 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 14475 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3914 members Mstep: Class 4 contains 153603 members Mstep: Class 5 contains 704 members Mstep: Class 6 contains 2002 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 26266 members Mstep: Class 9 contains 27586 members Mstep: Class 10 contains 2733 members Mstep: Class 11 contains 2141 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2474 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 299 members Mstep: Class 16 contains 2060 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 50309 members Mstep: Class 19 contains 139 members Mstep: Class 20 contains 201654 members Mstep: Class 21 contains 3854 members Mstep: Class 22 contains 1154 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2308 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 731 members Mstep: Class 28 contains 582 members Mstep: Class 29 contains 264 members Entering Unmasked Estep ConsiderDeletion Score: -24278252.000000 Penalty: 17329.921875 Iteration 81Q: 30 clusters Score -2.427825e+07 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 14562 members Mstep: Class 2 contains 379 members Mstep: Class 3 contains 3914 members Mstep: Class 4 contains 153394 members Mstep: Class 5 contains 702 members Mstep: Class 6 contains 2036 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 26234 members Mstep: Class 9 contains 27514 members Mstep: Class 10 contains 2745 members Mstep: Class 11 contains 2128 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2320 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 297 members Mstep: Class 16 contains 2108 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 50037 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 202101 members Mstep: Class 21 contains 3950 members Mstep: Class 22 contains 1126 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2359 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 589 members Mstep: Class 29 contains 264 members Entering Unmasked Estep ConsiderDeletion Score: -24278334.000000 Penalty: 17329.921875 Iteration 82Q: 30 clusters Score -2.427833e+07 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 14658 members Mstep: Class 2 contains 379 members Mstep: Class 3 contains 3913 members Mstep: Class 4 contains 153206 members Mstep: Class 5 contains 699 members Mstep: Class 6 contains 2072 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 26203 members Mstep: Class 9 contains 27473 members Mstep: Class 10 contains 2756 members Mstep: Class 11 contains 2113 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2178 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 303 members Mstep: Class 16 contains 2138 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49762 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 202546 members Mstep: Class 21 contains 4012 members Mstep: Class 22 contains 1098 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2388 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 598 members Mstep: Class 29 contains 264 members Entering Unmasked Estep ConsiderDeletion Score: -24278374.000000 Penalty: 17329.921875 Iteration 83Q: 30 clusters Score -2.427837e+07 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 14747 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3906 members Mstep: Class 4 contains 153041 members Mstep: Class 5 contains 697 members Mstep: Class 6 contains 2121 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 26181 members Mstep: Class 9 contains 27442 members Mstep: Class 10 contains 2763 members Mstep: Class 11 contains 2101 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 2030 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 305 members Mstep: Class 16 contains 2169 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49533 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 202949 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 1057 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2411 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 611 members Mstep: Class 29 contains 264 members Entering Unmasked Estep ConsiderDeletion Score: -24278656.000000 Penalty: 17329.921875 Iteration 84Q: 30 clusters Score -2.427866e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 14832 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3907 members Mstep: Class 4 contains 152881 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2161 members Mstep: Class 7 contains 96 members Mstep: Class 8 contains 26179 members Mstep: Class 9 contains 27411 members Mstep: Class 10 contains 2779 members Mstep: Class 11 contains 2082 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1884 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 306 members Mstep: Class 16 contains 2204 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49364 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203280 members Mstep: Class 21 contains 4087 members Mstep: Class 22 contains 1019 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2427 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 620 members Mstep: Class 29 contains 264 members Entering Unmasked Estep ConsiderDeletion Score: -24278652.000000 Penalty: 17329.921875 Iteration 85Q: 30 clusters Score -2.427865e+07 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 14926 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3908 members Mstep: Class 4 contains 152733 members Mstep: Class 5 contains 694 members Mstep: Class 6 contains 2186 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26198 members Mstep: Class 9 contains 27373 members Mstep: Class 10 contains 2797 members Mstep: Class 11 contains 2060 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1769 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 308 members Mstep: Class 16 contains 2235 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49186 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203587 members Mstep: Class 21 contains 4092 members Mstep: Class 22 contains 993 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2437 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 637 members Mstep: Class 29 contains 264 members Entering Unmasked Estep ConsiderDeletion Score: -24278740.000000 Penalty: 17329.921875 Iteration 86Q: 30 clusters Score -2.427874e+07 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15035 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 152573 members Mstep: Class 5 contains 694 members Mstep: Class 6 contains 2209 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26214 members Mstep: Class 9 contains 27349 members Mstep: Class 10 contains 2815 members Mstep: Class 11 contains 2044 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1656 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 310 members Mstep: Class 16 contains 2263 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49042 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203847 members Mstep: Class 21 contains 4094 members Mstep: Class 22 contains 974 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2445 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 650 members Mstep: Class 29 contains 264 members Entering Unmasked Estep ConsiderDeletion Score: -24278856.000000 Penalty: 17329.921875 Iteration 87Q: 30 clusters Score -2.427886e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15139 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3905 members Mstep: Class 4 contains 152426 members Mstep: Class 5 contains 692 members Mstep: Class 6 contains 2225 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26232 members Mstep: Class 9 contains 27336 members Mstep: Class 10 contains 2825 members Mstep: Class 11 contains 2030 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1545 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 311 members Mstep: Class 16 contains 2286 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48916 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204077 members Mstep: Class 21 contains 4100 members Mstep: Class 22 contains 955 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2453 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 667 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24278868.000000 Penalty: 17329.921875 Iteration 88Q: 30 clusters Score -2.427887e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 377 members Mstep: Class 3 contains 3907 members Mstep: Class 4 contains 152322 members Mstep: Class 5 contains 694 members Mstep: Class 6 contains 2243 members Mstep: Class 7 contains 95 members Mstep: Class 8 contains 26240 members Mstep: Class 9 contains 27307 members Mstep: Class 10 contains 2829 members Mstep: Class 11 contains 2016 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1443 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 312 members Mstep: Class 16 contains 2307 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48823 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204268 members Mstep: Class 21 contains 4095 members Mstep: Class 22 contains 939 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2459 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 682 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24278888.000000 Penalty: 17329.921875 Iteration 89Q: 30 clusters Score -2.427889e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3907 members Mstep: Class 4 contains 152207 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 2267 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26244 members Mstep: Class 9 contains 27285 members Mstep: Class 10 contains 2837 members Mstep: Class 11 contains 2008 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1352 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 313 members Mstep: Class 16 contains 2322 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48761 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204409 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 924 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2469 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 693 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24278976.000000 Penalty: 17329.921875 Iteration 90Q: 30 clusters Score -2.427898e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15453 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3907 members Mstep: Class 4 contains 152094 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2293 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26237 members Mstep: Class 9 contains 27262 members Mstep: Class 10 contains 2845 members Mstep: Class 11 contains 2003 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1271 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 315 members Mstep: Class 16 contains 2330 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48717 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204533 members Mstep: Class 21 contains 4072 members Mstep: Class 22 contains 909 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2479 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 707 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24278944.000000 Penalty: 17329.921875 Iteration 91Q: 30 clusters Score -2.427894e+07 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 151992 members Mstep: Class 5 contains 697 members Mstep: Class 6 contains 2321 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26228 members Mstep: Class 9 contains 27248 members Mstep: Class 10 contains 2846 members Mstep: Class 11 contains 1996 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1201 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 317 members Mstep: Class 16 contains 2336 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48680 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204634 members Mstep: Class 21 contains 4065 members Mstep: Class 22 contains 898 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2487 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 719 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279098.000000 Penalty: 17329.921875 Iteration 92Q: 30 clusters Score -2.42791e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15631 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3903 members Mstep: Class 4 contains 151893 members Mstep: Class 5 contains 694 members Mstep: Class 6 contains 2340 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26225 members Mstep: Class 9 contains 27241 members Mstep: Class 10 contains 2855 members Mstep: Class 11 contains 1987 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1140 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 317 members Mstep: Class 16 contains 2349 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48637 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204748 members Mstep: Class 21 contains 4057 members Mstep: Class 22 contains 881 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2493 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 731 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279068.000000 Penalty: 17329.921875 Iteration 93Q: 30 clusters Score -2.427907e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3903 members Mstep: Class 4 contains 151779 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 2371 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26227 members Mstep: Class 9 contains 27228 members Mstep: Class 10 contains 2863 members Mstep: Class 11 contains 1976 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1094 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 317 members Mstep: Class 16 contains 2359 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48595 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204825 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 875 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2501 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 740 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279188.000000 Penalty: 17329.921875 Iteration 94Q: 30 clusters Score -2.427919e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3902 members Mstep: Class 4 contains 151667 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 2400 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26226 members Mstep: Class 9 contains 27221 members Mstep: Class 10 contains 2869 members Mstep: Class 11 contains 1967 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 317 members Mstep: Class 16 contains 2369 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48569 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204898 members Mstep: Class 21 contains 4055 members Mstep: Class 22 contains 868 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2508 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 745 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279222.000000 Penalty: 17329.921875 Iteration 95Q: 30 clusters Score -2.427922e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3900 members Mstep: Class 4 contains 151553 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 2419 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26222 members Mstep: Class 9 contains 27210 members Mstep: Class 10 contains 2881 members Mstep: Class 11 contains 1960 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 967 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 317 members Mstep: Class 16 contains 2378 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48547 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204969 members Mstep: Class 21 contains 4055 members Mstep: Class 22 contains 862 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2519 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 753 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279318.000000 Penalty: 17329.921875 Iteration 96Q: 30 clusters Score -2.427932e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16018 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3900 members Mstep: Class 4 contains 151437 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 2447 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26210 members Mstep: Class 9 contains 27203 members Mstep: Class 10 contains 2891 members Mstep: Class 11 contains 1954 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 912 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2384 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48536 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205031 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 845 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2528 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 759 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279362.000000 Penalty: 17329.921875 Iteration 97Q: 30 clusters Score -2.427936e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3900 members Mstep: Class 4 contains 151317 members Mstep: Class 5 contains 693 members Mstep: Class 6 contains 2462 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26214 members Mstep: Class 9 contains 27202 members Mstep: Class 10 contains 2892 members Mstep: Class 11 contains 1951 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 860 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2390 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48528 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205084 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 830 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 769 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279432.000000 Penalty: 17329.921875 Iteration 98Q: 30 clusters Score -2.427943e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16223 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3901 members Mstep: Class 4 contains 151212 members Mstep: Class 5 contains 694 members Mstep: Class 6 contains 2476 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26221 members Mstep: Class 9 contains 27193 members Mstep: Class 10 contains 2897 members Mstep: Class 11 contains 1948 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2396 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48510 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205145 members Mstep: Class 21 contains 4052 members Mstep: Class 22 contains 819 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2535 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 779 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279464.000000 Penalty: 17329.921875 Iteration 99Q: 30 clusters Score -2.427946e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16327 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3899 members Mstep: Class 4 contains 151099 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2488 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26225 members Mstep: Class 9 contains 27185 members Mstep: Class 10 contains 2898 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 753 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2404 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48505 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205190 members Mstep: Class 21 contains 4057 members Mstep: Class 22 contains 808 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2538 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 788 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279516.000000 Penalty: 17329.921875 Iteration 100F: 30 clusters Score -2.427952e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16436 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3897 members Mstep: Class 4 contains 150970 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2498 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26233 members Mstep: Class 9 contains 27173 members Mstep: Class 10 contains 2905 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 723 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2410 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48504 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205222 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 798 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2541 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 795 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279560.000000 Penalty: 17329.921875 Iteration 101Q: 30 clusters Score -2.427956e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16546 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3892 members Mstep: Class 4 contains 150840 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2505 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27174 members Mstep: Class 10 contains 2910 members Mstep: Class 11 contains 1943 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 695 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2412 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48501 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205258 members Mstep: Class 21 contains 4061 members Mstep: Class 22 contains 795 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2543 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 799 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279612.000000 Penalty: 17329.921875 Iteration 102Q: 30 clusters Score -2.427961e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16645 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3890 members Mstep: Class 4 contains 150731 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2511 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26240 members Mstep: Class 9 contains 27172 members Mstep: Class 10 contains 2915 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 661 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2418 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48516 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205262 members Mstep: Class 21 contains 4064 members Mstep: Class 22 contains 794 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2545 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 802 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279752.000000 Penalty: 17329.921875 Iteration 103Q: 30 clusters Score -2.427975e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16727 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3888 members Mstep: Class 4 contains 150644 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2516 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26243 members Mstep: Class 9 contains 27166 members Mstep: Class 10 contains 2920 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 630 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2423 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48538 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205250 members Mstep: Class 21 contains 4059 members Mstep: Class 22 contains 806 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2549 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 807 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279836.000000 Penalty: 17329.921875 Iteration 104Q: 30 clusters Score -2.427984e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16793 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 150589 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2519 members Mstep: Class 7 contains 94 members Mstep: Class 8 contains 26241 members Mstep: Class 9 contains 27157 members Mstep: Class 10 contains 2921 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 611 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48539 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205222 members Mstep: Class 21 contains 4052 members Mstep: Class 22 contains 842 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2554 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 813 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279904.000000 Penalty: 17329.921875 Iteration 105Q: 30 clusters Score -2.42799e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16846 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 150547 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2522 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26242 members Mstep: Class 9 contains 27145 members Mstep: Class 10 contains 2921 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 592 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2434 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48557 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205170 members Mstep: Class 21 contains 4053 members Mstep: Class 22 contains 883 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2557 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 814 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279972.000000 Penalty: 17329.921875 Iteration 106Q: 30 clusters Score -2.427997e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16886 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3882 members Mstep: Class 4 contains 150506 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26241 members Mstep: Class 9 contains 27137 members Mstep: Class 10 contains 2922 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 577 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2438 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48588 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205109 members Mstep: Class 21 contains 4052 members Mstep: Class 22 contains 927 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2559 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 818 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24279994.000000 Penalty: 17329.921875 Iteration 107Q: 30 clusters Score -2.427999e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16924 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3881 members Mstep: Class 4 contains 150478 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26241 members Mstep: Class 9 contains 27126 members Mstep: Class 10 contains 2923 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 558 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2438 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48634 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205032 members Mstep: Class 21 contains 4048 members Mstep: Class 22 contains 976 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2561 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 821 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24280076.000000 Penalty: 17329.921875 Iteration 108Q: 30 clusters Score -2.428008e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16966 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3881 members Mstep: Class 4 contains 150439 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26240 members Mstep: Class 9 contains 27117 members Mstep: Class 10 contains 2928 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 531 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2438 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48700 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204948 members Mstep: Class 21 contains 4051 members Mstep: Class 22 contains 1018 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2562 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 822 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24280176.000000 Penalty: 17329.921875 Iteration 109Q: 30 clusters Score -2.428018e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 16995 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3881 members Mstep: Class 4 contains 150410 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26239 members Mstep: Class 9 contains 27111 members Mstep: Class 10 contains 2930 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 506 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2443 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48736 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204892 members Mstep: Class 21 contains 4055 members Mstep: Class 22 contains 1055 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2564 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 823 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 589.307007 but Gain 597.583984 Score: -24280296.000000 Penalty: 16732.337891 Iteration 110Q: 29 clusters Score -2.42803e+07 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17024 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3881 members Mstep: Class 4 contains 150378 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27102 members Mstep: Class 10 contains 2933 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2446 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49063 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 205040 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 1093 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2566 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 823 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24280908.000000 Penalty: 16732.337891 Iteration 111Q: 29 clusters Score -2.428091e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17045 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3881 members Mstep: Class 4 contains 150355 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26236 members Mstep: Class 9 contains 27096 members Mstep: Class 10 contains 2939 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2452 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49193 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204857 members Mstep: Class 21 contains 4057 members Mstep: Class 22 contains 1139 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 823 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24280982.000000 Penalty: 16732.337891 Iteration 112Q: 29 clusters Score -2.428098e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17060 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3881 members Mstep: Class 4 contains 150332 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26235 members Mstep: Class 9 contains 27094 members Mstep: Class 10 contains 2942 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2459 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49290 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204717 members Mstep: Class 21 contains 4057 members Mstep: Class 22 contains 1183 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 823 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24280996.000000 Penalty: 16732.337891 Iteration 113Q: 29 clusters Score -2.4281e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17073 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3881 members Mstep: Class 4 contains 150318 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26234 members Mstep: Class 9 contains 27092 members Mstep: Class 10 contains 2945 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2462 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49364 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204616 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 1209 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 823 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24281024.000000 Penalty: 16732.337891 Iteration 114Q: 29 clusters Score -2.428102e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17094 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3880 members Mstep: Class 4 contains 150296 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26233 members Mstep: Class 9 contains 27085 members Mstep: Class 10 contains 2948 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2463 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49415 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204544 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 1235 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 824 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24280990.000000 Penalty: 16732.337891 Iteration 115Q: 29 clusters Score -2.428099e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17110 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3879 members Mstep: Class 4 contains 150282 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26231 members Mstep: Class 9 contains 27081 members Mstep: Class 10 contains 2948 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2466 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49459 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204480 members Mstep: Class 21 contains 4057 members Mstep: Class 22 contains 1255 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 825 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24281022.000000 Penalty: 16732.337891 Iteration 116Q: 29 clusters Score -2.428102e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17120 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3879 members Mstep: Class 4 contains 150269 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26222 members Mstep: Class 9 contains 27078 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2467 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49483 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204443 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 1281 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24281048.000000 Penalty: 16732.337891 Iteration 117Q: 29 clusters Score -2.428105e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17130 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150255 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26214 members Mstep: Class 9 contains 27078 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2468 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49513 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204410 members Mstep: Class 21 contains 4057 members Mstep: Class 22 contains 1296 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 263 members Entering Unmasked Estep ConsiderDeletion Score: -24281042.000000 Penalty: 16732.337891 Iteration 118Q: 29 clusters Score -2.428104e+07 nChanged 123 Entering ConstructFrom: Score: -24281042.000000 Penalty: 16732.337891 Entering ConstructFrom: Trying to split cluster 1 (17138 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Entering Unmasked Estep Score: -883838.750000 Penalty: 443.581970 Iteration 0F: 2 clusters Score -883838.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 8519 members Entering Unmasked Estep Score: -872423.375000 Penalty: 887.163940 Iteration 0F: 3 clusters Score -872423.4 nChanged 8124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -876932.812500 Penalty: 887.163940 Iteration 1F: 3 clusters Score -876932.8 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -877088.000000 Penalty: 887.163940 Iteration 2Q: 3 clusters Score -877088 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -877271.312500 Penalty: 887.163940 Iteration 3Q: 3 clusters Score -877271.3 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -877464.437500 Penalty: 887.163940 Iteration 4Q: 3 clusters Score -877464.4 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -877668.875000 Penalty: 887.163940 Iteration 5Q: 3 clusters Score -877668.9 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -877843.750000 Penalty: 887.163940 Iteration 6Q: 3 clusters Score -877843.8 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -878004.312500 Penalty: 887.163940 Iteration 7Q: 3 clusters Score -878004.3 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 8106 members Entering Unmasked Estep Score: -878151.187500 Penalty: 887.163940 Iteration 8Q: 3 clusters Score -878151.2 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -878297.125000 Penalty: 887.163940 Iteration 9Q: 3 clusters Score -878297.1 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -878487.437500 Penalty: 887.163940 Iteration 10Q: 3 clusters Score -878487.4 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -878790.562500 Penalty: 887.163940 Iteration 11Q: 3 clusters Score -878790.6 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10971 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -879286.937500 Penalty: 887.163940 Iteration 12Q: 3 clusters Score -879286.9 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11823 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -879984.812500 Penalty: 887.163940 Iteration 13F: 3 clusters Score -879984.8 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12667 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -880764.125000 Penalty: 887.163940 Iteration 14F: 3 clusters Score -880764.1 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13425 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -881480.687500 Penalty: 887.163940 Iteration 15Q: 3 clusters Score -881480.7 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -881989.562500 Penalty: 887.163940 Iteration 16Q: 3 clusters Score -881989.6 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14386 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -882340.000000 Penalty: 887.163940 Iteration 17Q: 3 clusters Score -882340 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -882588.875000 Penalty: 887.163940 Iteration 18Q: 3 clusters Score -882588.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -882762.937500 Penalty: 887.163940 Iteration 19Q: 3 clusters Score -882762.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -882886.250000 Penalty: 887.163940 Iteration 20F: 3 clusters Score -882886.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15349 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -882971.000000 Penalty: 887.163940 Iteration 21Q: 3 clusters Score -882971 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15488 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -883041.375000 Penalty: 887.163940 Iteration 22Q: 3 clusters Score -883041.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15618 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -883099.562500 Penalty: 887.163940 Iteration 23Q: 3 clusters Score -883099.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15730 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -883144.062500 Penalty: 887.163940 Iteration 24Q: 3 clusters Score -883144.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -883184.562500 Penalty: 887.163940 Iteration 25Q: 3 clusters Score -883184.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -883218.125000 Penalty: 887.163940 Iteration 26Q: 3 clusters Score -883218.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15988 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -883247.125000 Penalty: 887.163940 Iteration 27Q: 3 clusters Score -883247.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -883277.062500 Penalty: 887.163940 Iteration 28Q: 3 clusters Score -883277.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16135 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -883305.312500 Penalty: 887.163940 Iteration 29Q: 3 clusters Score -883305.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16189 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -883325.687500 Penalty: 887.163940 Iteration 30Q: 3 clusters Score -883325.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16243 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -883346.750000 Penalty: 887.163940 Iteration 31Q: 3 clusters Score -883346.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16294 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -883361.312500 Penalty: 887.163940 Iteration 32Q: 3 clusters Score -883361.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -883372.875000 Penalty: 887.163940 Iteration 33Q: 3 clusters Score -883372.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16372 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -883384.312500 Penalty: 887.163940 Iteration 34Q: 3 clusters Score -883384.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16411 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -883394.687500 Penalty: 887.163940 Iteration 35Q: 3 clusters Score -883394.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16445 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -883404.500000 Penalty: 887.163940 Iteration 36Q: 3 clusters Score -883404.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16475 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -883414.062500 Penalty: 887.163940 Iteration 37Q: 3 clusters Score -883414.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16503 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -883423.812500 Penalty: 887.163940 Iteration 38Q: 3 clusters Score -883423.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16531 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -883435.125000 Penalty: 887.163940 Iteration 39Q: 3 clusters Score -883435.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16550 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -883444.812500 Penalty: 887.163940 Iteration 40F: 3 clusters Score -883444.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16571 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -883456.375000 Penalty: 887.163940 Iteration 41Q: 3 clusters Score -883456.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16592 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -883462.625000 Penalty: 887.163940 Iteration 42Q: 3 clusters Score -883462.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16607 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -883466.500000 Penalty: 887.163940 Iteration 43Q: 3 clusters Score -883466.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16616 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -883470.062500 Penalty: 887.163940 Iteration 44Q: 3 clusters Score -883470.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16626 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -883472.250000 Penalty: 887.163940 Iteration 45Q: 3 clusters Score -883472.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16636 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -883474.187500 Penalty: 887.163940 Iteration 46Q: 3 clusters Score -883474.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -883476.125000 Penalty: 887.163940 Iteration 47Q: 3 clusters Score -883476.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -883476.250000 Penalty: 887.163940 Iteration 48Q: 3 clusters Score -883476.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -883477.437500 Penalty: 887.163940 Iteration 49Q: 3 clusters Score -883477.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16651 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -883477.000000 Penalty: 887.163940 Iteration 50Q: 3 clusters Score -883477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16653 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -883477.000000 Penalty: 887.163940 Iteration 51Q: 3 clusters Score -883477 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16654 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -883476.812500 Penalty: 887.163940 Iteration 52Q: 3 clusters Score -883476.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16655 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -883477.062500 Penalty: 887.163940 Iteration 53Q: 3 clusters Score -883477.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -883478.562500 Penalty: 887.163940 Iteration 54Q: 3 clusters Score -883478.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16658 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -883479.062500 Penalty: 887.163940 Iteration 55Q: 3 clusters Score -883479.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -883479.312500 Penalty: 887.163940 Iteration 56Q: 3 clusters Score -883479.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16658 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -883478.937500 Penalty: 887.163940 Iteration 57Q: 3 clusters Score -883478.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16658 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -883478.375000 Penalty: 887.163940 Iteration 58Q: 3 clusters Score -883478.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16658 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -883479.625000 Penalty: 887.163940 Iteration 59Q: 3 clusters Score -883479.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -883478.875000 Penalty: 887.163940 Iteration 60F: 3 clusters Score -883478.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Entering Unmasked Estep Score: -17056.283203 Penalty: 269.675140 Iteration 0F: 2 clusters Score -17056.28 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 176 members Entering Unmasked Estep Score: -16692.949219 Penalty: 539.350281 Iteration 0F: 3 clusters Score -16692.95 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -16836.091797 Penalty: 539.350281 Iteration 1F: 3 clusters Score -16836.09 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -16908.966797 Penalty: 539.350281 Iteration 2F: 3 clusters Score -16908.97 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -16937.865234 Penalty: 539.350281 Iteration 3F: 3 clusters Score -16937.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -16944.533203 Penalty: 539.350281 Iteration 4Q: 3 clusters Score -16944.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -16948.523438 Penalty: 539.350281 Iteration 5Q: 3 clusters Score -16948.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -16952.091797 Penalty: 539.350281 Iteration 6Q: 3 clusters Score -16952.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -16952.855469 Penalty: 539.350281 Iteration 7Q: 3 clusters Score -16952.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -16952.855469 Penalty: 539.350281 Iteration 8F: 3 clusters Score -16952.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Entering Unmasked Estep Score: -199957.953125 Penalty: 375.969910 Iteration 0F: 2 clusters Score -199958 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -197290.078125 Penalty: 751.939819 Iteration 0F: 3 clusters Score -197290.1 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -198237.546875 Penalty: 751.939819 Iteration 1F: 3 clusters Score -198237.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -198338.937500 Penalty: 751.939819 Iteration 2F: 3 clusters Score -198338.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -198407.812500 Penalty: 751.939819 Iteration 3Q: 3 clusters Score -198407.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -198473.921875 Penalty: 751.939819 Iteration 4Q: 3 clusters Score -198473.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -198544.031250 Penalty: 751.939819 Iteration 5Q: 3 clusters Score -198544 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -198626.625000 Penalty: 751.939819 Iteration 6Q: 3 clusters Score -198626.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -198752.046875 Penalty: 751.939819 Iteration 7F: 3 clusters Score -198752 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -198892.218750 Penalty: 751.939819 Iteration 8F: 3 clusters Score -198892.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -199030.968750 Penalty: 751.939819 Iteration 9Q: 3 clusters Score -199031 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -199177.093750 Penalty: 751.939819 Iteration 10Q: 3 clusters Score -199177.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -199301.546875 Penalty: 751.939819 Iteration 11Q: 3 clusters Score -199301.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -199425.218750 Penalty: 751.939819 Iteration 12Q: 3 clusters Score -199425.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -199507.734375 Penalty: 751.939819 Iteration 13Q: 3 clusters Score -199507.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -199549.453125 Penalty: 751.939819 Iteration 14Q: 3 clusters Score -199549.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -199568.234375 Penalty: 751.939819 Iteration 15Q: 3 clusters Score -199568.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -199579.171875 Penalty: 751.939819 Iteration 16Q: 3 clusters Score -199579.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -199585.687500 Penalty: 751.939819 Iteration 17Q: 3 clusters Score -199585.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -199588.750000 Penalty: 751.939819 Iteration 18Q: 3 clusters Score -199588.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -199592.750000 Penalty: 751.939819 Iteration 19Q: 3 clusters Score -199592.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -199598.562500 Penalty: 751.939819 Iteration 20F: 3 clusters Score -199598.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -199603.671875 Penalty: 751.939819 Iteration 21Q: 3 clusters Score -199603.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -199609.359375 Penalty: 751.939819 Iteration 22Q: 3 clusters Score -199609.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -199620.390625 Penalty: 751.939819 Iteration 23Q: 3 clusters Score -199620.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -199625.812500 Penalty: 751.939819 Iteration 24Q: 3 clusters Score -199625.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -199629.687500 Penalty: 751.939819 Iteration 25Q: 3 clusters Score -199629.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -199633.328125 Penalty: 751.939819 Iteration 26Q: 3 clusters Score -199633.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -199635.687500 Penalty: 751.939819 Iteration 27Q: 3 clusters Score -199635.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -199638.765625 Penalty: 751.939819 Iteration 28Q: 3 clusters Score -199638.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -199641.312500 Penalty: 751.939819 Iteration 29Q: 3 clusters Score -199641.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -199641.453125 Penalty: 751.939819 Iteration 30Q: 3 clusters Score -199641.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -199642.578125 Penalty: 751.939819 Iteration 31Q: 3 clusters Score -199642.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -199642.718750 Penalty: 751.939819 Iteration 32Q: 3 clusters Score -199642.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -199642.890625 Penalty: 751.939819 Iteration 33Q: 3 clusters Score -199642.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -199643.281250 Penalty: 751.939819 Iteration 34Q: 3 clusters Score -199643.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -199643.734375 Penalty: 751.939819 Iteration 35Q: 3 clusters Score -199643.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -199644.250000 Penalty: 751.939819 Iteration 36Q: 3 clusters Score -199644.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -199644.750000 Penalty: 751.939819 Iteration 37Q: 3 clusters Score -199644.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -199644.703125 Penalty: 751.939819 Iteration 38Q: 3 clusters Score -199644.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -199644.703125 Penalty: 751.939819 Iteration 39F: 3 clusters Score -199644.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (150239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150239 members Entering Unmasked Estep Score: -7595456.000000 Penalty: 542.359253 Iteration 0F: 2 clusters Score -7595456 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75138 members Mstep: Class 2 contains 75101 members Entering Unmasked Estep Score: -7501769.000000 Penalty: 1084.718506 Iteration 0F: 3 clusters Score -7501769 nChanged 74113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81863 members Mstep: Class 2 contains 68376 members Entering Unmasked Estep Score: -7548399.500000 Penalty: 1084.718506 Iteration 1F: 3 clusters Score -7548400 nChanged 6761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85966 members Mstep: Class 2 contains 64273 members Entering Unmasked Estep Score: -7550885.000000 Penalty: 1084.718506 Iteration 2Q: 3 clusters Score -7550885 nChanged 7850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91380 members Mstep: Class 2 contains 58859 members Entering Unmasked Estep Score: -7554320.000000 Penalty: 1084.718506 Iteration 3F: 3 clusters Score -7554320 nChanged 8837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98175 members Mstep: Class 2 contains 52064 members Entering Unmasked Estep Score: -7558912.500000 Penalty: 1084.718506 Iteration 4F: 3 clusters Score -7558912 nChanged 9772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106787 members Mstep: Class 2 contains 43452 members Entering Unmasked Estep Score: -7564790.500000 Penalty: 1084.718506 Iteration 5F: 3 clusters Score -7564790 nChanged 10912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117225 members Mstep: Class 2 contains 33014 members Entering Unmasked Estep Score: -7571861.000000 Penalty: 1084.718506 Iteration 6F: 3 clusters Score -7571861 nChanged 11420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128483 members Mstep: Class 2 contains 21756 members Entering Unmasked Estep Score: -7579685.500000 Penalty: 1084.718506 Iteration 7F: 3 clusters Score -7579686 nChanged 9980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138449 members Mstep: Class 2 contains 11790 members Entering Unmasked Estep Score: -7586750.000000 Penalty: 1084.718506 Iteration 8F: 3 clusters Score -7586750 nChanged 6732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145181 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -7591754.500000 Penalty: 1084.718506 Iteration 9Q: 3 clusters Score -7591754 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148418 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -7593760.500000 Penalty: 1084.718506 Iteration 10Q: 3 clusters Score -7593760 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149546 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -7594497.500000 Penalty: 1084.718506 Iteration 11Q: 3 clusters Score -7594498 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149912 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -7594782.500000 Penalty: 1084.718506 Iteration 12Q: 3 clusters Score -7594782 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150010 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -7594850.500000 Penalty: 1084.718506 Iteration 13Q: 3 clusters Score -7594850 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150047 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -7594875.000000 Penalty: 1084.718506 Iteration 14Q: 3 clusters Score -7594875 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150073 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -7594907.000000 Penalty: 1084.718506 Iteration 15Q: 3 clusters Score -7594907 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150089 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -7594921.500000 Penalty: 1084.718506 Iteration 16Q: 3 clusters Score -7594922 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150091 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7594933.000000 Penalty: 1084.718506 Iteration 17Q: 3 clusters Score -7594933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150092 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -7594944.000000 Penalty: 1084.718506 Iteration 18Q: 3 clusters Score -7594944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150097 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7594959.000000 Penalty: 1084.718506 Iteration 19Q: 3 clusters Score -7594959 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150100 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -7594964.500000 Penalty: 1084.718506 Iteration 20F: 3 clusters Score -7594964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150103 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -7594976.000000 Penalty: 1084.718506 Iteration 21Q: 3 clusters Score -7594976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150106 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -7594981.500000 Penalty: 1084.718506 Iteration 22Q: 3 clusters Score -7594982 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150109 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -7594983.000000 Penalty: 1084.718506 Iteration 23Q: 3 clusters Score -7594983 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150107 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -7594987.000000 Penalty: 1084.718506 Iteration 24Q: 3 clusters Score -7594987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150108 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7594989.500000 Penalty: 1084.718506 Iteration 25Q: 3 clusters Score -7594990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150110 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7594994.500000 Penalty: 1084.718506 Iteration 26Q: 3 clusters Score -7594994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150112 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -7594990.500000 Penalty: 1084.718506 Iteration 27Q: 3 clusters Score -7594990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150114 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7594999.500000 Penalty: 1084.718506 Iteration 28Q: 3 clusters Score -7595000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150114 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7595001.500000 Penalty: 1084.718506 Iteration 29Q: 3 clusters Score -7595002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150115 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -7595000.000000 Penalty: 1084.718506 Iteration 30Q: 3 clusters Score -7595000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150115 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -7595000.000000 Penalty: 1084.718506 Iteration 31F: 3 clusters Score -7595000 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -31235.193359 Penalty: 297.747986 Iteration 0F: 2 clusters Score -31235.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -30632.166016 Penalty: 595.495972 Iteration 0F: 3 clusters Score -30632.17 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -30791.375000 Penalty: 595.495972 Iteration 1F: 3 clusters Score -30791.38 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -30823.062500 Penalty: 595.495972 Iteration 2F: 3 clusters Score -30823.06 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -30837.431641 Penalty: 595.495972 Iteration 3Q: 3 clusters Score -30837.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -30845.812500 Penalty: 595.495972 Iteration 4Q: 3 clusters Score -30845.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -30858.517578 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -30858.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -30871.478516 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -30871.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -30878.367188 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -30878.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -30886.835938 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -30886.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -30890.791016 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -30890.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -30893.445312 Penalty: 595.495972 Iteration 10Q: 3 clusters Score -30893.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -30896.642578 Penalty: 595.495972 Iteration 11Q: 3 clusters Score -30896.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -30898.951172 Penalty: 595.495972 Iteration 12Q: 3 clusters Score -30898.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -30902.066406 Penalty: 595.495972 Iteration 13Q: 3 clusters Score -30902.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -30904.335938 Penalty: 595.495972 Iteration 14Q: 3 clusters Score -30904.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -30905.591797 Penalty: 595.495972 Iteration 15Q: 3 clusters Score -30905.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -30906.628906 Penalty: 595.495972 Iteration 16Q: 3 clusters Score -30906.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -30906.798828 Penalty: 595.495972 Iteration 17Q: 3 clusters Score -30906.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -30907.583984 Penalty: 595.495972 Iteration 18Q: 3 clusters Score -30907.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -30908.597656 Penalty: 595.495972 Iteration 19Q: 3 clusters Score -30908.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -30910.695312 Penalty: 595.495972 Iteration 20F: 3 clusters Score -30910.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -30912.824219 Penalty: 595.495972 Iteration 21Q: 3 clusters Score -30912.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -30914.234375 Penalty: 595.495972 Iteration 22Q: 3 clusters Score -30914.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -30917.820312 Penalty: 595.495972 Iteration 23Q: 3 clusters Score -30917.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -30921.458984 Penalty: 595.495972 Iteration 24Q: 3 clusters Score -30921.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -30923.128906 Penalty: 595.495972 Iteration 25Q: 3 clusters Score -30923.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -30923.564453 Penalty: 595.495972 Iteration 26Q: 3 clusters Score -30923.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -30923.894531 Penalty: 595.495972 Iteration 27Q: 3 clusters Score -30923.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -30924.455078 Penalty: 595.495972 Iteration 28Q: 3 clusters Score -30924.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -30924.455078 Penalty: 595.495972 Iteration 29F: 3 clusters Score -30924.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Entering Unmasked Estep Score: -126333.343750 Penalty: 356.428802 Iteration 0F: 2 clusters Score -126333.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -124546.671875 Penalty: 712.857605 Iteration 0F: 3 clusters Score -124546.7 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -125128.960938 Penalty: 712.857605 Iteration 1F: 3 clusters Score -125129 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -125187.054688 Penalty: 712.857605 Iteration 2F: 3 clusters Score -125187.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -125240.750000 Penalty: 712.857605 Iteration 3Q: 3 clusters Score -125240.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -125291.882812 Penalty: 712.857605 Iteration 4Q: 3 clusters Score -125291.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -125346.789062 Penalty: 712.857605 Iteration 5Q: 3 clusters Score -125346.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -125393.109375 Penalty: 712.857605 Iteration 6Q: 3 clusters Score -125393.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -125464.164062 Penalty: 712.857605 Iteration 7Q: 3 clusters Score -125464.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -125548.117188 Penalty: 712.857605 Iteration 8Q: 3 clusters Score -125548.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -125622.773438 Penalty: 712.857605 Iteration 9Q: 3 clusters Score -125622.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -125663.289062 Penalty: 712.857605 Iteration 10Q: 3 clusters Score -125663.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -125689.640625 Penalty: 712.857605 Iteration 11Q: 3 clusters Score -125689.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -125704.265625 Penalty: 712.857605 Iteration 12Q: 3 clusters Score -125704.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -125716.101562 Penalty: 712.857605 Iteration 13Q: 3 clusters Score -125716.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -125726.507812 Penalty: 712.857605 Iteration 14Q: 3 clusters Score -125726.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -125743.273438 Penalty: 712.857605 Iteration 15Q: 3 clusters Score -125743.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -125759.695312 Penalty: 712.857605 Iteration 16Q: 3 clusters Score -125759.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -125777.453125 Penalty: 712.857605 Iteration 17Q: 3 clusters Score -125777.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -125786.359375 Penalty: 712.857605 Iteration 18Q: 3 clusters Score -125786.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -125792.078125 Penalty: 712.857605 Iteration 19Q: 3 clusters Score -125792.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -125796.476562 Penalty: 712.857605 Iteration 20F: 3 clusters Score -125796.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -125798.734375 Penalty: 712.857605 Iteration 21Q: 3 clusters Score -125798.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -125801.203125 Penalty: 712.857605 Iteration 22Q: 3 clusters Score -125801.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -125802.140625 Penalty: 712.857605 Iteration 23Q: 3 clusters Score -125802.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -125803.468750 Penalty: 712.857605 Iteration 24Q: 3 clusters Score -125803.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -125804.789062 Penalty: 712.857605 Iteration 25Q: 3 clusters Score -125804.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -125805.523438 Penalty: 712.857605 Iteration 26Q: 3 clusters Score -125805.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -125806.007812 Penalty: 712.857605 Iteration 27Q: 3 clusters Score -125806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -125806.195312 Penalty: 712.857605 Iteration 28Q: 3 clusters Score -125806.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -125806.078125 Penalty: 712.857605 Iteration 29Q: 3 clusters Score -125806.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -125806.078125 Penalty: 712.857605 Iteration 30F: 3 clusters Score -125806.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3743.942871 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3743.943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3579.584473 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3579.584 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3594.910645 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3594.911 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3599.480225 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -3599.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3599.480225 Penalty: 412.466553 Iteration 3F: 3 clusters Score -3599.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (26206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26206 members Entering Unmasked Estep Score: -1234754.250000 Penalty: 462.905304 Iteration 0F: 2 clusters Score -1234754 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13154 members Mstep: Class 2 contains 13052 members Entering Unmasked Estep Score: -1217364.250000 Penalty: 925.810608 Iteration 0F: 3 clusters Score -1217364 nChanged 12480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -1224690.625000 Penalty: 925.810608 Iteration 1F: 3 clusters Score -1224691 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -1225143.250000 Penalty: 925.810608 Iteration 2Q: 3 clusters Score -1225143 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12761 members Mstep: Class 2 contains 13445 members Entering Unmasked Estep Score: -1225691.375000 Penalty: 925.810608 Iteration 3F: 3 clusters Score -1225691 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 13716 members Entering Unmasked Estep Score: -1226321.875000 Penalty: 925.810608 Iteration 4F: 3 clusters Score -1226322 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 13908 members Entering Unmasked Estep Score: -1227012.000000 Penalty: 925.810608 Iteration 5F: 3 clusters Score -1227012 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12138 members Mstep: Class 2 contains 14068 members Entering Unmasked Estep Score: -1227841.875000 Penalty: 925.810608 Iteration 6F: 3 clusters Score -1227842 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -1228747.000000 Penalty: 925.810608 Iteration 7F: 3 clusters Score -1228747 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 14428 members Entering Unmasked Estep Score: -1229412.750000 Penalty: 925.810608 Iteration 8Q: 3 clusters Score -1229413 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 14584 members Entering Unmasked Estep Score: -1229725.750000 Penalty: 925.810608 Iteration 9Q: 3 clusters Score -1229726 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 14754 members Entering Unmasked Estep Score: -1229837.750000 Penalty: 925.810608 Iteration 10Q: 3 clusters Score -1229838 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 14963 members Entering Unmasked Estep Score: -1229905.750000 Penalty: 925.810608 Iteration 11Q: 3 clusters Score -1229906 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 15163 members Entering Unmasked Estep Score: -1229953.250000 Penalty: 925.810608 Iteration 12Q: 3 clusters Score -1229953 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10836 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -1229991.750000 Penalty: 925.810608 Iteration 13Q: 3 clusters Score -1229992 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 15603 members Entering Unmasked Estep Score: -1230034.875000 Penalty: 925.810608 Iteration 14Q: 3 clusters Score -1230035 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 15859 members Entering Unmasked Estep Score: -1230090.625000 Penalty: 925.810608 Iteration 15Q: 3 clusters Score -1230091 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10083 members Mstep: Class 2 contains 16123 members Entering Unmasked Estep Score: -1230151.625000 Penalty: 925.810608 Iteration 16Q: 3 clusters Score -1230152 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 16412 members Entering Unmasked Estep Score: -1230215.125000 Penalty: 925.810608 Iteration 17Q: 3 clusters Score -1230215 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 16724 members Entering Unmasked Estep Score: -1230289.375000 Penalty: 925.810608 Iteration 18Q: 3 clusters Score -1230289 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -1230375.250000 Penalty: 925.810608 Iteration 19Q: 3 clusters Score -1230375 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 17424 members Entering Unmasked Estep Score: -1230463.625000 Penalty: 925.810608 Iteration 20F: 3 clusters Score -1230464 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 17799 members Entering Unmasked Estep Score: -1230569.750000 Penalty: 925.810608 Iteration 21Q: 3 clusters Score -1230570 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 18201 members Entering Unmasked Estep Score: -1230677.500000 Penalty: 925.810608 Iteration 22Q: 3 clusters Score -1230678 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 18598 members Entering Unmasked Estep Score: -1230793.500000 Penalty: 925.810608 Iteration 23Q: 3 clusters Score -1230794 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 18997 members Entering Unmasked Estep Score: -1230914.375000 Penalty: 925.810608 Iteration 24Q: 3 clusters Score -1230914 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 19413 members Entering Unmasked Estep Score: -1231045.875000 Penalty: 925.810608 Iteration 25Q: 3 clusters Score -1231046 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -1231213.875000 Penalty: 925.810608 Iteration 26Q: 3 clusters Score -1231214 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 20372 members Entering Unmasked Estep Score: -1231430.125000 Penalty: 925.810608 Iteration 27Q: 3 clusters Score -1231430 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 20915 members Entering Unmasked Estep Score: -1231681.750000 Penalty: 925.810608 Iteration 28Q: 3 clusters Score -1231682 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 21443 members Entering Unmasked Estep Score: -1231951.250000 Penalty: 925.810608 Iteration 29Q: 3 clusters Score -1231951 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 21964 members Entering Unmasked Estep Score: -1232220.750000 Penalty: 925.810608 Iteration 30Q: 3 clusters Score -1232221 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 22462 members Entering Unmasked Estep Score: -1232489.500000 Penalty: 925.810608 Iteration 31Q: 3 clusters Score -1232490 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -1232745.000000 Penalty: 925.810608 Iteration 32Q: 3 clusters Score -1232745 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 23361 members Entering Unmasked Estep Score: -1232961.500000 Penalty: 925.810608 Iteration 33Q: 3 clusters Score -1232962 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -1233162.125000 Penalty: 925.810608 Iteration 34Q: 3 clusters Score -1233162 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 24124 members Entering Unmasked Estep Score: -1233344.875000 Penalty: 925.810608 Iteration 35Q: 3 clusters Score -1233345 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 24445 members Entering Unmasked Estep Score: -1233513.875000 Penalty: 925.810608 Iteration 36Q: 3 clusters Score -1233514 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 24748 members Entering Unmasked Estep Score: -1233671.000000 Penalty: 925.810608 Iteration 37Q: 3 clusters Score -1233671 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 25025 members Entering Unmasked Estep Score: -1233829.250000 Penalty: 925.810608 Iteration 38Q: 3 clusters Score -1233829 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 25257 members Entering Unmasked Estep Score: -1233960.875000 Penalty: 925.810608 Iteration 39Q: 3 clusters Score -1233961 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 25432 members Entering Unmasked Estep Score: -1234059.375000 Penalty: 925.810608 Iteration 40F: 3 clusters Score -1234059 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 25584 members Entering Unmasked Estep Score: -1234155.250000 Penalty: 925.810608 Iteration 41Q: 3 clusters Score -1234155 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 25729 members Entering Unmasked Estep Score: -1234257.375000 Penalty: 925.810608 Iteration 42Q: 3 clusters Score -1234257 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 25831 members Entering Unmasked Estep Score: -1234339.500000 Penalty: 925.810608 Iteration 43Q: 3 clusters Score -1234340 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 25899 members Entering Unmasked Estep Score: -1234398.750000 Penalty: 925.810608 Iteration 44Q: 3 clusters Score -1234399 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 25929 members Entering Unmasked Estep Score: -1234437.375000 Penalty: 925.810608 Iteration 45Q: 3 clusters Score -1234437 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 25952 members Entering Unmasked Estep Score: -1234471.375000 Penalty: 925.810608 Iteration 46Q: 3 clusters Score -1234471 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 25963 members Entering Unmasked Estep Score: -1234484.375000 Penalty: 925.810608 Iteration 47Q: 3 clusters Score -1234484 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 25971 members Entering Unmasked Estep Score: -1234494.750000 Penalty: 925.810608 Iteration 48Q: 3 clusters Score -1234495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 25981 members Entering Unmasked Estep Score: -1234502.750000 Penalty: 925.810608 Iteration 49Q: 3 clusters Score -1234503 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 25991 members Entering Unmasked Estep Score: -1234514.125000 Penalty: 925.810608 Iteration 50Q: 3 clusters Score -1234514 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 25998 members Entering Unmasked Estep Score: -1234517.250000 Penalty: 925.810608 Iteration 51Q: 3 clusters Score -1234517 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 26000 members Entering Unmasked Estep Score: -1234518.500000 Penalty: 925.810608 Iteration 52Q: 3 clusters Score -1234518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 26000 members Entering Unmasked Estep Score: -1234518.125000 Penalty: 925.810608 Iteration 53Q: 3 clusters Score -1234518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 26000 members Entering Unmasked Estep Score: -1234518.125000 Penalty: 925.810608 Iteration 54F: 3 clusters Score -1234518 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27080 members Entering Unmasked Estep Score: -1288485.125000 Penalty: 464.398041 Iteration 0F: 2 clusters Score -1288485 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13518 members Mstep: Class 2 contains 13562 members Entering Unmasked Estep Score: -1270382.875000 Penalty: 928.796082 Iteration 0F: 3 clusters Score -1270383 nChanged 12935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 13135 members Entering Unmasked Estep Score: -1277867.125000 Penalty: 928.796082 Iteration 1F: 3 clusters Score -1277867 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14144 members Mstep: Class 2 contains 12936 members Entering Unmasked Estep Score: -1278101.250000 Penalty: 928.796082 Iteration 2Q: 3 clusters Score -1278101 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 12642 members Entering Unmasked Estep Score: -1278405.625000 Penalty: 928.796082 Iteration 3Q: 3 clusters Score -1278406 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14837 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -1278838.250000 Penalty: 928.796082 Iteration 4Q: 3 clusters Score -1278838 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15373 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -1279504.625000 Penalty: 928.796082 Iteration 5Q: 3 clusters Score -1279505 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 11058 members Entering Unmasked Estep Score: -1280547.500000 Penalty: 928.796082 Iteration 6F: 3 clusters Score -1280548 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16696 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -1281903.000000 Penalty: 928.796082 Iteration 7F: 3 clusters Score -1281903 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17295 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -1283111.625000 Penalty: 928.796082 Iteration 8F: 3 clusters Score -1283112 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17802 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -1283701.375000 Penalty: 928.796082 Iteration 9Q: 3 clusters Score -1283701 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18251 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -1283957.625000 Penalty: 928.796082 Iteration 10Q: 3 clusters Score -1283958 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18722 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -1284146.750000 Penalty: 928.796082 Iteration 11Q: 3 clusters Score -1284147 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19224 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1284355.000000 Penalty: 928.796082 Iteration 12Q: 3 clusters Score -1284355 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19728 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -1284567.125000 Penalty: 928.796082 Iteration 13Q: 3 clusters Score -1284567 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20210 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -1284776.375000 Penalty: 928.796082 Iteration 14Q: 3 clusters Score -1284776 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20689 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -1285005.375000 Penalty: 928.796082 Iteration 15Q: 3 clusters Score -1285005 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21157 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1285237.625000 Penalty: 928.796082 Iteration 16Q: 3 clusters Score -1285238 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21619 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1285483.750000 Penalty: 928.796082 Iteration 17Q: 3 clusters Score -1285484 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22061 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1285740.625000 Penalty: 928.796082 Iteration 18Q: 3 clusters Score -1285741 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22483 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -1285979.875000 Penalty: 928.796082 Iteration 19Q: 3 clusters Score -1285980 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22842 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1286184.000000 Penalty: 928.796082 Iteration 20F: 3 clusters Score -1286184 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23165 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1286358.125000 Penalty: 928.796082 Iteration 21Q: 3 clusters Score -1286358 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23454 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1286526.250000 Penalty: 928.796082 Iteration 22Q: 3 clusters Score -1286526 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23733 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1286699.625000 Penalty: 928.796082 Iteration 23Q: 3 clusters Score -1286700 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23980 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1286831.500000 Penalty: 928.796082 Iteration 24Q: 3 clusters Score -1286832 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24198 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1286952.625000 Penalty: 928.796082 Iteration 25Q: 3 clusters Score -1286953 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24383 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1287042.125000 Penalty: 928.796082 Iteration 26Q: 3 clusters Score -1287042 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24536 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1287101.875000 Penalty: 928.796082 Iteration 27Q: 3 clusters Score -1287102 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24678 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1287150.625000 Penalty: 928.796082 Iteration 28Q: 3 clusters Score -1287151 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24805 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1287192.250000 Penalty: 928.796082 Iteration 29Q: 3 clusters Score -1287192 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1287236.250000 Penalty: 928.796082 Iteration 30Q: 3 clusters Score -1287236 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25063 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1287274.625000 Penalty: 928.796082 Iteration 31Q: 3 clusters Score -1287275 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25193 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1287322.500000 Penalty: 928.796082 Iteration 32Q: 3 clusters Score -1287322 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25341 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1287380.000000 Penalty: 928.796082 Iteration 33Q: 3 clusters Score -1287380 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25500 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1287447.625000 Penalty: 928.796082 Iteration 34Q: 3 clusters Score -1287448 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25659 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1287520.750000 Penalty: 928.796082 Iteration 35Q: 3 clusters Score -1287521 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25812 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1287593.125000 Penalty: 928.796082 Iteration 36Q: 3 clusters Score -1287593 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25966 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1287671.125000 Penalty: 928.796082 Iteration 37Q: 3 clusters Score -1287671 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26099 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1287727.250000 Penalty: 928.796082 Iteration 38Q: 3 clusters Score -1287727 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26215 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1287790.750000 Penalty: 928.796082 Iteration 39Q: 3 clusters Score -1287791 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26310 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1287840.875000 Penalty: 928.796082 Iteration 40F: 3 clusters Score -1287841 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26404 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1287884.125000 Penalty: 928.796082 Iteration 41Q: 3 clusters Score -1287884 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26469 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1287914.625000 Penalty: 928.796082 Iteration 42Q: 3 clusters Score -1287915 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26516 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1287929.375000 Penalty: 928.796082 Iteration 43Q: 3 clusters Score -1287929 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26556 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1287943.625000 Penalty: 928.796082 Iteration 44Q: 3 clusters Score -1287944 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26582 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1287951.250000 Penalty: 928.796082 Iteration 45Q: 3 clusters Score -1287951 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26609 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1287958.500000 Penalty: 928.796082 Iteration 46Q: 3 clusters Score -1287958 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1287971.375000 Penalty: 928.796082 Iteration 47Q: 3 clusters Score -1287971 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26668 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1287986.875000 Penalty: 928.796082 Iteration 48Q: 3 clusters Score -1287987 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26690 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1287992.000000 Penalty: 928.796082 Iteration 49Q: 3 clusters Score -1287992 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26718 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1288011.375000 Penalty: 928.796082 Iteration 50Q: 3 clusters Score -1288011 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26738 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1288024.250000 Penalty: 928.796082 Iteration 51Q: 3 clusters Score -1288024 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26753 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1288030.250000 Penalty: 928.796082 Iteration 52Q: 3 clusters Score -1288030 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26767 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1288035.250000 Penalty: 928.796082 Iteration 53Q: 3 clusters Score -1288035 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26783 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1288044.875000 Penalty: 928.796082 Iteration 54Q: 3 clusters Score -1288045 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26800 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1288054.250000 Penalty: 928.796082 Iteration 55Q: 3 clusters Score -1288054 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26815 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1288066.000000 Penalty: 928.796082 Iteration 56Q: 3 clusters Score -1288066 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -1288072.375000 Penalty: 928.796082 Iteration 57Q: 3 clusters Score -1288072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26834 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -1288076.750000 Penalty: 928.796082 Iteration 58Q: 3 clusters Score -1288077 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26843 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1288082.000000 Penalty: 928.796082 Iteration 59Q: 3 clusters Score -1288082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26853 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1288089.500000 Penalty: 928.796082 Iteration 60F: 3 clusters Score -1288090 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26858 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1288096.125000 Penalty: 928.796082 Iteration 61Q: 3 clusters Score -1288096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26864 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1288102.375000 Penalty: 928.796082 Iteration 62Q: 3 clusters Score -1288102 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26874 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -1288110.125000 Penalty: 928.796082 Iteration 63Q: 3 clusters Score -1288110 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26885 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -1288117.125000 Penalty: 928.796082 Iteration 64Q: 3 clusters Score -1288117 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26887 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -1288119.250000 Penalty: 928.796082 Iteration 65Q: 3 clusters Score -1288119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26890 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -1288119.250000 Penalty: 928.796082 Iteration 66Q: 3 clusters Score -1288119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26890 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -1288119.250000 Penalty: 928.796082 Iteration 67F: 3 clusters Score -1288119 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Entering Unmasked Estep Score: -153631.843750 Penalty: 363.509583 Iteration 0F: 2 clusters Score -153631.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -151569.359375 Penalty: 727.019165 Iteration 0F: 3 clusters Score -151569.4 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -152304.640625 Penalty: 727.019165 Iteration 1F: 3 clusters Score -152304.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -152401.656250 Penalty: 727.019165 Iteration 2F: 3 clusters Score -152401.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -152480.765625 Penalty: 727.019165 Iteration 3F: 3 clusters Score -152480.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -152543.906250 Penalty: 727.019165 Iteration 4Q: 3 clusters Score -152543.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -152599.125000 Penalty: 727.019165 Iteration 5Q: 3 clusters Score -152599.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -152657.406250 Penalty: 727.019165 Iteration 6Q: 3 clusters Score -152657.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -152724.375000 Penalty: 727.019165 Iteration 7Q: 3 clusters Score -152724.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -152790.109375 Penalty: 727.019165 Iteration 8Q: 3 clusters Score -152790.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -152860.687500 Penalty: 727.019165 Iteration 9Q: 3 clusters Score -152860.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -152915.453125 Penalty: 727.019165 Iteration 10Q: 3 clusters Score -152915.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -152950.484375 Penalty: 727.019165 Iteration 11Q: 3 clusters Score -152950.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -152964.671875 Penalty: 727.019165 Iteration 12Q: 3 clusters Score -152964.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -152969.468750 Penalty: 727.019165 Iteration 13Q: 3 clusters Score -152969.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -152973.656250 Penalty: 727.019165 Iteration 14Q: 3 clusters Score -152973.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -152981.937500 Penalty: 727.019165 Iteration 15Q: 3 clusters Score -152981.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -152989.218750 Penalty: 727.019165 Iteration 16Q: 3 clusters Score -152989.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -152994.843750 Penalty: 727.019165 Iteration 17Q: 3 clusters Score -152994.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -153004.250000 Penalty: 727.019165 Iteration 18Q: 3 clusters Score -153004.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -153014.328125 Penalty: 727.019165 Iteration 19Q: 3 clusters Score -153014.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -153029.234375 Penalty: 727.019165 Iteration 20F: 3 clusters Score -153029.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -153040.359375 Penalty: 727.019165 Iteration 21Q: 3 clusters Score -153040.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -153056.828125 Penalty: 727.019165 Iteration 22Q: 3 clusters Score -153056.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -153083.328125 Penalty: 727.019165 Iteration 23Q: 3 clusters Score -153083.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -153114.390625 Penalty: 727.019165 Iteration 24Q: 3 clusters Score -153114.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -153147.593750 Penalty: 727.019165 Iteration 25Q: 3 clusters Score -153147.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -153184.781250 Penalty: 727.019165 Iteration 26Q: 3 clusters Score -153184.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -153213.531250 Penalty: 727.019165 Iteration 27Q: 3 clusters Score -153213.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -153228.546875 Penalty: 727.019165 Iteration 28Q: 3 clusters Score -153228.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -153243.859375 Penalty: 727.019165 Iteration 29Q: 3 clusters Score -153243.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -153256.312500 Penalty: 727.019165 Iteration 30Q: 3 clusters Score -153256.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -153268.484375 Penalty: 727.019165 Iteration 31Q: 3 clusters Score -153268.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -153279.734375 Penalty: 727.019165 Iteration 32Q: 3 clusters Score -153279.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -153286.078125 Penalty: 727.019165 Iteration 33Q: 3 clusters Score -153286.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -153288.531250 Penalty: 727.019165 Iteration 34Q: 3 clusters Score -153288.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -153291.281250 Penalty: 727.019165 Iteration 35Q: 3 clusters Score -153291.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -153295.296875 Penalty: 727.019165 Iteration 36Q: 3 clusters Score -153295.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -153298.093750 Penalty: 727.019165 Iteration 37Q: 3 clusters Score -153298.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -153299.484375 Penalty: 727.019165 Iteration 38Q: 3 clusters Score -153299.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -153300.546875 Penalty: 727.019165 Iteration 39Q: 3 clusters Score -153300.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -153300.921875 Penalty: 727.019165 Iteration 40F: 3 clusters Score -153300.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -153301.734375 Penalty: 727.019165 Iteration 41Q: 3 clusters Score -153301.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -153301.656250 Penalty: 727.019165 Iteration 42Q: 3 clusters Score -153301.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -153301.593750 Penalty: 727.019165 Iteration 43Q: 3 clusters Score -153301.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -153302.312500 Penalty: 727.019165 Iteration 44Q: 3 clusters Score -153302.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -153303.000000 Penalty: 727.019165 Iteration 45Q: 3 clusters Score -153303 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -153302.828125 Penalty: 727.019165 Iteration 46Q: 3 clusters Score -153302.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -153302.828125 Penalty: 727.019165 Iteration 47F: 3 clusters Score -153302.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Entering Unmasked Estep Score: -100543.125000 Penalty: 344.572266 Iteration 0F: 2 clusters Score -100543.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -99124.531250 Penalty: 689.144531 Iteration 0F: 3 clusters Score -99124.53 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -99590.343750 Penalty: 689.144531 Iteration 1F: 3 clusters Score -99590.34 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -99672.367188 Penalty: 689.144531 Iteration 2F: 3 clusters Score -99672.37 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -99769.945312 Penalty: 689.144531 Iteration 3F: 3 clusters Score -99769.95 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -99872.906250 Penalty: 689.144531 Iteration 4F: 3 clusters Score -99872.91 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -99962.320312 Penalty: 689.144531 Iteration 5F: 3 clusters Score -99962.32 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -100020.867188 Penalty: 689.144531 Iteration 6Q: 3 clusters Score -100020.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -100072.312500 Penalty: 689.144531 Iteration 7Q: 3 clusters Score -100072.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -100121.796875 Penalty: 689.144531 Iteration 8Q: 3 clusters Score -100121.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -100153.578125 Penalty: 689.144531 Iteration 9Q: 3 clusters Score -100153.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -100173.562500 Penalty: 689.144531 Iteration 10Q: 3 clusters Score -100173.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -100192.976562 Penalty: 689.144531 Iteration 11Q: 3 clusters Score -100193 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -100212.773438 Penalty: 689.144531 Iteration 12Q: 3 clusters Score -100212.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -100230.835938 Penalty: 689.144531 Iteration 13Q: 3 clusters Score -100230.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -100246.437500 Penalty: 689.144531 Iteration 14Q: 3 clusters Score -100246.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -100255.523438 Penalty: 689.144531 Iteration 15Q: 3 clusters Score -100255.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -100264.375000 Penalty: 689.144531 Iteration 16Q: 3 clusters Score -100264.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -100269.062500 Penalty: 689.144531 Iteration 17Q: 3 clusters Score -100269.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -100271.609375 Penalty: 689.144531 Iteration 18Q: 3 clusters Score -100271.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -100275.453125 Penalty: 689.144531 Iteration 19Q: 3 clusters Score -100275.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -100280.562500 Penalty: 689.144531 Iteration 20F: 3 clusters Score -100280.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -100284.062500 Penalty: 689.144531 Iteration 21Q: 3 clusters Score -100284.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -100285.593750 Penalty: 689.144531 Iteration 22Q: 3 clusters Score -100285.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -100289.039062 Penalty: 689.144531 Iteration 23Q: 3 clusters Score -100289 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -100293.195312 Penalty: 689.144531 Iteration 24Q: 3 clusters Score -100293.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -100295.187500 Penalty: 689.144531 Iteration 25Q: 3 clusters Score -100295.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -100296.460938 Penalty: 689.144531 Iteration 26Q: 3 clusters Score -100296.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -100296.718750 Penalty: 689.144531 Iteration 27Q: 3 clusters Score -100296.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -100296.921875 Penalty: 689.144531 Iteration 28Q: 3 clusters Score -100296.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -100297.265625 Penalty: 689.144531 Iteration 29Q: 3 clusters Score -100297.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -100298.882812 Penalty: 689.144531 Iteration 30Q: 3 clusters Score -100298.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -100299.781250 Penalty: 689.144531 Iteration 31Q: 3 clusters Score -100299.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -100299.914062 Penalty: 689.144531 Iteration 32Q: 3 clusters Score -100299.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -100299.914062 Penalty: 689.144531 Iteration 33F: 3 clusters Score -100299.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -33102.105469 Penalty: 302.469818 Iteration 0F: 2 clusters Score -33102.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -32456.585938 Penalty: 604.939636 Iteration 0F: 3 clusters Score -32456.59 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -32657.468750 Penalty: 604.939636 Iteration 1F: 3 clusters Score -32657.47 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -32714.800781 Penalty: 604.939636 Iteration 2F: 3 clusters Score -32714.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -32762.337891 Penalty: 604.939636 Iteration 3F: 3 clusters Score -32762.34 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -32827.132812 Penalty: 604.939636 Iteration 4F: 3 clusters Score -32827.13 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -32941.253906 Penalty: 604.939636 Iteration 5F: 3 clusters Score -32941.25 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -33016.730469 Penalty: 604.939636 Iteration 6F: 3 clusters Score -33016.73 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -33054.113281 Penalty: 604.939636 Iteration 7F: 3 clusters Score -33054.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -33069.042969 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -33069.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -33080.242188 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -33080.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -33094.035156 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -33094.04 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -33111.359375 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -33111.36 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -33126.007812 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -33126.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -33140.347656 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -33140.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -33151.535156 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -33151.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -33166.402344 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -33166.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -33174.175781 Penalty: 604.939636 Iteration 16Q: 3 clusters Score -33174.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -33179.000000 Penalty: 604.939636 Iteration 17Q: 3 clusters Score -33179 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -33182.253906 Penalty: 604.939636 Iteration 18Q: 3 clusters Score -33182.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -33184.843750 Penalty: 604.939636 Iteration 19Q: 3 clusters Score -33184.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -33185.917969 Penalty: 604.939636 Iteration 20F: 3 clusters Score -33185.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -33189.488281 Penalty: 604.939636 Iteration 21Q: 3 clusters Score -33189.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -33190.957031 Penalty: 604.939636 Iteration 22Q: 3 clusters Score -33190.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -33194.714844 Penalty: 604.939636 Iteration 23Q: 3 clusters Score -33194.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -33198.906250 Penalty: 604.939636 Iteration 24Q: 3 clusters Score -33198.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -33203.285156 Penalty: 604.939636 Iteration 25Q: 3 clusters Score -33203.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -33205.285156 Penalty: 604.939636 Iteration 26Q: 3 clusters Score -33205.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -33208.089844 Penalty: 604.939636 Iteration 27Q: 3 clusters Score -33208.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -33208.089844 Penalty: 604.939636 Iteration 28F: 3 clusters Score -33208.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150239 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26206 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 587 members Mstep: Class 13 contains 184 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49540 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204377 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 263 members Entering Unmasked Estep Score: -24280876.000000 Penalty: 17329.921875 Splitting cluster 12 changes total score from -24281042.000000 to -24280876.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (3947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Entering Unmasked Estep Score: -196939.437500 Penalty: 376.772369 Iteration 0F: 2 clusters Score -196939.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -194246.015625 Penalty: 753.544739 Iteration 0F: 3 clusters Score -194246 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -195248.375000 Penalty: 753.544739 Iteration 1F: 3 clusters Score -195248.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -195422.046875 Penalty: 753.544739 Iteration 2F: 3 clusters Score -195422 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -195577.140625 Penalty: 753.544739 Iteration 3F: 3 clusters Score -195577.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -195720.875000 Penalty: 753.544739 Iteration 4F: 3 clusters Score -195720.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -195888.812500 Penalty: 753.544739 Iteration 5F: 3 clusters Score -195888.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -196036.468750 Penalty: 753.544739 Iteration 6F: 3 clusters Score -196036.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -196171.312500 Penalty: 753.544739 Iteration 7F: 3 clusters Score -196171.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -196299.109375 Penalty: 753.544739 Iteration 8Q: 3 clusters Score -196299.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -196389.796875 Penalty: 753.544739 Iteration 9Q: 3 clusters Score -196389.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -196469.765625 Penalty: 753.544739 Iteration 10Q: 3 clusters Score -196469.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -196551.812500 Penalty: 753.544739 Iteration 11Q: 3 clusters Score -196551.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -196615.312500 Penalty: 753.544739 Iteration 12Q: 3 clusters Score -196615.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -196679.625000 Penalty: 753.544739 Iteration 13Q: 3 clusters Score -196679.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -196717.375000 Penalty: 753.544739 Iteration 14Q: 3 clusters Score -196717.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -196745.234375 Penalty: 753.544739 Iteration 15Q: 3 clusters Score -196745.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -196762.265625 Penalty: 753.544739 Iteration 16Q: 3 clusters Score -196762.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -196772.906250 Penalty: 753.544739 Iteration 17Q: 3 clusters Score -196772.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -196775.015625 Penalty: 753.544739 Iteration 18Q: 3 clusters Score -196775 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -196776.343750 Penalty: 753.544739 Iteration 19Q: 3 clusters Score -196776.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -196776.640625 Penalty: 753.544739 Iteration 20F: 3 clusters Score -196776.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -13511.456055 Penalty: 262.173340 Iteration 0F: 2 clusters Score -13511.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -13143.327148 Penalty: 524.346680 Iteration 0F: 3 clusters Score -13143.33 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13213.491211 Penalty: 524.346680 Iteration 1F: 3 clusters Score -13213.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13228.169922 Penalty: 524.346680 Iteration 2F: 3 clusters Score -13228.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -13238.070312 Penalty: 524.346680 Iteration 3Q: 3 clusters Score -13238.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13243.191406 Penalty: 524.346680 Iteration 4Q: 3 clusters Score -13243.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13245.698242 Penalty: 524.346680 Iteration 5Q: 3 clusters Score -13245.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13246.488281 Penalty: 524.346680 Iteration 6Q: 3 clusters Score -13246.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -13247.043945 Penalty: 524.346680 Iteration 7Q: 3 clusters Score -13247.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -13247.989258 Penalty: 524.346680 Iteration 8Q: 3 clusters Score -13247.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -13248.197266 Penalty: 524.346680 Iteration 9Q: 3 clusters Score -13248.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -13248.197266 Penalty: 524.346680 Iteration 10F: 3 clusters Score -13248.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Entering Unmasked Estep Score: -117166.546875 Penalty: 355.426361 Iteration 0F: 2 clusters Score -117166.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -115397.648438 Penalty: 710.852722 Iteration 0F: 3 clusters Score -115397.6 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -116029.164062 Penalty: 710.852722 Iteration 1F: 3 clusters Score -116029.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -116127.656250 Penalty: 710.852722 Iteration 2F: 3 clusters Score -116127.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -116203.937500 Penalty: 710.852722 Iteration 3F: 3 clusters Score -116203.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -116274.054688 Penalty: 710.852722 Iteration 4F: 3 clusters Score -116274.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -116326.460938 Penalty: 710.852722 Iteration 5Q: 3 clusters Score -116326.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -116370.828125 Penalty: 710.852722 Iteration 6Q: 3 clusters Score -116370.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -116405.953125 Penalty: 710.852722 Iteration 7Q: 3 clusters Score -116406 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -116434.789062 Penalty: 710.852722 Iteration 8Q: 3 clusters Score -116434.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -116470.265625 Penalty: 710.852722 Iteration 9Q: 3 clusters Score -116470.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -116494.671875 Penalty: 710.852722 Iteration 10Q: 3 clusters Score -116494.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -116521.367188 Penalty: 710.852722 Iteration 11Q: 3 clusters Score -116521.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -116549.406250 Penalty: 710.852722 Iteration 12Q: 3 clusters Score -116549.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -116568.929688 Penalty: 710.852722 Iteration 13Q: 3 clusters Score -116568.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -116588.109375 Penalty: 710.852722 Iteration 14Q: 3 clusters Score -116588.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -116602.015625 Penalty: 710.852722 Iteration 15Q: 3 clusters Score -116602 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -116615.531250 Penalty: 710.852722 Iteration 16Q: 3 clusters Score -116615.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -116634.859375 Penalty: 710.852722 Iteration 17Q: 3 clusters Score -116634.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -116649.523438 Penalty: 710.852722 Iteration 18Q: 3 clusters Score -116649.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -116658.125000 Penalty: 710.852722 Iteration 19Q: 3 clusters Score -116658.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -116661.390625 Penalty: 710.852722 Iteration 20F: 3 clusters Score -116661.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -116662.953125 Penalty: 710.852722 Iteration 21Q: 3 clusters Score -116663 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -116664.398438 Penalty: 710.852722 Iteration 22Q: 3 clusters Score -116664.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -116665.062500 Penalty: 710.852722 Iteration 23Q: 3 clusters Score -116665.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -116665.187500 Penalty: 710.852722 Iteration 24Q: 3 clusters Score -116665.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -116665.187500 Penalty: 710.852722 Iteration 25F: 3 clusters Score -116665.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -16765.568359 Penalty: 269.309662 Iteration 0F: 2 clusters Score -16765.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16368.788086 Penalty: 538.619324 Iteration 0F: 3 clusters Score -16368.79 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16449.779297 Penalty: 538.619324 Iteration 1F: 3 clusters Score -16449.78 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16480.623047 Penalty: 538.619324 Iteration 2F: 3 clusters Score -16480.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16502.269531 Penalty: 538.619324 Iteration 3Q: 3 clusters Score -16502.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -16521.566406 Penalty: 538.619324 Iteration 4Q: 3 clusters Score -16521.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -16543.919922 Penalty: 538.619324 Iteration 5Q: 3 clusters Score -16543.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16558.205078 Penalty: 538.619324 Iteration 6Q: 3 clusters Score -16558.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16569.550781 Penalty: 538.619324 Iteration 7Q: 3 clusters Score -16569.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16579.460938 Penalty: 538.619324 Iteration 8Q: 3 clusters Score -16579.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16586.437500 Penalty: 538.619324 Iteration 9Q: 3 clusters Score -16586.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16590.298828 Penalty: 538.619324 Iteration 10Q: 3 clusters Score -16590.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16593.169922 Penalty: 538.619324 Iteration 11Q: 3 clusters Score -16593.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16597.505859 Penalty: 538.619324 Iteration 12Q: 3 clusters Score -16597.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16610.056641 Penalty: 538.619324 Iteration 13Q: 3 clusters Score -16610.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -16625.371094 Penalty: 538.619324 Iteration 14Q: 3 clusters Score -16625.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -16643.312500 Penalty: 538.619324 Iteration 15Q: 3 clusters Score -16643.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -16698.705078 Penalty: 538.619324 Iteration 16Q: 3 clusters Score -16698.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -16771.962891 Penalty: 538.619324 Iteration 17Q: 3 clusters Score -16771.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -16826.523438 Penalty: 538.619324 Iteration 18Q: 3 clusters Score -16826.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -16842.833984 Penalty: 538.619324 Iteration 19Q: 3 clusters Score -16842.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16852.994141 Penalty: 538.619324 Iteration 20F: 3 clusters Score -16852.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16858.449219 Penalty: 538.619324 Iteration 21Q: 3 clusters Score -16858.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -16860.531250 Penalty: 538.619324 Iteration 22Q: 3 clusters Score -16860.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16861.214844 Penalty: 538.619324 Iteration 23Q: 3 clusters Score -16861.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16861.214844 Penalty: 538.619324 Iteration 24F: 3 clusters Score -16861.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150239 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26206 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 220 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 152 members Mstep: Class 18 contains 49540 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204377 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 263 members Entering Unmasked Estep Score: -24280808.000000 Penalty: 17329.921875 Splitting cluster 17 changes total score from -24281042.000000 to -24280808.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (49540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49540 members Entering Unmasked Estep Score: -2597097.250000 Penalty: 491.879364 Iteration 0F: 2 clusters Score -2597097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24673 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -2563685.250000 Penalty: 983.758728 Iteration 0F: 3 clusters Score -2563685 nChanged 24040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22583 members Mstep: Class 2 contains 26957 members Entering Unmasked Estep Score: -2578562.500000 Penalty: 983.758728 Iteration 1F: 3 clusters Score -2578562 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21311 members Mstep: Class 2 contains 28229 members Entering Unmasked Estep Score: -2579713.000000 Penalty: 983.758728 Iteration 2Q: 3 clusters Score -2579713 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19513 members Mstep: Class 2 contains 30027 members Entering Unmasked Estep Score: -2581515.750000 Penalty: 983.758728 Iteration 3F: 3 clusters Score -2581516 nChanged 3198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17441 members Mstep: Class 2 contains 32099 members Entering Unmasked Estep Score: -2583984.500000 Penalty: 983.758728 Iteration 4F: 3 clusters Score -2583984 nChanged 3442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15295 members Mstep: Class 2 contains 34245 members Entering Unmasked Estep Score: -2586859.250000 Penalty: 983.758728 Iteration 5F: 3 clusters Score -2586859 nChanged 3200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13477 members Mstep: Class 2 contains 36063 members Entering Unmasked Estep Score: -2589489.500000 Penalty: 983.758728 Iteration 6F: 3 clusters Score -2589490 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 37340 members Entering Unmasked Estep Score: -2591185.500000 Penalty: 983.758728 Iteration 7F: 3 clusters Score -2591186 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 38331 members Entering Unmasked Estep Score: -2592080.750000 Penalty: 983.758728 Iteration 8Q: 3 clusters Score -2592081 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 39151 members Entering Unmasked Estep Score: -2592613.250000 Penalty: 983.758728 Iteration 9Q: 3 clusters Score -2592613 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 39908 members Entering Unmasked Estep Score: -2592991.000000 Penalty: 983.758728 Iteration 10Q: 3 clusters Score -2592991 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 40655 members Entering Unmasked Estep Score: -2593344.750000 Penalty: 983.758728 Iteration 11Q: 3 clusters Score -2593345 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 41380 members Entering Unmasked Estep Score: -2593695.750000 Penalty: 983.758728 Iteration 12Q: 3 clusters Score -2593696 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 42079 members Entering Unmasked Estep Score: -2594032.000000 Penalty: 983.758728 Iteration 13Q: 3 clusters Score -2594032 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 42732 members Entering Unmasked Estep Score: -2594317.500000 Penalty: 983.758728 Iteration 14Q: 3 clusters Score -2594318 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 43357 members Entering Unmasked Estep Score: -2594572.500000 Penalty: 983.758728 Iteration 15Q: 3 clusters Score -2594572 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 43937 members Entering Unmasked Estep Score: -2594832.750000 Penalty: 983.758728 Iteration 16Q: 3 clusters Score -2594833 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 44481 members Entering Unmasked Estep Score: -2595077.250000 Penalty: 983.758728 Iteration 17Q: 3 clusters Score -2595077 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 44981 members Entering Unmasked Estep Score: -2595270.500000 Penalty: 983.758728 Iteration 18Q: 3 clusters Score -2595270 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 45434 members Entering Unmasked Estep Score: -2595453.000000 Penalty: 983.758728 Iteration 19Q: 3 clusters Score -2595453 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 45841 members Entering Unmasked Estep Score: -2595608.500000 Penalty: 983.758728 Iteration 20F: 3 clusters Score -2595608 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 46189 members Entering Unmasked Estep Score: -2595747.000000 Penalty: 983.758728 Iteration 21Q: 3 clusters Score -2595747 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 46514 members Entering Unmasked Estep Score: -2595874.000000 Penalty: 983.758728 Iteration 22Q: 3 clusters Score -2595874 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 46815 members Entering Unmasked Estep Score: -2595991.000000 Penalty: 983.758728 Iteration 23Q: 3 clusters Score -2595991 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 47088 members Entering Unmasked Estep Score: -2596091.500000 Penalty: 983.758728 Iteration 24Q: 3 clusters Score -2596092 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 47329 members Entering Unmasked Estep Score: -2596169.250000 Penalty: 983.758728 Iteration 25Q: 3 clusters Score -2596169 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 47530 members Entering Unmasked Estep Score: -2596249.250000 Penalty: 983.758728 Iteration 26Q: 3 clusters Score -2596249 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 47726 members Entering Unmasked Estep Score: -2596320.500000 Penalty: 983.758728 Iteration 27Q: 3 clusters Score -2596320 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 47898 members Entering Unmasked Estep Score: -2596370.250000 Penalty: 983.758728 Iteration 28Q: 3 clusters Score -2596370 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 48036 members Entering Unmasked Estep Score: -2596404.500000 Penalty: 983.758728 Iteration 29Q: 3 clusters Score -2596404 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 48162 members Entering Unmasked Estep Score: -2596447.750000 Penalty: 983.758728 Iteration 30Q: 3 clusters Score -2596448 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 48280 members Entering Unmasked Estep Score: -2596475.500000 Penalty: 983.758728 Iteration 31Q: 3 clusters Score -2596476 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 48359 members Entering Unmasked Estep Score: -2596498.000000 Penalty: 983.758728 Iteration 32Q: 3 clusters Score -2596498 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 48429 members Entering Unmasked Estep Score: -2596521.000000 Penalty: 983.758728 Iteration 33Q: 3 clusters Score -2596521 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 48501 members Entering Unmasked Estep Score: -2596541.500000 Penalty: 983.758728 Iteration 34Q: 3 clusters Score -2596542 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 48567 members Entering Unmasked Estep Score: -2596557.500000 Penalty: 983.758728 Iteration 35Q: 3 clusters Score -2596558 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 48633 members Entering Unmasked Estep Score: -2596580.000000 Penalty: 983.758728 Iteration 36Q: 3 clusters Score -2596580 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 48692 members Entering Unmasked Estep Score: -2596589.000000 Penalty: 983.758728 Iteration 37Q: 3 clusters Score -2596589 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 48753 members Entering Unmasked Estep Score: -2596608.000000 Penalty: 983.758728 Iteration 38Q: 3 clusters Score -2596608 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 48800 members Entering Unmasked Estep Score: -2596628.000000 Penalty: 983.758728 Iteration 39Q: 3 clusters Score -2596628 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 48835 members Entering Unmasked Estep Score: -2596637.500000 Penalty: 983.758728 Iteration 40F: 3 clusters Score -2596638 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 48864 members Entering Unmasked Estep Score: -2596640.500000 Penalty: 983.758728 Iteration 41Q: 3 clusters Score -2596640 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 48889 members Entering Unmasked Estep Score: -2596648.000000 Penalty: 983.758728 Iteration 42Q: 3 clusters Score -2596648 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 48917 members Entering Unmasked Estep Score: -2596654.250000 Penalty: 983.758728 Iteration 43Q: 3 clusters Score -2596654 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 48944 members Entering Unmasked Estep Score: -2596663.000000 Penalty: 983.758728 Iteration 44Q: 3 clusters Score -2596663 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 48974 members Entering Unmasked Estep Score: -2596677.250000 Penalty: 983.758728 Iteration 45Q: 3 clusters Score -2596677 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 48998 members Entering Unmasked Estep Score: -2596682.750000 Penalty: 983.758728 Iteration 46Q: 3 clusters Score -2596683 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 49015 members Entering Unmasked Estep Score: -2596686.000000 Penalty: 983.758728 Iteration 47Q: 3 clusters Score -2596686 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 49034 members Entering Unmasked Estep Score: -2596695.750000 Penalty: 983.758728 Iteration 48Q: 3 clusters Score -2596696 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 49053 members Entering Unmasked Estep Score: -2596700.500000 Penalty: 983.758728 Iteration 49Q: 3 clusters Score -2596700 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 49071 members Entering Unmasked Estep Score: -2596705.000000 Penalty: 983.758728 Iteration 50Q: 3 clusters Score -2596705 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 49089 members Entering Unmasked Estep Score: -2596709.750000 Penalty: 983.758728 Iteration 51Q: 3 clusters Score -2596710 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 49105 members Entering Unmasked Estep Score: -2596712.750000 Penalty: 983.758728 Iteration 52Q: 3 clusters Score -2596713 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 49117 members Entering Unmasked Estep Score: -2596712.500000 Penalty: 983.758728 Iteration 53Q: 3 clusters Score -2596712 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 49125 members Entering Unmasked Estep Score: -2596714.750000 Penalty: 983.758728 Iteration 54Q: 3 clusters Score -2596715 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 49133 members Entering Unmasked Estep Score: -2596718.500000 Penalty: 983.758728 Iteration 55Q: 3 clusters Score -2596718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 49136 members Entering Unmasked Estep Score: -2596721.000000 Penalty: 983.758728 Iteration 56Q: 3 clusters Score -2596721 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 49139 members Entering Unmasked Estep Score: -2596723.250000 Penalty: 983.758728 Iteration 57Q: 3 clusters Score -2596723 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 49141 members Entering Unmasked Estep Score: -2596722.500000 Penalty: 983.758728 Iteration 58Q: 3 clusters Score -2596722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 49144 members Entering Unmasked Estep Score: -2596723.000000 Penalty: 983.758728 Iteration 59Q: 3 clusters Score -2596723 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 49146 members Entering Unmasked Estep Score: -2596728.000000 Penalty: 983.758728 Iteration 60F: 3 clusters Score -2596728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 49150 members Entering Unmasked Estep Score: -2596723.500000 Penalty: 983.758728 Iteration 61Q: 3 clusters Score -2596724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 49155 members Entering Unmasked Estep Score: -2596726.500000 Penalty: 983.758728 Iteration 62Q: 3 clusters Score -2596726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 49159 members Entering Unmasked Estep Score: -2596729.500000 Penalty: 983.758728 Iteration 63Q: 3 clusters Score -2596730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 49164 members Entering Unmasked Estep Score: -2596730.750000 Penalty: 983.758728 Iteration 64Q: 3 clusters Score -2596731 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 49166 members Entering Unmasked Estep Score: -2596732.500000 Penalty: 983.758728 Iteration 65Q: 3 clusters Score -2596732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 49167 members Entering Unmasked Estep Score: -2596733.000000 Penalty: 983.758728 Iteration 66Q: 3 clusters Score -2596733 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 49169 members Entering Unmasked Estep Score: -2596733.500000 Penalty: 983.758728 Iteration 67Q: 3 clusters Score -2596734 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 49171 members Entering Unmasked Estep Score: -2596734.250000 Penalty: 983.758728 Iteration 68Q: 3 clusters Score -2596734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 49172 members Entering Unmasked Estep Score: -2596734.750000 Penalty: 983.758728 Iteration 69Q: 3 clusters Score -2596735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 49173 members Entering Unmasked Estep Score: -2596733.750000 Penalty: 983.758728 Iteration 70Q: 3 clusters Score -2596734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 49174 members Entering Unmasked Estep Score: -2596733.500000 Penalty: 983.758728 Iteration 71Q: 3 clusters Score -2596734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 49174 members Entering Unmasked Estep Score: -2596733.500000 Penalty: 983.758728 Iteration 72F: 3 clusters Score -2596734 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -5115.920898 Penalty: 224.844727 Iteration 0F: 2 clusters Score -5115.921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -4871.525879 Penalty: 449.689453 Iteration 0F: 3 clusters Score -4871.526 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4918.910645 Penalty: 449.689453 Iteration 1F: 3 clusters Score -4918.911 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4932.138184 Penalty: 449.689453 Iteration 2F: 3 clusters Score -4932.138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -4939.362793 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -4939.363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -4940.787109 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -4940.787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -4941.398926 Penalty: 449.689453 Iteration 5Q: 3 clusters Score -4941.399 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -4941.398926 Penalty: 449.689453 Iteration 6F: 3 clusters Score -4941.399 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (204377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204377 members Entering Unmasked Estep Score: -10055538.000000 Penalty: 556.361328 Iteration 0F: 2 clusters Score -1.005554e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102453 members Mstep: Class 2 contains 101924 members Entering Unmasked Estep Score: -9918664.000000 Penalty: 1112.722656 Iteration 0F: 3 clusters Score -9918664 nChanged 100811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107502 members Mstep: Class 2 contains 96875 members Entering Unmasked Estep Score: -9981182.000000 Penalty: 1112.722656 Iteration 1F: 3 clusters Score -9981182 nChanged 7745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110705 members Mstep: Class 2 contains 93672 members Entering Unmasked Estep Score: -9983736.000000 Penalty: 1112.722656 Iteration 2Q: 3 clusters Score -9983736 nChanged 8947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115756 members Mstep: Class 2 contains 88621 members Entering Unmasked Estep Score: -9987355.000000 Penalty: 1112.722656 Iteration 3Q: 3 clusters Score -9987355 nChanged 10590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123454 members Mstep: Class 2 contains 80923 members Entering Unmasked Estep Score: -9992709.000000 Penalty: 1112.722656 Iteration 4F: 3 clusters Score -9992709 nChanged 12672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134174 members Mstep: Class 2 contains 70203 members Entering Unmasked Estep Score: -10000823.000000 Penalty: 1112.722656 Iteration 5F: 3 clusters Score -1.000082e+07 nChanged 14148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147140 members Mstep: Class 2 contains 57237 members Entering Unmasked Estep Score: -10011220.000000 Penalty: 1112.722656 Iteration 6F: 3 clusters Score -1.001122e+07 nChanged 13964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160400 members Mstep: Class 2 contains 43977 members Entering Unmasked Estep Score: -10021728.000000 Penalty: 1112.722656 Iteration 7F: 3 clusters Score -1.002173e+07 nChanged 12078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172114 members Mstep: Class 2 contains 32263 members Entering Unmasked Estep Score: -10031188.000000 Penalty: 1112.722656 Iteration 8F: 3 clusters Score -1.003119e+07 nChanged 9664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181626 members Mstep: Class 2 contains 22751 members Entering Unmasked Estep Score: -10038328.000000 Penalty: 1112.722656 Iteration 9Q: 3 clusters Score -1.003833e+07 nChanged 7375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188963 members Mstep: Class 2 contains 15414 members Entering Unmasked Estep Score: -10044016.000000 Penalty: 1112.722656 Iteration 10Q: 3 clusters Score -1.004402e+07 nChanged 5588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194541 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -10048075.000000 Penalty: 1112.722656 Iteration 11Q: 3 clusters Score -1.004808e+07 nChanged 4093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198634 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -10050976.000000 Penalty: 1112.722656 Iteration 12Q: 3 clusters Score -1.005098e+07 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201376 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -10052863.000000 Penalty: 1112.722656 Iteration 13Q: 3 clusters Score -1.005286e+07 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202992 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -10053968.000000 Penalty: 1112.722656 Iteration 14Q: 3 clusters Score -1.005397e+07 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203795 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -10054571.000000 Penalty: 1112.722656 Iteration 15Q: 3 clusters Score -1.005457e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204115 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -10054817.000000 Penalty: 1112.722656 Iteration 16Q: 3 clusters Score -1.005482e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204250 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -10054937.000000 Penalty: 1112.722656 Iteration 17Q: 3 clusters Score -1.005494e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204294 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -10054984.000000 Penalty: 1112.722656 Iteration 18Q: 3 clusters Score -1.005498e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204310 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -10055017.000000 Penalty: 1112.722656 Iteration 19Q: 3 clusters Score -1.005502e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204320 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -10055028.000000 Penalty: 1112.722656 Iteration 20F: 3 clusters Score -1.005503e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204324 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -10055036.000000 Penalty: 1112.722656 Iteration 21Q: 3 clusters Score -1.005504e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204325 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -10055039.000000 Penalty: 1112.722656 Iteration 22Q: 3 clusters Score -1.005504e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204326 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -10055040.000000 Penalty: 1112.722656 Iteration 23Q: 3 clusters Score -1.005504e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204327 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -10055041.000000 Penalty: 1112.722656 Iteration 24Q: 3 clusters Score -1.005504e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204327 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -10055041.000000 Penalty: 1112.722656 Iteration 25F: 3 clusters Score -1.005504e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Entering Unmasked Estep Score: -190338.937500 Penalty: 378.056671 Iteration 0F: 2 clusters Score -190338.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -187591.515625 Penalty: 756.113342 Iteration 0F: 3 clusters Score -187591.5 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -188675.343750 Penalty: 756.113342 Iteration 1F: 3 clusters Score -188675.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -188815.859375 Penalty: 756.113342 Iteration 2F: 3 clusters Score -188815.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -188925.328125 Penalty: 756.113342 Iteration 3F: 3 clusters Score -188925.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -189050.484375 Penalty: 756.113342 Iteration 4F: 3 clusters Score -189050.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -189191.546875 Penalty: 756.113342 Iteration 5Q: 3 clusters Score -189191.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -189335.437500 Penalty: 756.113342 Iteration 6Q: 3 clusters Score -189335.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -189457.265625 Penalty: 756.113342 Iteration 7Q: 3 clusters Score -189457.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -189565.687500 Penalty: 756.113342 Iteration 8Q: 3 clusters Score -189565.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -189647.812500 Penalty: 756.113342 Iteration 9Q: 3 clusters Score -189647.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -189701.671875 Penalty: 756.113342 Iteration 10Q: 3 clusters Score -189701.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -189732.046875 Penalty: 756.113342 Iteration 11Q: 3 clusters Score -189732 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -189750.984375 Penalty: 756.113342 Iteration 12Q: 3 clusters Score -189751 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -189775.421875 Penalty: 756.113342 Iteration 13Q: 3 clusters Score -189775.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -189796.296875 Penalty: 756.113342 Iteration 14Q: 3 clusters Score -189796.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -189813.000000 Penalty: 756.113342 Iteration 15Q: 3 clusters Score -189813 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -189827.000000 Penalty: 756.113342 Iteration 16Q: 3 clusters Score -189827 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -189836.437500 Penalty: 756.113342 Iteration 17Q: 3 clusters Score -189836.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -189848.671875 Penalty: 756.113342 Iteration 18Q: 3 clusters Score -189848.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -189864.906250 Penalty: 756.113342 Iteration 19Q: 3 clusters Score -189864.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -189879.265625 Penalty: 756.113342 Iteration 20F: 3 clusters Score -189879.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -189888.906250 Penalty: 756.113342 Iteration 21Q: 3 clusters Score -189888.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -189901.015625 Penalty: 756.113342 Iteration 22Q: 3 clusters Score -189901 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -189915.203125 Penalty: 756.113342 Iteration 23Q: 3 clusters Score -189915.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -189928.562500 Penalty: 756.113342 Iteration 24Q: 3 clusters Score -189928.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -189943.359375 Penalty: 756.113342 Iteration 25Q: 3 clusters Score -189943.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -189956.296875 Penalty: 756.113342 Iteration 26Q: 3 clusters Score -189956.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -189964.625000 Penalty: 756.113342 Iteration 27Q: 3 clusters Score -189964.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -189973.593750 Penalty: 756.113342 Iteration 28Q: 3 clusters Score -189973.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -189978.906250 Penalty: 756.113342 Iteration 29Q: 3 clusters Score -189978.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -189982.562500 Penalty: 756.113342 Iteration 30Q: 3 clusters Score -189982.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -189986.750000 Penalty: 756.113342 Iteration 31Q: 3 clusters Score -189986.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -189992.406250 Penalty: 756.113342 Iteration 32Q: 3 clusters Score -189992.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -189997.031250 Penalty: 756.113342 Iteration 33Q: 3 clusters Score -189997 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -190004.343750 Penalty: 756.113342 Iteration 34Q: 3 clusters Score -190004.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -190009.234375 Penalty: 756.113342 Iteration 35Q: 3 clusters Score -190009.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -190013.140625 Penalty: 756.113342 Iteration 36Q: 3 clusters Score -190013.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -190015.453125 Penalty: 756.113342 Iteration 37Q: 3 clusters Score -190015.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -190016.343750 Penalty: 756.113342 Iteration 38Q: 3 clusters Score -190016.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -190016.765625 Penalty: 756.113342 Iteration 39Q: 3 clusters Score -190016.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -190018.359375 Penalty: 756.113342 Iteration 40F: 3 clusters Score -190018.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -190019.609375 Penalty: 756.113342 Iteration 41Q: 3 clusters Score -190019.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -190020.015625 Penalty: 756.113342 Iteration 42Q: 3 clusters Score -190020 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -190020.015625 Penalty: 756.113342 Iteration 43F: 3 clusters Score -190020 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Entering Unmasked Estep Score: -69997.125000 Penalty: 326.658508 Iteration 0F: 2 clusters Score -69997.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -68965.070312 Penalty: 653.317017 Iteration 0F: 3 clusters Score -68965.07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -69277.703125 Penalty: 653.317017 Iteration 1F: 3 clusters Score -69277.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -69324.671875 Penalty: 653.317017 Iteration 2F: 3 clusters Score -69324.67 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -69363.875000 Penalty: 653.317017 Iteration 3Q: 3 clusters Score -69363.88 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -69399.882812 Penalty: 653.317017 Iteration 4Q: 3 clusters Score -69399.88 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -69429.320312 Penalty: 653.317017 Iteration 5Q: 3 clusters Score -69429.32 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -69472.132812 Penalty: 653.317017 Iteration 6Q: 3 clusters Score -69472.13 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -69513.328125 Penalty: 653.317017 Iteration 7Q: 3 clusters Score -69513.33 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -69558.296875 Penalty: 653.317017 Iteration 8Q: 3 clusters Score -69558.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -69607.531250 Penalty: 653.317017 Iteration 9Q: 3 clusters Score -69607.53 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -69639.054688 Penalty: 653.317017 Iteration 10Q: 3 clusters Score -69639.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -69652.085938 Penalty: 653.317017 Iteration 11Q: 3 clusters Score -69652.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -69662.742188 Penalty: 653.317017 Iteration 12Q: 3 clusters Score -69662.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -69672.468750 Penalty: 653.317017 Iteration 13Q: 3 clusters Score -69672.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -69681.796875 Penalty: 653.317017 Iteration 14Q: 3 clusters Score -69681.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -69686.859375 Penalty: 653.317017 Iteration 15Q: 3 clusters Score -69686.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -69690.226562 Penalty: 653.317017 Iteration 16Q: 3 clusters Score -69690.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -69691.515625 Penalty: 653.317017 Iteration 17Q: 3 clusters Score -69691.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -69694.203125 Penalty: 653.317017 Iteration 18Q: 3 clusters Score -69694.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -69698.046875 Penalty: 653.317017 Iteration 19Q: 3 clusters Score -69698.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -69705.679688 Penalty: 653.317017 Iteration 20F: 3 clusters Score -69705.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -69710.148438 Penalty: 653.317017 Iteration 21Q: 3 clusters Score -69710.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -69714.281250 Penalty: 653.317017 Iteration 22Q: 3 clusters Score -69714.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -69717.898438 Penalty: 653.317017 Iteration 23Q: 3 clusters Score -69717.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -69719.382812 Penalty: 653.317017 Iteration 24Q: 3 clusters Score -69719.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -69719.890625 Penalty: 653.317017 Iteration 25Q: 3 clusters Score -69719.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -69719.906250 Penalty: 653.317017 Iteration 26Q: 3 clusters Score -69719.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -69720.695312 Penalty: 653.317017 Iteration 27Q: 3 clusters Score -69720.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -69720.906250 Penalty: 653.317017 Iteration 28Q: 3 clusters Score -69720.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -69721.000000 Penalty: 653.317017 Iteration 29Q: 3 clusters Score -69721 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -69721.148438 Penalty: 653.317017 Iteration 30Q: 3 clusters Score -69721.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -69721.218750 Penalty: 653.317017 Iteration 31Q: 3 clusters Score -69721.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -69721.468750 Penalty: 653.317017 Iteration 32Q: 3 clusters Score -69721.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -69721.656250 Penalty: 653.317017 Iteration 33Q: 3 clusters Score -69721.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -69721.984375 Penalty: 653.317017 Iteration 34Q: 3 clusters Score -69721.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -69722.273438 Penalty: 653.317017 Iteration 35Q: 3 clusters Score -69722.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -69722.375000 Penalty: 653.317017 Iteration 36Q: 3 clusters Score -69722.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -69722.375000 Penalty: 653.317017 Iteration 37F: 3 clusters Score -69722.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -17830.449219 Penalty: 274.286652 Iteration 0F: 2 clusters Score -17830.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -17388.777344 Penalty: 548.573303 Iteration 0F: 3 clusters Score -17388.78 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -17498.564453 Penalty: 548.573303 Iteration 1F: 3 clusters Score -17498.56 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -17537.318359 Penalty: 548.573303 Iteration 2F: 3 clusters Score -17537.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -17563.962891 Penalty: 548.573303 Iteration 3F: 3 clusters Score -17563.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -17580.933594 Penalty: 548.573303 Iteration 4Q: 3 clusters Score -17580.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -17593.363281 Penalty: 548.573303 Iteration 5Q: 3 clusters Score -17593.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -17601.845703 Penalty: 548.573303 Iteration 6Q: 3 clusters Score -17601.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -17615.951172 Penalty: 548.573303 Iteration 7Q: 3 clusters Score -17615.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -17619.242188 Penalty: 548.573303 Iteration 8Q: 3 clusters Score -17619.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -17621.257812 Penalty: 548.573303 Iteration 9Q: 3 clusters Score -17621.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -17621.535156 Penalty: 548.573303 Iteration 10Q: 3 clusters Score -17621.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -17621.535156 Penalty: 548.573303 Iteration 11F: 3 clusters Score -17621.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Entering Unmasked Estep Score: -3980.437500 Penalty: 210.880173 Iteration 0F: 2 clusters Score -3980.438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3800.727051 Penalty: 421.760345 Iteration 0F: 3 clusters Score -3800.727 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3845.038086 Penalty: 421.760345 Iteration 1F: 3 clusters Score -3845.038 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3874.121826 Penalty: 421.760345 Iteration 2F: 3 clusters Score -3874.122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3894.584961 Penalty: 421.760345 Iteration 3F: 3 clusters Score -3894.585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3916.687744 Penalty: 421.760345 Iteration 4Q: 3 clusters Score -3916.688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3949.752686 Penalty: 421.760345 Iteration 5Q: 3 clusters Score -3949.753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3973.818604 Penalty: 421.760345 Iteration 6Q: 3 clusters Score -3973.819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3993.193604 Penalty: 421.760345 Iteration 7Q: 3 clusters Score -3993.194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -4009.941162 Penalty: 421.760345 Iteration 8Q: 3 clusters Score -4009.941 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -4017.365967 Penalty: 421.760345 Iteration 9Q: 3 clusters Score -4017.366 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -4017.365967 Penalty: 421.760345 Iteration 10F: 3 clusters Score -4017.366 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150239 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26206 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 39 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49540 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204377 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 64 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 263 members Entering Unmasked Estep Score: -24280708.000000 Penalty: 17329.921875 Splitting cluster 24 changes total score from -24281042.000000 to -24280708.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (2568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Entering Unmasked Estep Score: -118250.609375 Penalty: 357.215149 Iteration 0F: 2 clusters Score -118250.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -116486.460938 Penalty: 714.430298 Iteration 0F: 3 clusters Score -116486.5 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -117118.328125 Penalty: 714.430298 Iteration 1F: 3 clusters Score -117118.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -117255.046875 Penalty: 714.430298 Iteration 2F: 3 clusters Score -117255 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -117403.460938 Penalty: 714.430298 Iteration 3F: 3 clusters Score -117403.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -117556.554688 Penalty: 714.430298 Iteration 4F: 3 clusters Score -117556.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -117704.421875 Penalty: 714.430298 Iteration 5F: 3 clusters Score -117704.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -117783.000000 Penalty: 714.430298 Iteration 6F: 3 clusters Score -117783 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -117815.640625 Penalty: 714.430298 Iteration 7Q: 3 clusters Score -117815.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -117839.453125 Penalty: 714.430298 Iteration 8Q: 3 clusters Score -117839.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -117872.492188 Penalty: 714.430298 Iteration 9Q: 3 clusters Score -117872.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -117902.328125 Penalty: 714.430298 Iteration 10Q: 3 clusters Score -117902.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -117936.914062 Penalty: 714.430298 Iteration 11Q: 3 clusters Score -117936.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -117973.937500 Penalty: 714.430298 Iteration 12Q: 3 clusters Score -117973.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -118004.328125 Penalty: 714.430298 Iteration 13Q: 3 clusters Score -118004.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -118021.304688 Penalty: 714.430298 Iteration 14Q: 3 clusters Score -118021.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -118035.593750 Penalty: 714.430298 Iteration 15Q: 3 clusters Score -118035.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -118040.695312 Penalty: 714.430298 Iteration 16Q: 3 clusters Score -118040.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -118045.070312 Penalty: 714.430298 Iteration 17Q: 3 clusters Score -118045.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -118050.289062 Penalty: 714.430298 Iteration 18Q: 3 clusters Score -118050.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -118053.906250 Penalty: 714.430298 Iteration 19Q: 3 clusters Score -118053.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -118056.359375 Penalty: 714.430298 Iteration 20F: 3 clusters Score -118056.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -118058.093750 Penalty: 714.430298 Iteration 21Q: 3 clusters Score -118058.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -118059.132812 Penalty: 714.430298 Iteration 22Q: 3 clusters Score -118059.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -118060.046875 Penalty: 714.430298 Iteration 23Q: 3 clusters Score -118060 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -118060.320312 Penalty: 714.430298 Iteration 24Q: 3 clusters Score -118060.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -118060.570312 Penalty: 714.430298 Iteration 25Q: 3 clusters Score -118060.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -118060.726562 Penalty: 714.430298 Iteration 26Q: 3 clusters Score -118060.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -118060.921875 Penalty: 714.430298 Iteration 27Q: 3 clusters Score -118060.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -118061.132812 Penalty: 714.430298 Iteration 28Q: 3 clusters Score -118061.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -118061.351562 Penalty: 714.430298 Iteration 29Q: 3 clusters Score -118061.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -118061.820312 Penalty: 714.430298 Iteration 30Q: 3 clusters Score -118061.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -118062.101562 Penalty: 714.430298 Iteration 31Q: 3 clusters Score -118062.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -118062.101562 Penalty: 714.430298 Iteration 32F: 3 clusters Score -118062.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -8618.203125 Penalty: 243.293381 Iteration 0F: 2 clusters Score -8618.203 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -8339.925781 Penalty: 486.586761 Iteration 0F: 3 clusters Score -8339.926 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8457.891602 Penalty: 486.586761 Iteration 1F: 3 clusters Score -8457.892 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8494.881836 Penalty: 486.586761 Iteration 2F: 3 clusters Score -8494.882 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8522.940430 Penalty: 486.586761 Iteration 3F: 3 clusters Score -8522.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -8534.196289 Penalty: 486.586761 Iteration 4F: 3 clusters Score -8534.196 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -8546.158203 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -8546.158 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -8564.011719 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -8564.012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -8568.301758 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -8568.302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -8569.448242 Penalty: 486.586761 Iteration 8Q: 3 clusters Score -8569.448 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -8569.448242 Penalty: 486.586761 Iteration 9F: 3 clusters Score -8569.448 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -30221.466797 Penalty: 299.983521 Iteration 0F: 2 clusters Score -30221.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -29636.972656 Penalty: 599.967041 Iteration 0F: 3 clusters Score -29636.97 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -29926.222656 Penalty: 599.967041 Iteration 1F: 3 clusters Score -29926.22 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -30075.917969 Penalty: 599.967041 Iteration 2F: 3 clusters Score -30075.92 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -30145.208984 Penalty: 599.967041 Iteration 3F: 3 clusters Score -30145.21 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -30174.318359 Penalty: 599.967041 Iteration 4Q: 3 clusters Score -30174.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -30186.800781 Penalty: 599.967041 Iteration 5Q: 3 clusters Score -30186.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -30200.005859 Penalty: 599.967041 Iteration 6Q: 3 clusters Score -30200.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -30220.570312 Penalty: 599.967041 Iteration 7Q: 3 clusters Score -30220.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -30234.517578 Penalty: 599.967041 Iteration 8Q: 3 clusters Score -30234.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -30246.982422 Penalty: 599.967041 Iteration 9Q: 3 clusters Score -30246.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -30251.912109 Penalty: 599.967041 Iteration 10Q: 3 clusters Score -30251.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -30253.371094 Penalty: 599.967041 Iteration 11Q: 3 clusters Score -30253.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -30254.080078 Penalty: 599.967041 Iteration 12Q: 3 clusters Score -30254.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -30255.318359 Penalty: 599.967041 Iteration 13Q: 3 clusters Score -30255.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -30255.888672 Penalty: 599.967041 Iteration 14Q: 3 clusters Score -30255.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -30255.888672 Penalty: 599.967041 Iteration 15F: 3 clusters Score -30255.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150239 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26206 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 462 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49540 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204377 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 268 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 263 members Entering Unmasked Estep Score: -24280804.000000 Penalty: 17329.921875 Splitting cluster 27 changes total score from -24281042.000000 to -24280804.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (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: -34555.703125 Penalty: 305.605072 Iteration 0F: 2 clusters Score -34555.7 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 412 members Entering Unmasked Estep Score: -33833.007812 Penalty: 611.210144 Iteration 0F: 3 clusters Score -33833.01 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -34043.851562 Penalty: 611.210144 Iteration 1F: 3 clusters Score -34043.85 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -34121.164062 Penalty: 611.210144 Iteration 2F: 3 clusters Score -34121.16 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -34168.546875 Penalty: 611.210144 Iteration 3F: 3 clusters Score -34168.55 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -34206.273438 Penalty: 611.210144 Iteration 4F: 3 clusters Score -34206.27 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -34233.917969 Penalty: 611.210144 Iteration 5Q: 3 clusters Score -34233.92 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -34260.292969 Penalty: 611.210144 Iteration 6Q: 3 clusters Score -34260.29 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -34280.988281 Penalty: 611.210144 Iteration 7Q: 3 clusters Score -34280.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -34287.070312 Penalty: 611.210144 Iteration 8Q: 3 clusters Score -34287.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -34291.261719 Penalty: 611.210144 Iteration 9Q: 3 clusters Score -34291.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -34296.000000 Penalty: 611.210144 Iteration 10Q: 3 clusters Score -34296 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -34299.054688 Penalty: 611.210144 Iteration 11Q: 3 clusters Score -34299.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -34301.464844 Penalty: 611.210144 Iteration 12Q: 3 clusters Score -34301.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -34305.621094 Penalty: 611.210144 Iteration 13Q: 3 clusters Score -34305.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -34307.972656 Penalty: 611.210144 Iteration 14Q: 3 clusters Score -34307.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -34312.042969 Penalty: 611.210144 Iteration 15Q: 3 clusters Score -34312.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -34317.218750 Penalty: 611.210144 Iteration 16Q: 3 clusters Score -34317.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -34320.128906 Penalty: 611.210144 Iteration 17Q: 3 clusters Score -34320.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -34323.218750 Penalty: 611.210144 Iteration 18Q: 3 clusters Score -34323.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -34324.542969 Penalty: 611.210144 Iteration 19Q: 3 clusters Score -34324.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -34324.761719 Penalty: 611.210144 Iteration 20F: 3 clusters Score -34324.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Entering Unmasked Estep Score: -10854.018555 Penalty: 253.533005 Iteration 0F: 2 clusters Score -10854.02 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 133 members Entering Unmasked Estep Score: -10544.414062 Penalty: 507.066010 Iteration 0F: 3 clusters Score -10544.41 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -10708.971680 Penalty: 507.066010 Iteration 1F: 3 clusters Score -10708.97 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -10822.841797 Penalty: 507.066010 Iteration 2F: 3 clusters Score -10822.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -10957.017578 Penalty: 507.066010 Iteration 3F: 3 clusters Score -10957.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -11144.946289 Penalty: 507.066010 Iteration 4Q: 3 clusters Score -11144.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -11301.745117 Penalty: 507.066010 Iteration 5Q: 3 clusters Score -11301.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -11418.009766 Penalty: 507.066010 Iteration 6Q: 3 clusters Score -11418.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -11450.377930 Penalty: 507.066010 Iteration 7Q: 3 clusters Score -11450.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -11479.947266 Penalty: 507.066010 Iteration 8Q: 3 clusters Score -11479.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -11479.947266 Penalty: 507.066010 Iteration 9F: 3 clusters Score -11479.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150239 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26206 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 84 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49540 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204377 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 179 members Entering Unmasked Estep Score: -24281348.000000 Penalty: 17329.921875 Splitting cluster 29 changes total score from -24281042.000000 to -24281348.000000 So it's getting split into cluster 13. Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 375 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150239 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26206 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49540 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204377 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1312 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281356.000000 Penalty: 17329.921875 Iteration 119Q: 30 clusters Score -2.428136e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 17147 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150224 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26198 members Mstep: Class 9 contains 27079 members Mstep: Class 10 contains 2949 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 80 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2469 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49582 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204339 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 1325 members Mstep: Class 23 contains 415 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 826 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281448.000000 Penalty: 17329.921875 Iteration 120F: 30 clusters Score -2.428145e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 17153 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3878 members Mstep: Class 4 contains 150205 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26193 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2950 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 86 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2467 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49606 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204249 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 1411 members Mstep: Class 23 contains 414 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 726 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281542.000000 Penalty: 17329.921875 Iteration 121Q: 30 clusters Score -2.428154e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 17165 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 150188 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26180 members Mstep: Class 9 contains 27080 members Mstep: Class 10 contains 2951 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 93 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2467 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49624 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204180 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 1480 members Mstep: Class 23 contains 412 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 721 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281606.000000 Penalty: 17329.921875 Iteration 122Q: 30 clusters Score -2.428161e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17176 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 150172 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26169 members Mstep: Class 9 contains 27078 members Mstep: Class 10 contains 2951 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 96 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2464 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49625 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204130 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 1550 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 720 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281666.000000 Penalty: 17329.921875 Iteration 123Q: 30 clusters Score -2.428167e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 150156 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26166 members Mstep: Class 9 contains 27077 members Mstep: Class 10 contains 2951 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 97 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2464 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49617 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204080 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 1615 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 719 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281656.000000 Penalty: 17329.921875 Iteration 124Q: 30 clusters Score -2.428166e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17206 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 150134 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26164 members Mstep: Class 9 contains 27076 members Mstep: Class 10 contains 2952 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 98 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2465 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49615 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 204016 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 1686 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 718 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281686.000000 Penalty: 17329.921875 Iteration 125Q: 30 clusters Score -2.428169e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3877 members Mstep: Class 4 contains 150106 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26162 members Mstep: Class 9 contains 27071 members Mstep: Class 10 contains 2954 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 100 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2465 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49613 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203959 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 1752 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281690.000000 Penalty: 17329.921875 Iteration 126Q: 30 clusters Score -2.428169e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17254 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3875 members Mstep: Class 4 contains 150087 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26160 members Mstep: Class 9 contains 27066 members Mstep: Class 10 contains 2956 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2467 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49596 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203910 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 1820 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281662.000000 Penalty: 17329.921875 Iteration 127Q: 30 clusters Score -2.428166e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17279 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3875 members Mstep: Class 4 contains 150072 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26157 members Mstep: Class 9 contains 27055 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2471 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49578 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203872 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 1873 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281708.000000 Penalty: 17329.921875 Iteration 128Q: 30 clusters Score -2.428171e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3875 members Mstep: Class 4 contains 150052 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26156 members Mstep: Class 9 contains 27043 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2475 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49567 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203832 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 1924 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 827 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281728.000000 Penalty: 17329.921875 Iteration 129Q: 30 clusters Score -2.428173e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17343 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3875 members Mstep: Class 4 contains 150020 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26153 members Mstep: Class 9 contains 27033 members Mstep: Class 10 contains 2961 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2476 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49550 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203819 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 1961 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 828 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281804.000000 Penalty: 17329.921875 Iteration 130Q: 30 clusters Score -2.42818e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17379 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3874 members Mstep: Class 4 contains 149984 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26152 members Mstep: Class 9 contains 27029 members Mstep: Class 10 contains 2962 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2479 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49548 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203791 members Mstep: Class 21 contains 4053 members Mstep: Class 22 contains 1995 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 829 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281846.000000 Penalty: 17329.921875 Iteration 131Q: 30 clusters Score -2.428185e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17409 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3873 members Mstep: Class 4 contains 149952 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26153 members Mstep: Class 9 contains 27028 members Mstep: Class 10 contains 2962 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49528 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203772 members Mstep: Class 21 contains 4055 members Mstep: Class 22 contains 2034 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 829 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281878.000000 Penalty: 17329.921875 Iteration 132Q: 30 clusters Score -2.428188e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17447 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3870 members Mstep: Class 4 contains 149912 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26153 members Mstep: Class 9 contains 27029 members Mstep: Class 10 contains 2963 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49519 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203749 members Mstep: Class 21 contains 4057 members Mstep: Class 22 contains 2067 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 829 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281882.000000 Penalty: 17329.921875 Iteration 133Q: 30 clusters Score -2.428188e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17479 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3868 members Mstep: Class 4 contains 149873 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26153 members Mstep: Class 9 contains 27031 members Mstep: Class 10 contains 2964 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2480 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49503 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203737 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 2101 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281916.000000 Penalty: 17329.921875 Iteration 134Q: 30 clusters Score -2.428192e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17504 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3866 members Mstep: Class 4 contains 149836 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26154 members Mstep: Class 9 contains 27031 members Mstep: Class 10 contains 2968 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2478 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49490 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203740 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 2122 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281922.000000 Penalty: 17329.921875 Iteration 135Q: 30 clusters Score -2.428192e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17523 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3864 members Mstep: Class 4 contains 149813 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26154 members Mstep: Class 9 contains 27030 members Mstep: Class 10 contains 2973 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2477 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49474 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203743 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 2140 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281924.000000 Penalty: 17329.921875 Iteration 136Q: 30 clusters Score -2.428192e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17545 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3864 members Mstep: Class 4 contains 149790 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26154 members Mstep: Class 9 contains 27025 members Mstep: Class 10 contains 2977 members Mstep: Class 11 contains 1946 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2479 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49453 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203742 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 2162 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281930.000000 Penalty: 17329.921875 Iteration 137Q: 30 clusters Score -2.428193e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17567 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3863 members Mstep: Class 4 contains 149766 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27021 members Mstep: Class 10 contains 2980 members Mstep: Class 11 contains 1945 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2482 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49422 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203747 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 2189 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281968.000000 Penalty: 17329.921875 Iteration 138Q: 30 clusters Score -2.428197e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17584 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3863 members Mstep: Class 4 contains 149747 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27022 members Mstep: Class 10 contains 2980 members Mstep: Class 11 contains 1944 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2483 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49386 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203759 members Mstep: Class 21 contains 4054 members Mstep: Class 22 contains 2214 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24281946.000000 Penalty: 17329.921875 Iteration 139Q: 30 clusters Score -2.428195e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 17603 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3863 members Mstep: Class 4 contains 149726 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27022 members Mstep: Class 10 contains 2982 members Mstep: Class 11 contains 1942 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 101 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2484 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49355 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203768 members Mstep: Class 21 contains 4055 members Mstep: Class 22 contains 2236 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282028.000000 Penalty: 17329.921875 Iteration 140F: 30 clusters Score -2.428203e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 156 members Mstep: Class 1 contains 17615 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3863 members Mstep: Class 4 contains 149709 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27023 members Mstep: Class 10 contains 2984 members Mstep: Class 11 contains 1941 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 102 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2485 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49338 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203767 members Mstep: Class 21 contains 4056 members Mstep: Class 22 contains 2255 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282054.000000 Penalty: 17329.921875 Iteration 141Q: 30 clusters Score -2.428205e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3862 members Mstep: Class 4 contains 149691 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27022 members Mstep: Class 10 contains 2986 members Mstep: Class 11 contains 1939 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 105 members Mstep: Class 14 contains 3948 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2485 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49327 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203772 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2264 members Mstep: Class 23 contains 409 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282084.000000 Penalty: 17329.921875 Iteration 142Q: 30 clusters Score -2.428208e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3861 members Mstep: Class 4 contains 149670 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26154 members Mstep: Class 9 contains 27019 members Mstep: Class 10 contains 2988 members Mstep: Class 11 contains 1939 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2485 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49310 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203777 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2277 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282088.000000 Penalty: 17329.921875 Iteration 143Q: 30 clusters Score -2.428209e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17671 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3859 members Mstep: Class 4 contains 149653 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27020 members Mstep: Class 10 contains 2989 members Mstep: Class 11 contains 1939 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2486 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49286 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203781 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2295 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282086.000000 Penalty: 17329.921875 Iteration 144Q: 30 clusters Score -2.428209e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17689 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3858 members Mstep: Class 4 contains 149631 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27024 members Mstep: Class 10 contains 2988 members Mstep: Class 11 contains 1938 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2486 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49261 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203785 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2319 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282116.000000 Penalty: 17329.921875 Iteration 145Q: 30 clusters Score -2.428212e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17705 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3855 members Mstep: Class 4 contains 149613 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26155 members Mstep: Class 9 contains 27029 members Mstep: Class 10 contains 2989 members Mstep: Class 11 contains 1937 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2486 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49246 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203780 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2339 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282110.000000 Penalty: 17329.921875 Iteration 146Q: 30 clusters Score -2.428211e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17720 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3855 members Mstep: Class 4 contains 149594 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26154 members Mstep: Class 9 contains 27030 members Mstep: Class 10 contains 2992 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2488 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49227 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203778 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2360 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282096.000000 Penalty: 17329.921875 Iteration 147Q: 30 clusters Score -2.42821e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17730 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3854 members Mstep: Class 4 contains 149580 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26153 members Mstep: Class 9 contains 27034 members Mstep: Class 10 contains 2996 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2489 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49208 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203767 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2387 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282108.000000 Penalty: 17329.921875 Iteration 148Q: 30 clusters Score -2.428211e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3855 members Mstep: Class 4 contains 149560 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26152 members Mstep: Class 9 contains 27033 members Mstep: Class 10 contains 3002 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2489 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49199 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203763 members Mstep: Class 21 contains 4058 members Mstep: Class 22 contains 2403 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282096.000000 Penalty: 17329.921875 Iteration 149Q: 30 clusters Score -2.42821e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17753 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3854 members Mstep: Class 4 contains 149544 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26151 members Mstep: Class 9 contains 27033 members Mstep: Class 10 contains 3006 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2489 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49190 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203755 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 2421 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282086.000000 Penalty: 17329.921875 Iteration 150Q: 30 clusters Score -2.428209e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17771 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3854 members Mstep: Class 4 contains 149527 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26149 members Mstep: Class 9 contains 27031 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2492 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49175 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203751 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 2438 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282110.000000 Penalty: 17329.921875 Iteration 151Q: 30 clusters Score -2.428211e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17802 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3853 members Mstep: Class 4 contains 149497 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26149 members Mstep: Class 9 contains 27029 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2494 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49164 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203748 members Mstep: Class 21 contains 4060 members Mstep: Class 22 contains 2452 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282108.000000 Penalty: 17329.921875 Iteration 152Q: 30 clusters Score -2.428211e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17830 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3853 members Mstep: Class 4 contains 149470 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26149 members Mstep: Class 9 contains 27025 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2495 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49150 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203752 members Mstep: Class 21 contains 4061 members Mstep: Class 22 contains 2463 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282114.000000 Penalty: 17329.921875 Iteration 153Q: 30 clusters Score -2.428211e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17856 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3853 members Mstep: Class 4 contains 149440 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26149 members Mstep: Class 9 contains 27027 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2496 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49137 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203750 members Mstep: Class 21 contains 4063 members Mstep: Class 22 contains 2477 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282132.000000 Penalty: 17329.921875 Iteration 154Q: 30 clusters Score -2.428213e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17886 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3854 members Mstep: Class 4 contains 149406 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26148 members Mstep: Class 9 contains 27023 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2500 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49122 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203749 members Mstep: Class 21 contains 4064 members Mstep: Class 22 contains 2496 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 830 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282134.000000 Penalty: 17329.921875 Iteration 155Q: 30 clusters Score -2.428213e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3854 members Mstep: Class 4 contains 149369 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26147 members Mstep: Class 9 contains 27018 members Mstep: Class 10 contains 3007 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2498 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49106 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203749 members Mstep: Class 21 contains 4065 members Mstep: Class 22 contains 2516 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282118.000000 Penalty: 17329.921875 Iteration 156Q: 30 clusters Score -2.428212e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17963 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3852 members Mstep: Class 4 contains 149335 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2524 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26146 members Mstep: Class 9 contains 27016 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2500 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49084 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203753 members Mstep: Class 21 contains 4065 members Mstep: Class 22 contains 2537 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282126.000000 Penalty: 17329.921875 Iteration 157Q: 30 clusters Score -2.428213e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3850 members Mstep: Class 4 contains 149314 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2525 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26145 members Mstep: Class 9 contains 27014 members Mstep: Class 10 contains 3003 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2502 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49057 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203759 members Mstep: Class 21 contains 4066 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282132.000000 Penalty: 17329.921875 Iteration 158Q: 30 clusters Score -2.428213e+07 nChanged 82 Entering ConstructFrom: Score: -24282132.000000 Penalty: 17329.921875 Entering ConstructFrom: Trying to split cluster 1 (18007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18007 members Entering Unmasked Estep Score: -927909.500000 Penalty: 445.832489 Iteration 0F: 2 clusters Score -927909.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -916067.937500 Penalty: 891.664978 Iteration 0F: 3 clusters Score -916067.9 nChanged 8507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -920709.062500 Penalty: 891.664978 Iteration 1F: 3 clusters Score -920709.1 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -920846.250000 Penalty: 891.664978 Iteration 2Q: 3 clusters Score -920846.2 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -920975.125000 Penalty: 891.664978 Iteration 3Q: 3 clusters Score -920975.1 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -921131.437500 Penalty: 891.664978 Iteration 4Q: 3 clusters Score -921131.4 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -921353.625000 Penalty: 891.664978 Iteration 5Q: 3 clusters Score -921353.6 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -921696.312500 Penalty: 891.664978 Iteration 6Q: 3 clusters Score -921696.3 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 10330 members Entering Unmasked Estep Score: -922269.250000 Penalty: 891.664978 Iteration 7Q: 3 clusters Score -922269.2 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 10652 members Entering Unmasked Estep Score: -923097.562500 Penalty: 891.664978 Iteration 8F: 3 clusters Score -923097.6 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -923948.500000 Penalty: 891.664978 Iteration 9F: 3 clusters Score -923948.5 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -924346.000000 Penalty: 891.664978 Iteration 10Q: 3 clusters Score -924346 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -924491.375000 Penalty: 891.664978 Iteration 11Q: 3 clusters Score -924491.4 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -924567.687500 Penalty: 891.664978 Iteration 12Q: 3 clusters Score -924567.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -924628.750000 Penalty: 891.664978 Iteration 13Q: 3 clusters Score -924628.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 11762 members Entering Unmasked Estep Score: -924691.875000 Penalty: 891.664978 Iteration 14Q: 3 clusters Score -924691.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -924762.187500 Penalty: 891.664978 Iteration 15Q: 3 clusters Score -924762.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 12182 members Entering Unmasked Estep Score: -924844.750000 Penalty: 891.664978 Iteration 16Q: 3 clusters Score -924844.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -924938.937500 Penalty: 891.664978 Iteration 17Q: 3 clusters Score -924938.9 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -925052.937500 Penalty: 891.664978 Iteration 18Q: 3 clusters Score -925052.9 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 12835 members Entering Unmasked Estep Score: -925199.437500 Penalty: 891.664978 Iteration 19Q: 3 clusters Score -925199.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 13067 members Entering Unmasked Estep Score: -925392.312500 Penalty: 891.664978 Iteration 20F: 3 clusters Score -925392.3 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -925652.000000 Penalty: 891.664978 Iteration 21Q: 3 clusters Score -925652 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 13580 members Entering Unmasked Estep Score: -925928.375000 Penalty: 891.664978 Iteration 22Q: 3 clusters Score -925928.4 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 13783 members Entering Unmasked Estep Score: -926255.187500 Penalty: 891.664978 Iteration 23Q: 3 clusters Score -926255.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 13927 members Entering Unmasked Estep Score: -926577.187500 Penalty: 891.664978 Iteration 24Q: 3 clusters Score -926577.2 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 14004 members Entering Unmasked Estep Score: -926801.000000 Penalty: 891.664978 Iteration 25Q: 3 clusters Score -926801 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -926950.625000 Penalty: 891.664978 Iteration 26Q: 3 clusters Score -926950.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 14026 members Entering Unmasked Estep Score: -927062.937500 Penalty: 891.664978 Iteration 27Q: 3 clusters Score -927062.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 14036 members Entering Unmasked Estep Score: -927138.312500 Penalty: 891.664978 Iteration 28Q: 3 clusters Score -927138.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 14038 members Entering Unmasked Estep Score: -927185.562500 Penalty: 891.664978 Iteration 29Q: 3 clusters Score -927185.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 14030 members Entering Unmasked Estep Score: -927211.500000 Penalty: 891.664978 Iteration 30Q: 3 clusters Score -927211.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -927226.687500 Penalty: 891.664978 Iteration 31Q: 3 clusters Score -927226.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 14027 members Entering Unmasked Estep Score: -927245.750000 Penalty: 891.664978 Iteration 32Q: 3 clusters Score -927245.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 14029 members Entering Unmasked Estep Score: -927252.375000 Penalty: 891.664978 Iteration 33Q: 3 clusters Score -927252.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -927256.250000 Penalty: 891.664978 Iteration 34Q: 3 clusters Score -927256.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -927263.687500 Penalty: 891.664978 Iteration 35Q: 3 clusters Score -927263.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -927265.250000 Penalty: 891.664978 Iteration 36Q: 3 clusters Score -927265.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 14020 members Entering Unmasked Estep Score: -927263.812500 Penalty: 891.664978 Iteration 37Q: 3 clusters Score -927263.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 14020 members Entering Unmasked Estep Score: -927267.125000 Penalty: 891.664978 Iteration 38Q: 3 clusters Score -927267.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 14020 members Entering Unmasked Estep Score: -927265.875000 Penalty: 891.664978 Iteration 39Q: 3 clusters Score -927265.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 14022 members Entering Unmasked Estep Score: -927279.750000 Penalty: 891.664978 Iteration 40F: 3 clusters Score -927279.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -927282.062500 Penalty: 891.664978 Iteration 41Q: 3 clusters Score -927282.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 14013 members Entering Unmasked Estep Score: -927283.750000 Penalty: 891.664978 Iteration 42Q: 3 clusters Score -927283.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -927282.625000 Penalty: 891.664978 Iteration 43Q: 3 clusters Score -927282.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 14029 members Entering Unmasked Estep Score: -927282.500000 Penalty: 891.664978 Iteration 44Q: 3 clusters Score -927282.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -927283.625000 Penalty: 891.664978 Iteration 45Q: 3 clusters Score -927283.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 14050 members Entering Unmasked Estep Score: -927286.625000 Penalty: 891.664978 Iteration 46Q: 3 clusters Score -927286.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 14058 members Entering Unmasked Estep Score: -927289.437500 Penalty: 891.664978 Iteration 47Q: 3 clusters Score -927289.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 14066 members Entering Unmasked Estep Score: -927285.500000 Penalty: 891.664978 Iteration 48Q: 3 clusters Score -927285.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -927285.562500 Penalty: 891.664978 Iteration 49Q: 3 clusters Score -927285.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 14078 members Entering Unmasked Estep Score: -927286.562500 Penalty: 891.664978 Iteration 50Q: 3 clusters Score -927286.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 14088 members Entering Unmasked Estep Score: -927286.812500 Penalty: 891.664978 Iteration 51Q: 3 clusters Score -927286.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 14096 members Entering Unmasked Estep Score: -927287.187500 Penalty: 891.664978 Iteration 52Q: 3 clusters Score -927287.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 14108 members Entering Unmasked Estep Score: -927286.562500 Penalty: 891.664978 Iteration 53Q: 3 clusters Score -927286.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -927286.687500 Penalty: 891.664978 Iteration 54Q: 3 clusters Score -927286.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 14127 members Entering Unmasked Estep Score: -927287.250000 Penalty: 891.664978 Iteration 55Q: 3 clusters Score -927287.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 14133 members Entering Unmasked Estep Score: -927287.125000 Penalty: 891.664978 Iteration 56Q: 3 clusters Score -927287.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -927285.625000 Penalty: 891.664978 Iteration 57Q: 3 clusters Score -927285.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -927286.250000 Penalty: 891.664978 Iteration 58Q: 3 clusters Score -927286.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 14147 members Entering Unmasked Estep Score: -927286.187500 Penalty: 891.664978 Iteration 59Q: 3 clusters Score -927286.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 14151 members Entering Unmasked Estep Score: -927286.625000 Penalty: 891.664978 Iteration 60F: 3 clusters Score -927286.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 14152 members Entering Unmasked Estep Score: -927287.000000 Penalty: 891.664978 Iteration 61Q: 3 clusters Score -927287 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 14153 members Entering Unmasked Estep Score: -927286.437500 Penalty: 891.664978 Iteration 62Q: 3 clusters Score -927286.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 14153 members Entering Unmasked Estep Score: -927286.437500 Penalty: 891.664978 Iteration 63F: 3 clusters Score -927286.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -17096.898438 Penalty: 269.796326 Iteration 0F: 2 clusters Score -17096.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -16694.128906 Penalty: 539.592651 Iteration 0F: 3 clusters Score -16694.13 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16852.546875 Penalty: 539.592651 Iteration 1F: 3 clusters Score -16852.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -16896.689453 Penalty: 539.592651 Iteration 2F: 3 clusters Score -16896.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16915.908203 Penalty: 539.592651 Iteration 3F: 3 clusters Score -16915.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -16926.761719 Penalty: 539.592651 Iteration 4Q: 3 clusters Score -16926.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16937.929688 Penalty: 539.592651 Iteration 5Q: 3 clusters Score -16937.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16946.441406 Penalty: 539.592651 Iteration 6Q: 3 clusters Score -16946.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -16953.175781 Penalty: 539.592651 Iteration 7Q: 3 clusters Score -16953.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16954.953125 Penalty: 539.592651 Iteration 8Q: 3 clusters Score -16954.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16962.492188 Penalty: 539.592651 Iteration 9Q: 3 clusters Score -16962.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16965.818359 Penalty: 539.592651 Iteration 10Q: 3 clusters Score -16965.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16968.343750 Penalty: 539.592651 Iteration 11Q: 3 clusters Score -16968.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -16969.138672 Penalty: 539.592651 Iteration 12Q: 3 clusters Score -16969.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -16969.746094 Penalty: 539.592651 Iteration 13Q: 3 clusters Score -16969.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -16969.746094 Penalty: 539.592651 Iteration 14F: 3 clusters Score -16969.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Entering Unmasked Estep Score: -198506.718750 Penalty: 375.640198 Iteration 0F: 2 clusters Score -198506.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -195846.296875 Penalty: 751.280396 Iteration 0F: 3 clusters Score -195846.3 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -196749.078125 Penalty: 751.280396 Iteration 1F: 3 clusters Score -196749.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -196856.906250 Penalty: 751.280396 Iteration 2F: 3 clusters Score -196856.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -196973.078125 Penalty: 751.280396 Iteration 3F: 3 clusters Score -196973.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -197095.859375 Penalty: 751.280396 Iteration 4F: 3 clusters Score -197095.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -197251.500000 Penalty: 751.280396 Iteration 5F: 3 clusters Score -197251.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -197421.468750 Penalty: 751.280396 Iteration 6F: 3 clusters Score -197421.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -197576.765625 Penalty: 751.280396 Iteration 7Q: 3 clusters Score -197576.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -197693.359375 Penalty: 751.280396 Iteration 8Q: 3 clusters Score -197693.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -197789.375000 Penalty: 751.280396 Iteration 9Q: 3 clusters Score -197789.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -197830.234375 Penalty: 751.280396 Iteration 10Q: 3 clusters Score -197830.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -197863.218750 Penalty: 751.280396 Iteration 11Q: 3 clusters Score -197863.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -197887.109375 Penalty: 751.280396 Iteration 12Q: 3 clusters Score -197887.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -197901.125000 Penalty: 751.280396 Iteration 13Q: 3 clusters Score -197901.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -197918.687500 Penalty: 751.280396 Iteration 14Q: 3 clusters Score -197918.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -197937.390625 Penalty: 751.280396 Iteration 15Q: 3 clusters Score -197937.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -197951.718750 Penalty: 751.280396 Iteration 16Q: 3 clusters Score -197951.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -197959.562500 Penalty: 751.280396 Iteration 17Q: 3 clusters Score -197959.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -197961.109375 Penalty: 751.280396 Iteration 18Q: 3 clusters Score -197961.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -197963.468750 Penalty: 751.280396 Iteration 19Q: 3 clusters Score -197963.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -197965.015625 Penalty: 751.280396 Iteration 20F: 3 clusters Score -197965 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -197966.562500 Penalty: 751.280396 Iteration 21Q: 3 clusters Score -197966.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -197969.593750 Penalty: 751.280396 Iteration 22Q: 3 clusters Score -197969.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -197971.156250 Penalty: 751.280396 Iteration 23Q: 3 clusters Score -197971.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -197974.203125 Penalty: 751.280396 Iteration 24Q: 3 clusters Score -197974.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -197978.234375 Penalty: 751.280396 Iteration 25Q: 3 clusters Score -197978.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -197980.468750 Penalty: 751.280396 Iteration 26Q: 3 clusters Score -197980.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -197985.500000 Penalty: 751.280396 Iteration 27Q: 3 clusters Score -197985.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -197990.718750 Penalty: 751.280396 Iteration 28Q: 3 clusters Score -197990.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -197995.625000 Penalty: 751.280396 Iteration 29Q: 3 clusters Score -197995.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -198006.218750 Penalty: 751.280396 Iteration 30Q: 3 clusters Score -198006.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -198023.968750 Penalty: 751.280396 Iteration 31Q: 3 clusters Score -198024 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -198038.375000 Penalty: 751.280396 Iteration 32Q: 3 clusters Score -198038.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -198050.187500 Penalty: 751.280396 Iteration 33Q: 3 clusters Score -198050.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -198063.781250 Penalty: 751.280396 Iteration 34Q: 3 clusters Score -198063.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -198075.296875 Penalty: 751.280396 Iteration 35Q: 3 clusters Score -198075.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -198087.921875 Penalty: 751.280396 Iteration 36Q: 3 clusters Score -198087.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -198099.921875 Penalty: 751.280396 Iteration 37Q: 3 clusters Score -198099.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -198110.578125 Penalty: 751.280396 Iteration 38Q: 3 clusters Score -198110.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -198113.703125 Penalty: 751.280396 Iteration 39Q: 3 clusters Score -198113.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -198114.000000 Penalty: 751.280396 Iteration 40F: 3 clusters Score -198114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -198114.703125 Penalty: 751.280396 Iteration 41Q: 3 clusters Score -198114.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -198114.703125 Penalty: 751.280396 Iteration 42F: 3 clusters Score -198114.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (149292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149292 members Entering Unmasked Estep Score: -7549720.500000 Penalty: 542.071472 Iteration 0F: 2 clusters Score -7549720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74744 members Mstep: Class 2 contains 74548 members Entering Unmasked Estep Score: -7456816.500000 Penalty: 1084.142944 Iteration 0F: 3 clusters Score -7456816 nChanged 73133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83541 members Mstep: Class 2 contains 65751 members Entering Unmasked Estep Score: -7502512.000000 Penalty: 1084.142944 Iteration 1F: 3 clusters Score -7502512 nChanged 7295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88534 members Mstep: Class 2 contains 60758 members Entering Unmasked Estep Score: -7505268.500000 Penalty: 1084.142944 Iteration 2Q: 3 clusters Score -7505268 nChanged 8548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95304 members Mstep: Class 2 contains 53988 members Entering Unmasked Estep Score: -7509385.500000 Penalty: 1084.142944 Iteration 3F: 3 clusters Score -7509386 nChanged 9944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104040 members Mstep: Class 2 contains 45252 members Entering Unmasked Estep Score: -7515588.000000 Penalty: 1084.142944 Iteration 4F: 3 clusters Score -7515588 nChanged 12024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115590 members Mstep: Class 2 contains 33702 members Entering Unmasked Estep Score: -7524125.500000 Penalty: 1084.142944 Iteration 5F: 3 clusters Score -7524126 nChanged 12901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128335 members Mstep: Class 2 contains 20957 members Entering Unmasked Estep Score: -7533812.500000 Penalty: 1084.142944 Iteration 6F: 3 clusters Score -7533812 nChanged 10506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138789 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -7541900.000000 Penalty: 1084.142944 Iteration 7F: 3 clusters Score -7541900 nChanged 5895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144678 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -7546469.000000 Penalty: 1084.142944 Iteration 8Q: 3 clusters Score -7546469 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147100 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -7548325.000000 Penalty: 1084.142944 Iteration 9Q: 3 clusters Score -7548325 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147975 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -7548939.000000 Penalty: 1084.142944 Iteration 10Q: 3 clusters Score -7548939 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148271 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -7549287.500000 Penalty: 1084.142944 Iteration 11Q: 3 clusters Score -7549288 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148389 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -7549431.500000 Penalty: 1084.142944 Iteration 12Q: 3 clusters Score -7549432 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148455 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -7549488.500000 Penalty: 1084.142944 Iteration 13Q: 3 clusters Score -7549488 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148504 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -7549495.000000 Penalty: 1084.142944 Iteration 14Q: 3 clusters Score -7549495 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148527 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -7549511.500000 Penalty: 1084.142944 Iteration 15Q: 3 clusters Score -7549512 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148532 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -7549510.000000 Penalty: 1084.142944 Iteration 16Q: 3 clusters Score -7549510 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148532 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -7549501.000000 Penalty: 1084.142944 Iteration 17Q: 3 clusters Score -7549501 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148536 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -7549504.500000 Penalty: 1084.142944 Iteration 18Q: 3 clusters Score -7549504 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148538 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -7549502.000000 Penalty: 1084.142944 Iteration 19Q: 3 clusters Score -7549502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148537 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -7549508.500000 Penalty: 1084.142944 Iteration 20F: 3 clusters Score -7549508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148539 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -7549511.500000 Penalty: 1084.142944 Iteration 21Q: 3 clusters Score -7549512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148538 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -7549511.500000 Penalty: 1084.142944 Iteration 22Q: 3 clusters Score -7549512 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148542 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -7549509.500000 Penalty: 1084.142944 Iteration 23Q: 3 clusters Score -7549510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148547 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -7549514.000000 Penalty: 1084.142944 Iteration 24Q: 3 clusters Score -7549514 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148551 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -7549525.500000 Penalty: 1084.142944 Iteration 25Q: 3 clusters Score -7549526 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148553 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -7549530.500000 Penalty: 1084.142944 Iteration 26Q: 3 clusters Score -7549530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148550 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -7549525.500000 Penalty: 1084.142944 Iteration 27Q: 3 clusters Score -7549526 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148551 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -7549536.500000 Penalty: 1084.142944 Iteration 28Q: 3 clusters Score -7549536 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148547 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -7549530.500000 Penalty: 1084.142944 Iteration 29Q: 3 clusters Score -7549530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148542 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -7549534.500000 Penalty: 1084.142944 Iteration 30Q: 3 clusters Score -7549534 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148541 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -7549536.500000 Penalty: 1084.142944 Iteration 31Q: 3 clusters Score -7549536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148538 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -7549542.500000 Penalty: 1084.142944 Iteration 32Q: 3 clusters Score -7549542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148534 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -7549536.500000 Penalty: 1084.142944 Iteration 33Q: 3 clusters Score -7549536 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148530 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -7549535.500000 Penalty: 1084.142944 Iteration 34Q: 3 clusters Score -7549536 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148524 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -7549533.000000 Penalty: 1084.142944 Iteration 35Q: 3 clusters Score -7549533 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148516 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -7549535.500000 Penalty: 1084.142944 Iteration 36Q: 3 clusters Score -7549536 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148518 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -7549537.500000 Penalty: 1084.142944 Iteration 37Q: 3 clusters Score -7549538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148516 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -7549538.500000 Penalty: 1084.142944 Iteration 38Q: 3 clusters Score -7549538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148518 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -7549540.000000 Penalty: 1084.142944 Iteration 39Q: 3 clusters Score -7549540 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148521 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -7549538.000000 Penalty: 1084.142944 Iteration 40F: 3 clusters Score -7549538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148521 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -7549538.000000 Penalty: 1084.142944 Iteration 41Q: 3 clusters Score -7549538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148521 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -7549534.500000 Penalty: 1084.142944 Iteration 42Q: 3 clusters Score -7549534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148522 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -7549536.000000 Penalty: 1084.142944 Iteration 43Q: 3 clusters Score -7549536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148523 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -7549537.500000 Penalty: 1084.142944 Iteration 44Q: 3 clusters Score -7549538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148524 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -7549539.500000 Penalty: 1084.142944 Iteration 45Q: 3 clusters Score -7549540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148523 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -7549536.500000 Penalty: 1084.142944 Iteration 46Q: 3 clusters Score -7549536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148523 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -7549536.500000 Penalty: 1084.142944 Iteration 47F: 3 clusters Score -7549536 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -31235.193359 Penalty: 297.747986 Iteration 0F: 2 clusters Score -31235.19 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 331 members Entering Unmasked Estep Score: -30625.960938 Penalty: 595.495972 Iteration 0F: 3 clusters Score -30625.96 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -30769.810547 Penalty: 595.495972 Iteration 1F: 3 clusters Score -30769.81 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -30812.687500 Penalty: 595.495972 Iteration 2F: 3 clusters Score -30812.69 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -30837.007812 Penalty: 595.495972 Iteration 3F: 3 clusters Score -30837.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -30850.455078 Penalty: 595.495972 Iteration 4Q: 3 clusters Score -30850.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -30857.207031 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -30857.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -30860.554688 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -30860.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -30863.894531 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -30863.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -30865.562500 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -30865.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -30866.939453 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -30866.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -30868.277344 Penalty: 595.495972 Iteration 10Q: 3 clusters Score -30868.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -30868.935547 Penalty: 595.495972 Iteration 11Q: 3 clusters Score -30868.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -30869.775391 Penalty: 595.495972 Iteration 12Q: 3 clusters Score -30869.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -30870.216797 Penalty: 595.495972 Iteration 13Q: 3 clusters Score -30870.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -30871.472656 Penalty: 595.495972 Iteration 14Q: 3 clusters Score -30871.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -30873.599609 Penalty: 595.495972 Iteration 15Q: 3 clusters Score -30873.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -30875.878906 Penalty: 595.495972 Iteration 16Q: 3 clusters Score -30875.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -30878.333984 Penalty: 595.495972 Iteration 17Q: 3 clusters Score -30878.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -30880.070312 Penalty: 595.495972 Iteration 18Q: 3 clusters Score -30880.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -30881.187500 Penalty: 595.495972 Iteration 19Q: 3 clusters Score -30881.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -30881.427734 Penalty: 595.495972 Iteration 20F: 3 clusters Score -30881.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -30882.058594 Penalty: 595.495972 Iteration 21Q: 3 clusters Score -30882.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -30883.337891 Penalty: 595.495972 Iteration 22Q: 3 clusters Score -30883.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -30884.558594 Penalty: 595.495972 Iteration 23Q: 3 clusters Score -30884.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -30884.558594 Penalty: 595.495972 Iteration 24F: 3 clusters Score -30884.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Entering Unmasked Estep Score: -126432.367188 Penalty: 356.464874 Iteration 0F: 2 clusters Score -126432.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -124644.585938 Penalty: 712.929749 Iteration 0F: 3 clusters Score -124644.6 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -125251.132812 Penalty: 712.929749 Iteration 1F: 3 clusters Score -125251.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -125327.296875 Penalty: 712.929749 Iteration 2F: 3 clusters Score -125327.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -125398.695312 Penalty: 712.929749 Iteration 3F: 3 clusters Score -125398.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -125449.421875 Penalty: 712.929749 Iteration 4Q: 3 clusters Score -125449.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -125495.812500 Penalty: 712.929749 Iteration 5Q: 3 clusters Score -125495.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -125556.093750 Penalty: 712.929749 Iteration 6Q: 3 clusters Score -125556.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -125643.070312 Penalty: 712.929749 Iteration 7Q: 3 clusters Score -125643.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -125734.742188 Penalty: 712.929749 Iteration 8F: 3 clusters Score -125734.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -125834.617188 Penalty: 712.929749 Iteration 9F: 3 clusters Score -125834.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -125936.203125 Penalty: 712.929749 Iteration 10Q: 3 clusters Score -125936.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -126007.265625 Penalty: 712.929749 Iteration 11Q: 3 clusters Score -126007.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -126045.679688 Penalty: 712.929749 Iteration 12Q: 3 clusters Score -126045.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -126060.453125 Penalty: 712.929749 Iteration 13Q: 3 clusters Score -126060.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -126070.101562 Penalty: 712.929749 Iteration 14Q: 3 clusters Score -126070.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -126082.718750 Penalty: 712.929749 Iteration 15Q: 3 clusters Score -126082.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -126099.156250 Penalty: 712.929749 Iteration 16Q: 3 clusters Score -126099.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -126113.796875 Penalty: 712.929749 Iteration 17Q: 3 clusters Score -126113.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -126123.625000 Penalty: 712.929749 Iteration 18Q: 3 clusters Score -126123.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -126132.367188 Penalty: 712.929749 Iteration 19Q: 3 clusters Score -126132.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -126138.023438 Penalty: 712.929749 Iteration 20F: 3 clusters Score -126138 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -126140.304688 Penalty: 712.929749 Iteration 21Q: 3 clusters Score -126140.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -126142.585938 Penalty: 712.929749 Iteration 22Q: 3 clusters Score -126142.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -126143.164062 Penalty: 712.929749 Iteration 23Q: 3 clusters Score -126143.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -126144.609375 Penalty: 712.929749 Iteration 24Q: 3 clusters Score -126144.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -126146.609375 Penalty: 712.929749 Iteration 25Q: 3 clusters Score -126146.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -126148.164062 Penalty: 712.929749 Iteration 26Q: 3 clusters Score -126148.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -126148.687500 Penalty: 712.929749 Iteration 27Q: 3 clusters Score -126148.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -126149.125000 Penalty: 712.929749 Iteration 28Q: 3 clusters Score -126149.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -126149.843750 Penalty: 712.929749 Iteration 29Q: 3 clusters Score -126149.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -126150.179688 Penalty: 712.929749 Iteration 30Q: 3 clusters Score -126150.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -126150.179688 Penalty: 712.929749 Iteration 31F: 3 clusters Score -126150.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3743.942871 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3743.943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3565.998291 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3565.998 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3596.303223 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3596.303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3606.775146 Penalty: 412.466553 Iteration 2F: 3 clusters Score -3606.775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3607.804443 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -3607.804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3607.804443 Penalty: 412.466553 Iteration 4F: 3 clusters Score -3607.804 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (26143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26143 members Entering Unmasked Estep Score: -1231736.250000 Penalty: 462.795837 Iteration 0F: 2 clusters Score -1231736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13022 members Mstep: Class 2 contains 13121 members Entering Unmasked Estep Score: -1214317.125000 Penalty: 925.591675 Iteration 0F: 3 clusters Score -1214317 nChanged 12519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 14200 members Entering Unmasked Estep Score: -1221536.750000 Penalty: 925.591675 Iteration 1F: 3 clusters Score -1221537 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 14925 members Entering Unmasked Estep Score: -1221996.750000 Penalty: 925.591675 Iteration 2Q: 3 clusters Score -1221997 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 15999 members Entering Unmasked Estep Score: -1222741.125000 Penalty: 925.591675 Iteration 3F: 3 clusters Score -1222741 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 17469 members Entering Unmasked Estep Score: -1223835.625000 Penalty: 925.591675 Iteration 4F: 3 clusters Score -1223836 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 19275 members Entering Unmasked Estep Score: -1225277.750000 Penalty: 925.591675 Iteration 5F: 3 clusters Score -1225278 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 21219 members Entering Unmasked Estep Score: -1226927.125000 Penalty: 925.591675 Iteration 6F: 3 clusters Score -1226927 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 23037 members Entering Unmasked Estep Score: -1228587.875000 Penalty: 925.591675 Iteration 7F: 3 clusters Score -1228588 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 24488 members Entering Unmasked Estep Score: -1230028.375000 Penalty: 925.591675 Iteration 8F: 3 clusters Score -1230028 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 25347 members Entering Unmasked Estep Score: -1230933.875000 Penalty: 925.591675 Iteration 9Q: 3 clusters Score -1230934 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 25658 members Entering Unmasked Estep Score: -1231283.375000 Penalty: 925.591675 Iteration 10Q: 3 clusters Score -1231283 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 25754 members Entering Unmasked Estep Score: -1231406.000000 Penalty: 925.591675 Iteration 11Q: 3 clusters Score -1231406 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 25791 members Entering Unmasked Estep Score: -1231437.500000 Penalty: 925.591675 Iteration 12Q: 3 clusters Score -1231438 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 25819 members Entering Unmasked Estep Score: -1231459.500000 Penalty: 925.591675 Iteration 13Q: 3 clusters Score -1231460 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 25835 members Entering Unmasked Estep Score: -1231473.875000 Penalty: 925.591675 Iteration 14Q: 3 clusters Score -1231474 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 25849 members Entering Unmasked Estep Score: -1231477.875000 Penalty: 925.591675 Iteration 15Q: 3 clusters Score -1231478 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 25857 members Entering Unmasked Estep Score: -1231485.625000 Penalty: 925.591675 Iteration 16Q: 3 clusters Score -1231486 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 25867 members Entering Unmasked Estep Score: -1231494.125000 Penalty: 925.591675 Iteration 17Q: 3 clusters Score -1231494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 25872 members Entering Unmasked Estep Score: -1231497.125000 Penalty: 925.591675 Iteration 18Q: 3 clusters Score -1231497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 25872 members Entering Unmasked Estep Score: -1231497.500000 Penalty: 925.591675 Iteration 19Q: 3 clusters Score -1231498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 25872 members Entering Unmasked Estep Score: -1231497.500000 Penalty: 925.591675 Iteration 20F: 3 clusters Score -1231498 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27013 members Entering Unmasked Estep Score: -1285220.375000 Penalty: 464.285370 Iteration 0F: 2 clusters Score -1285220 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Mstep: Class 2 contains 13396 members Entering Unmasked Estep Score: -1267364.625000 Penalty: 928.570740 Iteration 0F: 3 clusters Score -1267365 nChanged 12839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -1275218.000000 Penalty: 928.570740 Iteration 1F: 3 clusters Score -1275218 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14677 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -1276174.875000 Penalty: 928.570740 Iteration 2F: 3 clusters Score -1276175 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 11910 members Entering Unmasked Estep Score: -1277475.375000 Penalty: 928.570740 Iteration 3F: 3 clusters Score -1277475 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15514 members Mstep: Class 2 contains 11499 members Entering Unmasked Estep Score: -1278881.250000 Penalty: 928.570740 Iteration 4F: 3 clusters Score -1278881 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -1279774.750000 Penalty: 928.570740 Iteration 5F: 3 clusters Score -1279775 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15990 members Mstep: Class 2 contains 11023 members Entering Unmasked Estep Score: -1280101.375000 Penalty: 928.570740 Iteration 6Q: 3 clusters Score -1280101 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16168 members Mstep: Class 2 contains 10845 members Entering Unmasked Estep Score: -1280209.625000 Penalty: 928.570740 Iteration 7Q: 3 clusters Score -1280210 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16364 members Mstep: Class 2 contains 10649 members Entering Unmasked Estep Score: -1280271.000000 Penalty: 928.570740 Iteration 8Q: 3 clusters Score -1280271 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16584 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -1280324.625000 Penalty: 928.570740 Iteration 9Q: 3 clusters Score -1280325 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16838 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -1280395.500000 Penalty: 928.570740 Iteration 10Q: 3 clusters Score -1280396 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -1280459.625000 Penalty: 928.570740 Iteration 11Q: 3 clusters Score -1280460 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17321 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -1280530.625000 Penalty: 928.570740 Iteration 12Q: 3 clusters Score -1280531 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17524 members Mstep: Class 2 contains 9489 members Entering Unmasked Estep Score: -1280589.875000 Penalty: 928.570740 Iteration 13Q: 3 clusters Score -1280590 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17737 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -1280650.750000 Penalty: 928.570740 Iteration 14Q: 3 clusters Score -1280651 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -1280731.125000 Penalty: 928.570740 Iteration 15Q: 3 clusters Score -1280731 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18241 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -1280828.750000 Penalty: 928.570740 Iteration 16Q: 3 clusters Score -1280829 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18540 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -1280943.750000 Penalty: 928.570740 Iteration 17Q: 3 clusters Score -1280944 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18833 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -1281071.125000 Penalty: 928.570740 Iteration 18Q: 3 clusters Score -1281071 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19181 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -1281223.750000 Penalty: 928.570740 Iteration 19Q: 3 clusters Score -1281224 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19527 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -1281380.625000 Penalty: 928.570740 Iteration 20F: 3 clusters Score -1281381 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19899 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1281555.750000 Penalty: 928.570740 Iteration 21Q: 3 clusters Score -1281556 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20279 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -1281728.875000 Penalty: 928.570740 Iteration 22Q: 3 clusters Score -1281729 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20683 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1281923.250000 Penalty: 928.570740 Iteration 23Q: 3 clusters Score -1281923 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21073 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1282124.375000 Penalty: 928.570740 Iteration 24Q: 3 clusters Score -1282124 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21480 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1282344.250000 Penalty: 928.570740 Iteration 25Q: 3 clusters Score -1282344 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21892 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -1282554.750000 Penalty: 928.570740 Iteration 26Q: 3 clusters Score -1282555 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22308 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1282774.250000 Penalty: 928.570740 Iteration 27Q: 3 clusters Score -1282774 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22723 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1282998.000000 Penalty: 928.570740 Iteration 28Q: 3 clusters Score -1282998 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23139 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -1283215.875000 Penalty: 928.570740 Iteration 29Q: 3 clusters Score -1283216 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23538 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1283404.250000 Penalty: 928.570740 Iteration 30Q: 3 clusters Score -1283404 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23899 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1283562.375000 Penalty: 928.570740 Iteration 31Q: 3 clusters Score -1283562 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24213 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1283715.750000 Penalty: 928.570740 Iteration 32Q: 3 clusters Score -1283716 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24493 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1283841.250000 Penalty: 928.570740 Iteration 33Q: 3 clusters Score -1283841 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24757 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1283961.500000 Penalty: 928.570740 Iteration 34Q: 3 clusters Score -1283962 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25008 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1284070.375000 Penalty: 928.570740 Iteration 35Q: 3 clusters Score -1284070 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25227 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -1284164.375000 Penalty: 928.570740 Iteration 36Q: 3 clusters Score -1284164 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25435 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1284264.750000 Penalty: 928.570740 Iteration 37Q: 3 clusters Score -1284265 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25654 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -1284370.125000 Penalty: 928.570740 Iteration 38Q: 3 clusters Score -1284370 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25834 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1284452.500000 Penalty: 928.570740 Iteration 39Q: 3 clusters Score -1284452 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25992 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1284514.500000 Penalty: 928.570740 Iteration 40F: 3 clusters Score -1284514 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26099 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1284558.750000 Penalty: 928.570740 Iteration 41Q: 3 clusters Score -1284559 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26180 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1284583.625000 Penalty: 928.570740 Iteration 42Q: 3 clusters Score -1284584 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26259 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1284616.125000 Penalty: 928.570740 Iteration 43Q: 3 clusters Score -1284616 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26338 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1284647.125000 Penalty: 928.570740 Iteration 44Q: 3 clusters Score -1284647 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26413 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1284689.250000 Penalty: 928.570740 Iteration 45Q: 3 clusters Score -1284689 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26477 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1284715.875000 Penalty: 928.570740 Iteration 46Q: 3 clusters Score -1284716 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26527 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1284745.875000 Penalty: 928.570740 Iteration 47Q: 3 clusters Score -1284746 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26579 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1284777.625000 Penalty: 928.570740 Iteration 48Q: 3 clusters Score -1284778 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26610 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1284796.875000 Penalty: 928.570740 Iteration 49Q: 3 clusters Score -1284797 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1284810.875000 Penalty: 928.570740 Iteration 50Q: 3 clusters Score -1284811 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26663 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1284823.750000 Penalty: 928.570740 Iteration 51Q: 3 clusters Score -1284824 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26679 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1284833.125000 Penalty: 928.570740 Iteration 52Q: 3 clusters Score -1284833 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26689 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1284839.000000 Penalty: 928.570740 Iteration 53Q: 3 clusters Score -1284839 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26696 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1284841.875000 Penalty: 928.570740 Iteration 54Q: 3 clusters Score -1284842 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26707 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1284848.875000 Penalty: 928.570740 Iteration 55Q: 3 clusters Score -1284849 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1284851.625000 Penalty: 928.570740 Iteration 56Q: 3 clusters Score -1284852 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26726 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1284855.250000 Penalty: 928.570740 Iteration 57Q: 3 clusters Score -1284855 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26732 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1284858.625000 Penalty: 928.570740 Iteration 58Q: 3 clusters Score -1284859 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26736 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -1284861.000000 Penalty: 928.570740 Iteration 59Q: 3 clusters Score -1284861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26739 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -1284863.500000 Penalty: 928.570740 Iteration 60F: 3 clusters Score -1284864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26740 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1284864.125000 Penalty: 928.570740 Iteration 61Q: 3 clusters Score -1284864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1284867.500000 Penalty: 928.570740 Iteration 62Q: 3 clusters Score -1284868 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26744 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1284867.125000 Penalty: 928.570740 Iteration 63Q: 3 clusters Score -1284867 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26746 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1284869.875000 Penalty: 928.570740 Iteration 64Q: 3 clusters Score -1284870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26748 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -1284869.875000 Penalty: 928.570740 Iteration 65Q: 3 clusters Score -1284870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26751 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1284871.375000 Penalty: 928.570740 Iteration 66Q: 3 clusters Score -1284871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26753 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -1284872.125000 Penalty: 928.570740 Iteration 67Q: 3 clusters Score -1284872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26754 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1284871.875000 Penalty: 928.570740 Iteration 68Q: 3 clusters Score -1284872 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26754 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1284871.875000 Penalty: 928.570740 Iteration 69F: 3 clusters Score -1284872 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Entering Unmasked Estep Score: -156502.656250 Penalty: 364.350342 Iteration 0F: 2 clusters Score -156502.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -154393.328125 Penalty: 728.700684 Iteration 0F: 3 clusters Score -154393.3 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -155098.578125 Penalty: 728.700684 Iteration 1F: 3 clusters Score -155098.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -155168.734375 Penalty: 728.700684 Iteration 2F: 3 clusters Score -155168.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -155243.468750 Penalty: 728.700684 Iteration 3F: 3 clusters Score -155243.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -155314.687500 Penalty: 728.700684 Iteration 4Q: 3 clusters Score -155314.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -155409.015625 Penalty: 728.700684 Iteration 5F: 3 clusters Score -155409 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -155522.062500 Penalty: 728.700684 Iteration 6Q: 3 clusters Score -155522.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -155634.515625 Penalty: 728.700684 Iteration 7Q: 3 clusters Score -155634.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -155746.718750 Penalty: 728.700684 Iteration 8Q: 3 clusters Score -155746.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -155810.078125 Penalty: 728.700684 Iteration 9Q: 3 clusters Score -155810.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -155835.984375 Penalty: 728.700684 Iteration 10Q: 3 clusters Score -155836 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -155851.156250 Penalty: 728.700684 Iteration 11Q: 3 clusters Score -155851.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -155863.812500 Penalty: 728.700684 Iteration 12Q: 3 clusters Score -155863.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -155882.328125 Penalty: 728.700684 Iteration 13Q: 3 clusters Score -155882.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -155900.578125 Penalty: 728.700684 Iteration 14Q: 3 clusters Score -155900.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -155915.843750 Penalty: 728.700684 Iteration 15Q: 3 clusters Score -155915.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -155934.312500 Penalty: 728.700684 Iteration 16Q: 3 clusters Score -155934.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -155961.109375 Penalty: 728.700684 Iteration 17Q: 3 clusters Score -155961.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -155979.234375 Penalty: 728.700684 Iteration 18Q: 3 clusters Score -155979.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -155992.375000 Penalty: 728.700684 Iteration 19Q: 3 clusters Score -155992.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -156001.953125 Penalty: 728.700684 Iteration 20F: 3 clusters Score -156002 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -156012.156250 Penalty: 728.700684 Iteration 21Q: 3 clusters Score -156012.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -156023.453125 Penalty: 728.700684 Iteration 22Q: 3 clusters Score -156023.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -156034.265625 Penalty: 728.700684 Iteration 23Q: 3 clusters Score -156034.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -156041.750000 Penalty: 728.700684 Iteration 24Q: 3 clusters Score -156041.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -156045.765625 Penalty: 728.700684 Iteration 25Q: 3 clusters Score -156045.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -156048.281250 Penalty: 728.700684 Iteration 26Q: 3 clusters Score -156048.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -156051.625000 Penalty: 728.700684 Iteration 27Q: 3 clusters Score -156051.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -156054.000000 Penalty: 728.700684 Iteration 28Q: 3 clusters Score -156054 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -156055.921875 Penalty: 728.700684 Iteration 29Q: 3 clusters Score -156055.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -156057.031250 Penalty: 728.700684 Iteration 30Q: 3 clusters Score -156057 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -156059.406250 Penalty: 728.700684 Iteration 31Q: 3 clusters Score -156059.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -156061.812500 Penalty: 728.700684 Iteration 32Q: 3 clusters Score -156061.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -156064.859375 Penalty: 728.700684 Iteration 33Q: 3 clusters Score -156064.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -156071.718750 Penalty: 728.700684 Iteration 34Q: 3 clusters Score -156071.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -156077.406250 Penalty: 728.700684 Iteration 35Q: 3 clusters Score -156077.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -156083.343750 Penalty: 728.700684 Iteration 36Q: 3 clusters Score -156083.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -156088.906250 Penalty: 728.700684 Iteration 37Q: 3 clusters Score -156088.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -156096.421875 Penalty: 728.700684 Iteration 38Q: 3 clusters Score -156096.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -156104.890625 Penalty: 728.700684 Iteration 39Q: 3 clusters Score -156104.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -156114.890625 Penalty: 728.700684 Iteration 40F: 3 clusters Score -156114.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -156123.921875 Penalty: 728.700684 Iteration 41Q: 3 clusters Score -156123.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -156130.046875 Penalty: 728.700684 Iteration 42Q: 3 clusters Score -156130 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -156134.000000 Penalty: 728.700684 Iteration 43Q: 3 clusters Score -156134 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -156136.875000 Penalty: 728.700684 Iteration 44Q: 3 clusters Score -156136.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -156138.359375 Penalty: 728.700684 Iteration 45Q: 3 clusters Score -156138.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -156138.875000 Penalty: 728.700684 Iteration 46Q: 3 clusters Score -156138.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -156140.390625 Penalty: 728.700684 Iteration 47Q: 3 clusters Score -156140.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -156141.390625 Penalty: 728.700684 Iteration 48Q: 3 clusters Score -156141.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -156142.828125 Penalty: 728.700684 Iteration 49Q: 3 clusters Score -156142.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -156143.390625 Penalty: 728.700684 Iteration 50Q: 3 clusters Score -156143.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -156143.828125 Penalty: 728.700684 Iteration 51Q: 3 clusters Score -156143.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -156144.203125 Penalty: 728.700684 Iteration 52Q: 3 clusters Score -156144.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -156144.578125 Penalty: 728.700684 Iteration 53Q: 3 clusters Score -156144.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -156144.421875 Penalty: 728.700684 Iteration 54Q: 3 clusters Score -156144.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -156144.421875 Penalty: 728.700684 Iteration 55F: 3 clusters Score -156144.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Entering Unmasked Estep Score: -100108.210938 Penalty: 344.361267 Iteration 0F: 2 clusters Score -100108.2 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 962 members Entering Unmasked Estep Score: -98670.593750 Penalty: 688.722534 Iteration 0F: 3 clusters Score -98670.59 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -99164.515625 Penalty: 688.722534 Iteration 1F: 3 clusters Score -99164.52 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -99253.773438 Penalty: 688.722534 Iteration 2F: 3 clusters Score -99253.77 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -99335.406250 Penalty: 688.722534 Iteration 3F: 3 clusters Score -99335.41 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -99407.242188 Penalty: 688.722534 Iteration 4F: 3 clusters Score -99407.24 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -99454.179688 Penalty: 688.722534 Iteration 5Q: 3 clusters Score -99454.18 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -99501.828125 Penalty: 688.722534 Iteration 6Q: 3 clusters Score -99501.83 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -99546.843750 Penalty: 688.722534 Iteration 7Q: 3 clusters Score -99546.84 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -99589.859375 Penalty: 688.722534 Iteration 8Q: 3 clusters Score -99589.86 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -99631.828125 Penalty: 688.722534 Iteration 9Q: 3 clusters Score -99631.83 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -99664.226562 Penalty: 688.722534 Iteration 10Q: 3 clusters Score -99664.23 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -99686.960938 Penalty: 688.722534 Iteration 11Q: 3 clusters Score -99686.96 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -99708.132812 Penalty: 688.722534 Iteration 12Q: 3 clusters Score -99708.13 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -99721.648438 Penalty: 688.722534 Iteration 13Q: 3 clusters Score -99721.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -99730.226562 Penalty: 688.722534 Iteration 14Q: 3 clusters Score -99730.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -99735.125000 Penalty: 688.722534 Iteration 15Q: 3 clusters Score -99735.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -99738.656250 Penalty: 688.722534 Iteration 16Q: 3 clusters Score -99738.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -99741.648438 Penalty: 688.722534 Iteration 17Q: 3 clusters Score -99741.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -99744.468750 Penalty: 688.722534 Iteration 18Q: 3 clusters Score -99744.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -99746.117188 Penalty: 688.722534 Iteration 19Q: 3 clusters Score -99746.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -99749.117188 Penalty: 688.722534 Iteration 20F: 3 clusters Score -99749.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -99751.882812 Penalty: 688.722534 Iteration 21Q: 3 clusters Score -99751.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -99754.687500 Penalty: 688.722534 Iteration 22Q: 3 clusters Score -99754.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -99756.515625 Penalty: 688.722534 Iteration 23Q: 3 clusters Score -99756.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -99756.992188 Penalty: 688.722534 Iteration 24Q: 3 clusters Score -99756.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -99757.671875 Penalty: 688.722534 Iteration 25Q: 3 clusters Score -99757.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -99757.835938 Penalty: 688.722534 Iteration 26Q: 3 clusters Score -99757.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -99757.859375 Penalty: 688.722534 Iteration 27Q: 3 clusters Score -99757.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -99758.000000 Penalty: 688.722534 Iteration 28Q: 3 clusters Score -99758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -99758.382812 Penalty: 688.722534 Iteration 29Q: 3 clusters Score -99758.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -99759.210938 Penalty: 688.722534 Iteration 30Q: 3 clusters Score -99759.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -99759.398438 Penalty: 688.722534 Iteration 31Q: 3 clusters Score -99759.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -99759.914062 Penalty: 688.722534 Iteration 32Q: 3 clusters Score -99759.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -99760.015625 Penalty: 688.722534 Iteration 33Q: 3 clusters Score -99760.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -99760.273438 Penalty: 688.722534 Iteration 34Q: 3 clusters Score -99760.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -99761.164062 Penalty: 688.722534 Iteration 35Q: 3 clusters Score -99761.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -99761.750000 Penalty: 688.722534 Iteration 36Q: 3 clusters Score -99761.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -99761.750000 Penalty: 688.722534 Iteration 37Q: 3 clusters Score -99761.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -99761.750000 Penalty: 688.722534 Iteration 38F: 3 clusters Score -99761.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -33102.105469 Penalty: 302.469818 Iteration 0F: 2 clusters Score -33102.11 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 388 members Entering Unmasked Estep Score: -32419.412109 Penalty: 604.939636 Iteration 0F: 3 clusters Score -32419.41 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -32671.386719 Penalty: 604.939636 Iteration 1F: 3 clusters Score -32671.39 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -32759.457031 Penalty: 604.939636 Iteration 2F: 3 clusters Score -32759.46 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -32854.492188 Penalty: 604.939636 Iteration 3F: 3 clusters Score -32854.49 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -32915.605469 Penalty: 604.939636 Iteration 4Q: 3 clusters Score -32915.61 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -32964.511719 Penalty: 604.939636 Iteration 5Q: 3 clusters Score -32964.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -32985.406250 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -32985.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -33004.433594 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -33004.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -33032.523438 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -33032.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -33057.894531 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -33057.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -33080.902344 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -33080.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -33103.031250 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -33103.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -33127.925781 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -33127.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -33140.125000 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -33140.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -33156.839844 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -33156.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -33171.070312 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -33171.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -33179.003906 Penalty: 604.939636 Iteration 16Q: 3 clusters Score -33179 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -33182.246094 Penalty: 604.939636 Iteration 17Q: 3 clusters Score -33182.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -33183.121094 Penalty: 604.939636 Iteration 18Q: 3 clusters Score -33183.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -33183.941406 Penalty: 604.939636 Iteration 19F: 3 clusters Score -33183.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -33186.355469 Penalty: 604.939636 Iteration 20F: 3 clusters Score -33186.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -33191.058594 Penalty: 604.939636 Iteration 21Q: 3 clusters Score -33191.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -33195.597656 Penalty: 604.939636 Iteration 22Q: 3 clusters Score -33195.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -33202.382812 Penalty: 604.939636 Iteration 23Q: 3 clusters Score -33202.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -33208.316406 Penalty: 604.939636 Iteration 24Q: 3 clusters Score -33208.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -33211.746094 Penalty: 604.939636 Iteration 25Q: 3 clusters Score -33211.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -33212.292969 Penalty: 604.939636 Iteration 26Q: 3 clusters Score -33212.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -33212.292969 Penalty: 604.939636 Iteration 27F: 3 clusters Score -33212.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3850 members Mstep: Class 4 contains 149292 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26143 members Mstep: Class 9 contains 27013 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49040 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203763 members Mstep: Class 21 contains 4066 members Mstep: Class 22 contains 2570 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 163 members Entering Unmasked Estep Score: -24281952.000000 Penalty: 17927.505859 Splitting cluster 12 changes total score from -24282132.000000 to -24281952.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -3837.630615 Penalty: 213.036972 Iteration 0F: 2 clusters Score -3837.631 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3628.561523 Penalty: 426.073944 Iteration 0F: 3 clusters Score -3628.562 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3686.474609 Penalty: 426.073944 Iteration 1F: 3 clusters Score -3686.475 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3701.481689 Penalty: 426.073944 Iteration 2F: 3 clusters Score -3701.482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3723.846924 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -3723.847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3729.673096 Penalty: 426.073944 Iteration 4Q: 3 clusters Score -3729.673 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -3736.501709 Penalty: 426.073944 Iteration 5Q: 3 clusters Score -3736.502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -3743.934814 Penalty: 426.073944 Iteration 6Q: 3 clusters Score -3743.935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -3743.934814 Penalty: 426.073944 Iteration 7F: 3 clusters Score -3743.935 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Entering Unmasked Estep Score: -196952.906250 Penalty: 376.772369 Iteration 0F: 2 clusters Score -196952.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -194228.296875 Penalty: 753.544739 Iteration 0F: 3 clusters Score -194228.3 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -195254.328125 Penalty: 753.544739 Iteration 1F: 3 clusters Score -195254.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -195348.515625 Penalty: 753.544739 Iteration 2F: 3 clusters Score -195348.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -195443.000000 Penalty: 753.544739 Iteration 3F: 3 clusters Score -195443 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -195577.312500 Penalty: 753.544739 Iteration 4F: 3 clusters Score -195577.3 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -195725.859375 Penalty: 753.544739 Iteration 5F: 3 clusters Score -195725.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -195845.406250 Penalty: 753.544739 Iteration 6F: 3 clusters Score -195845.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -195939.515625 Penalty: 753.544739 Iteration 7Q: 3 clusters Score -195939.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -196027.296875 Penalty: 753.544739 Iteration 8Q: 3 clusters Score -196027.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -196091.578125 Penalty: 753.544739 Iteration 9Q: 3 clusters Score -196091.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -196160.500000 Penalty: 753.544739 Iteration 10Q: 3 clusters Score -196160.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -196218.156250 Penalty: 753.544739 Iteration 11Q: 3 clusters Score -196218.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -196272.218750 Penalty: 753.544739 Iteration 12Q: 3 clusters Score -196272.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -196335.765625 Penalty: 753.544739 Iteration 13Q: 3 clusters Score -196335.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -196419.281250 Penalty: 753.544739 Iteration 14Q: 3 clusters Score -196419.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -196522.343750 Penalty: 753.544739 Iteration 15Q: 3 clusters Score -196522.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -196625.765625 Penalty: 753.544739 Iteration 16Q: 3 clusters Score -196625.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -196683.687500 Penalty: 753.544739 Iteration 17Q: 3 clusters Score -196683.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -196729.812500 Penalty: 753.544739 Iteration 18Q: 3 clusters Score -196729.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -196754.390625 Penalty: 753.544739 Iteration 19Q: 3 clusters Score -196754.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -196768.718750 Penalty: 753.544739 Iteration 20F: 3 clusters Score -196768.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -196776.562500 Penalty: 753.544739 Iteration 21Q: 3 clusters Score -196776.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -196780.046875 Penalty: 753.544739 Iteration 22Q: 3 clusters Score -196780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -196780.906250 Penalty: 753.544739 Iteration 23Q: 3 clusters Score -196780.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -196780.906250 Penalty: 753.544739 Iteration 24F: 3 clusters Score -196780.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -13511.456055 Penalty: 262.173340 Iteration 0F: 2 clusters Score -13511.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13129.565430 Penalty: 524.346680 Iteration 0F: 3 clusters Score -13129.57 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -13188.544922 Penalty: 524.346680 Iteration 1F: 3 clusters Score -13188.54 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -13209.207031 Penalty: 524.346680 Iteration 2F: 3 clusters Score -13209.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -13230.514648 Penalty: 524.346680 Iteration 3F: 3 clusters Score -13230.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13242.023438 Penalty: 524.346680 Iteration 4Q: 3 clusters Score -13242.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13256.106445 Penalty: 524.346680 Iteration 5Q: 3 clusters Score -13256.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13270.800781 Penalty: 524.346680 Iteration 6Q: 3 clusters Score -13270.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13282.486328 Penalty: 524.346680 Iteration 7Q: 3 clusters Score -13282.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -13287.341797 Penalty: 524.346680 Iteration 8Q: 3 clusters Score -13287.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13289.270508 Penalty: 524.346680 Iteration 9Q: 3 clusters Score -13289.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -13293.260742 Penalty: 524.346680 Iteration 10Q: 3 clusters Score -13293.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -13296.859375 Penalty: 524.346680 Iteration 11Q: 3 clusters Score -13296.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13298.631836 Penalty: 524.346680 Iteration 12Q: 3 clusters Score -13298.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13300.940430 Penalty: 524.346680 Iteration 13Q: 3 clusters Score -13300.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13301.603516 Penalty: 524.346680 Iteration 14Q: 3 clusters Score -13301.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13301.603516 Penalty: 524.346680 Iteration 15F: 3 clusters Score -13301.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Entering Unmasked Estep Score: -118850.718750 Penalty: 356.066833 Iteration 0F: 2 clusters Score -118850.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -117042.789062 Penalty: 712.133667 Iteration 0F: 3 clusters Score -117042.8 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -117695.898438 Penalty: 712.133667 Iteration 1F: 3 clusters Score -117695.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -117781.882812 Penalty: 712.133667 Iteration 2F: 3 clusters Score -117781.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -117865.609375 Penalty: 712.133667 Iteration 3F: 3 clusters Score -117865.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -117967.718750 Penalty: 712.133667 Iteration 4F: 3 clusters Score -117967.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -118050.531250 Penalty: 712.133667 Iteration 5Q: 3 clusters Score -118050.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -118142.375000 Penalty: 712.133667 Iteration 6F: 3 clusters Score -118142.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -118219.039062 Penalty: 712.133667 Iteration 7Q: 3 clusters Score -118219 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -118304.140625 Penalty: 712.133667 Iteration 8Q: 3 clusters Score -118304.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -118379.828125 Penalty: 712.133667 Iteration 9Q: 3 clusters Score -118379.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -118445.695312 Penalty: 712.133667 Iteration 10Q: 3 clusters Score -118445.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -118485.875000 Penalty: 712.133667 Iteration 11Q: 3 clusters Score -118485.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -118504.125000 Penalty: 712.133667 Iteration 12Q: 3 clusters Score -118504.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -118520.140625 Penalty: 712.133667 Iteration 13Q: 3 clusters Score -118520.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -118538.406250 Penalty: 712.133667 Iteration 14Q: 3 clusters Score -118538.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -118558.531250 Penalty: 712.133667 Iteration 15Q: 3 clusters Score -118558.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -118577.312500 Penalty: 712.133667 Iteration 16Q: 3 clusters Score -118577.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -118598.718750 Penalty: 712.133667 Iteration 17Q: 3 clusters Score -118598.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -118624.156250 Penalty: 712.133667 Iteration 18Q: 3 clusters Score -118624.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -118651.984375 Penalty: 712.133667 Iteration 19Q: 3 clusters Score -118652 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -118674.726562 Penalty: 712.133667 Iteration 20F: 3 clusters Score -118674.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -118703.843750 Penalty: 712.133667 Iteration 21Q: 3 clusters Score -118703.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -118734.445312 Penalty: 712.133667 Iteration 22Q: 3 clusters Score -118734.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -118764.015625 Penalty: 712.133667 Iteration 23Q: 3 clusters Score -118764 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -118797.187500 Penalty: 712.133667 Iteration 24Q: 3 clusters Score -118797.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -118832.796875 Penalty: 712.133667 Iteration 25Q: 3 clusters Score -118832.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -118849.140625 Penalty: 712.133667 Iteration 26Q: 3 clusters Score -118849.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -118858.273438 Penalty: 712.133667 Iteration 27Q: 3 clusters Score -118858.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -118865.453125 Penalty: 712.133667 Iteration 28Q: 3 clusters Score -118865.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -118869.804688 Penalty: 712.133667 Iteration 29Q: 3 clusters Score -118869.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -118871.984375 Penalty: 712.133667 Iteration 30Q: 3 clusters Score -118872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -118874.578125 Penalty: 712.133667 Iteration 31Q: 3 clusters Score -118874.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -118877.984375 Penalty: 712.133667 Iteration 32Q: 3 clusters Score -118878 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -118882.375000 Penalty: 712.133667 Iteration 33Q: 3 clusters Score -118882.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -118887.726562 Penalty: 712.133667 Iteration 34Q: 3 clusters Score -118887.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -118894.726562 Penalty: 712.133667 Iteration 35Q: 3 clusters Score -118894.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -118903.335938 Penalty: 712.133667 Iteration 36Q: 3 clusters Score -118903.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -118906.421875 Penalty: 712.133667 Iteration 37Q: 3 clusters Score -118906.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -118907.273438 Penalty: 712.133667 Iteration 38Q: 3 clusters Score -118907.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -118907.984375 Penalty: 712.133667 Iteration 39Q: 3 clusters Score -118908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -118908.750000 Penalty: 712.133667 Iteration 40F: 3 clusters Score -118908.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -118909.976562 Penalty: 712.133667 Iteration 41Q: 3 clusters Score -118910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -118911.101562 Penalty: 712.133667 Iteration 42Q: 3 clusters Score -118911.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -118911.679688 Penalty: 712.133667 Iteration 43Q: 3 clusters Score -118911.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -118912.757812 Penalty: 712.133667 Iteration 44Q: 3 clusters Score -118912.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -118913.625000 Penalty: 712.133667 Iteration 45Q: 3 clusters Score -118913.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -118914.781250 Penalty: 712.133667 Iteration 46Q: 3 clusters Score -118914.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -118915.140625 Penalty: 712.133667 Iteration 47Q: 3 clusters Score -118915.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -118915.140625 Penalty: 712.133667 Iteration 48F: 3 clusters Score -118915.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3850 members Mstep: Class 4 contains 149292 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26143 members Mstep: Class 9 contains 27013 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 1169 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49040 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203763 members Mstep: Class 21 contains 4066 members Mstep: Class 22 contains 2570 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 1335 members Entering Unmasked Estep Score: -24281962.000000 Penalty: 17927.505859 Splitting cluster 16 changes total score from -24282132.000000 to -24281962.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -16765.568359 Penalty: 269.309662 Iteration 0F: 2 clusters Score -16765.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -16355.930664 Penalty: 538.619324 Iteration 0F: 3 clusters Score -16355.93 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -16466.109375 Penalty: 538.619324 Iteration 1F: 3 clusters Score -16466.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -16483.529297 Penalty: 538.619324 Iteration 2F: 3 clusters Score -16483.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -16494.609375 Penalty: 538.619324 Iteration 3Q: 3 clusters Score -16494.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -16499.802734 Penalty: 538.619324 Iteration 4Q: 3 clusters Score -16499.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16501.308594 Penalty: 538.619324 Iteration 5Q: 3 clusters Score -16501.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -16501.583984 Penalty: 538.619324 Iteration 6Q: 3 clusters Score -16501.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16501.873047 Penalty: 538.619324 Iteration 7Q: 3 clusters Score -16501.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16501.873047 Penalty: 538.619324 Iteration 8F: 3 clusters Score -16501.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (49040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49040 members Entering Unmasked Estep Score: -2572241.000000 Penalty: 491.417786 Iteration 0F: 2 clusters Score -2572241 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24455 members Mstep: Class 2 contains 24585 members Entering Unmasked Estep Score: -2539363.500000 Penalty: 982.835571 Iteration 0F: 3 clusters Score -2539364 nChanged 23683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23976 members Mstep: Class 2 contains 25064 members Entering Unmasked Estep Score: -2553167.750000 Penalty: 982.835571 Iteration 1F: 3 clusters Score -2553168 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23553 members Mstep: Class 2 contains 25487 members Entering Unmasked Estep Score: -2553762.750000 Penalty: 982.835571 Iteration 2Q: 3 clusters Score -2553763 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 26096 members Entering Unmasked Estep Score: -2554708.250000 Penalty: 982.835571 Iteration 3Q: 3 clusters Score -2554708 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22106 members Mstep: Class 2 contains 26934 members Entering Unmasked Estep Score: -2556378.500000 Penalty: 982.835571 Iteration 4F: 3 clusters Score -2556378 nChanged 3129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21131 members Mstep: Class 2 contains 27909 members Entering Unmasked Estep Score: -2559022.750000 Penalty: 982.835571 Iteration 5F: 3 clusters Score -2559023 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20296 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -2561912.250000 Penalty: 982.835571 Iteration 6F: 3 clusters Score -2561912 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 29280 members Entering Unmasked Estep Score: -2563424.250000 Penalty: 982.835571 Iteration 7F: 3 clusters Score -2563424 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19305 members Mstep: Class 2 contains 29735 members Entering Unmasked Estep Score: -2563915.750000 Penalty: 982.835571 Iteration 8Q: 3 clusters Score -2563916 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18839 members Mstep: Class 2 contains 30201 members Entering Unmasked Estep Score: -2564210.750000 Penalty: 982.835571 Iteration 9Q: 3 clusters Score -2564211 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 30681 members Entering Unmasked Estep Score: -2564454.500000 Penalty: 982.835571 Iteration 10Q: 3 clusters Score -2564454 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17866 members Mstep: Class 2 contains 31174 members Entering Unmasked Estep Score: -2564649.500000 Penalty: 982.835571 Iteration 11Q: 3 clusters Score -2564650 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17414 members Mstep: Class 2 contains 31626 members Entering Unmasked Estep Score: -2564861.750000 Penalty: 982.835571 Iteration 12Q: 3 clusters Score -2564862 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16935 members Mstep: Class 2 contains 32105 members Entering Unmasked Estep Score: -2565048.500000 Penalty: 982.835571 Iteration 13Q: 3 clusters Score -2565048 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16407 members Mstep: Class 2 contains 32633 members Entering Unmasked Estep Score: -2565250.500000 Penalty: 982.835571 Iteration 14Q: 3 clusters Score -2565250 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15845 members Mstep: Class 2 contains 33195 members Entering Unmasked Estep Score: -2565464.250000 Penalty: 982.835571 Iteration 15Q: 3 clusters Score -2565464 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15292 members Mstep: Class 2 contains 33748 members Entering Unmasked Estep Score: -2565667.250000 Penalty: 982.835571 Iteration 16Q: 3 clusters Score -2565667 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14753 members Mstep: Class 2 contains 34287 members Entering Unmasked Estep Score: -2565880.750000 Penalty: 982.835571 Iteration 17Q: 3 clusters Score -2565881 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 34864 members Entering Unmasked Estep Score: -2566065.000000 Penalty: 982.835571 Iteration 18Q: 3 clusters Score -2566065 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13580 members Mstep: Class 2 contains 35460 members Entering Unmasked Estep Score: -2566292.000000 Penalty: 982.835571 Iteration 19Q: 3 clusters Score -2566292 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12989 members Mstep: Class 2 contains 36051 members Entering Unmasked Estep Score: -2566478.500000 Penalty: 982.835571 Iteration 20F: 3 clusters Score -2566478 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 36635 members Entering Unmasked Estep Score: -2566668.750000 Penalty: 982.835571 Iteration 21Q: 3 clusters Score -2566669 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 37237 members Entering Unmasked Estep Score: -2566880.750000 Penalty: 982.835571 Iteration 22Q: 3 clusters Score -2566881 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 37875 members Entering Unmasked Estep Score: -2567092.750000 Penalty: 982.835571 Iteration 23Q: 3 clusters Score -2567093 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 38530 members Entering Unmasked Estep Score: -2567332.250000 Penalty: 982.835571 Iteration 24Q: 3 clusters Score -2567332 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 39197 members Entering Unmasked Estep Score: -2567545.250000 Penalty: 982.835571 Iteration 25Q: 3 clusters Score -2567545 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 39873 members Entering Unmasked Estep Score: -2567781.000000 Penalty: 982.835571 Iteration 26Q: 3 clusters Score -2567781 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 40570 members Entering Unmasked Estep Score: -2568035.500000 Penalty: 982.835571 Iteration 27Q: 3 clusters Score -2568036 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 41296 members Entering Unmasked Estep Score: -2568313.500000 Penalty: 982.835571 Iteration 28Q: 3 clusters Score -2568314 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 42053 members Entering Unmasked Estep Score: -2568628.750000 Penalty: 982.835571 Iteration 29Q: 3 clusters Score -2568629 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 42811 members Entering Unmasked Estep Score: -2568960.000000 Penalty: 982.835571 Iteration 30Q: 3 clusters Score -2568960 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 43558 members Entering Unmasked Estep Score: -2569303.250000 Penalty: 982.835571 Iteration 31Q: 3 clusters Score -2569303 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 44251 members Entering Unmasked Estep Score: -2569615.250000 Penalty: 982.835571 Iteration 32Q: 3 clusters Score -2569615 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 44925 members Entering Unmasked Estep Score: -2569941.500000 Penalty: 982.835571 Iteration 33Q: 3 clusters Score -2569942 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 45581 members Entering Unmasked Estep Score: -2570293.000000 Penalty: 982.835571 Iteration 34Q: 3 clusters Score -2570293 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 46189 members Entering Unmasked Estep Score: -2570644.750000 Penalty: 982.835571 Iteration 35Q: 3 clusters Score -2570645 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 46708 members Entering Unmasked Estep Score: -2570962.500000 Penalty: 982.835571 Iteration 36Q: 3 clusters Score -2570962 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 47149 members Entering Unmasked Estep Score: -2571262.250000 Penalty: 982.835571 Iteration 37Q: 3 clusters Score -2571262 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 47477 members Entering Unmasked Estep Score: -2571483.000000 Penalty: 982.835571 Iteration 38Q: 3 clusters Score -2571483 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 47701 members Entering Unmasked Estep Score: -2571645.000000 Penalty: 982.835571 Iteration 39Q: 3 clusters Score -2571645 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 47843 members Entering Unmasked Estep Score: -2571745.500000 Penalty: 982.835571 Iteration 40F: 3 clusters Score -2571746 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 47954 members Entering Unmasked Estep Score: -2571800.500000 Penalty: 982.835571 Iteration 41Q: 3 clusters Score -2571800 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 48044 members Entering Unmasked Estep Score: -2571852.750000 Penalty: 982.835571 Iteration 42Q: 3 clusters Score -2571853 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 48124 members Entering Unmasked Estep Score: -2571892.000000 Penalty: 982.835571 Iteration 43Q: 3 clusters Score -2571892 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 48179 members Entering Unmasked Estep Score: -2571910.750000 Penalty: 982.835571 Iteration 44Q: 3 clusters Score -2571911 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 48215 members Entering Unmasked Estep Score: -2571923.000000 Penalty: 982.835571 Iteration 45Q: 3 clusters Score -2571923 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 48251 members Entering Unmasked Estep Score: -2571943.750000 Penalty: 982.835571 Iteration 46Q: 3 clusters Score -2571944 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 48282 members Entering Unmasked Estep Score: -2571957.250000 Penalty: 982.835571 Iteration 47Q: 3 clusters Score -2571957 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 48306 members Entering Unmasked Estep Score: -2571960.000000 Penalty: 982.835571 Iteration 48Q: 3 clusters Score -2571960 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 48336 members Entering Unmasked Estep Score: -2571966.750000 Penalty: 982.835571 Iteration 49Q: 3 clusters Score -2571967 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 48356 members Entering Unmasked Estep Score: -2571975.750000 Penalty: 982.835571 Iteration 50Q: 3 clusters Score -2571976 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 48370 members Entering Unmasked Estep Score: -2571980.250000 Penalty: 982.835571 Iteration 51Q: 3 clusters Score -2571980 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 48385 members Entering Unmasked Estep Score: -2571983.000000 Penalty: 982.835571 Iteration 52Q: 3 clusters Score -2571983 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 48400 members Entering Unmasked Estep Score: -2571986.750000 Penalty: 982.835571 Iteration 53Q: 3 clusters Score -2571987 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 48413 members Entering Unmasked Estep Score: -2571990.750000 Penalty: 982.835571 Iteration 54Q: 3 clusters Score -2571991 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 48422 members Entering Unmasked Estep Score: -2571997.250000 Penalty: 982.835571 Iteration 55Q: 3 clusters Score -2571997 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 48432 members Entering Unmasked Estep Score: -2571996.750000 Penalty: 982.835571 Iteration 56Q: 3 clusters Score -2571997 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 48439 members Entering Unmasked Estep Score: -2572003.750000 Penalty: 982.835571 Iteration 57Q: 3 clusters Score -2572004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48442 members Entering Unmasked Estep Score: -2572004.000000 Penalty: 982.835571 Iteration 58Q: 3 clusters Score -2572004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 48441 members Entering Unmasked Estep Score: -2572007.000000 Penalty: 982.835571 Iteration 59Q: 3 clusters Score -2572007 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48442 members Entering Unmasked Estep Score: -2572008.250000 Penalty: 982.835571 Iteration 60F: 3 clusters Score -2572008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 48443 members Entering Unmasked Estep Score: -2572010.250000 Penalty: 982.835571 Iteration 61Q: 3 clusters Score -2572010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 48444 members Entering Unmasked Estep Score: -2572009.500000 Penalty: 982.835571 Iteration 62Q: 3 clusters Score -2572010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 48447 members Entering Unmasked Estep Score: -2572013.000000 Penalty: 982.835571 Iteration 63Q: 3 clusters Score -2572013 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 48450 members Entering Unmasked Estep Score: -2572015.250000 Penalty: 982.835571 Iteration 64Q: 3 clusters Score -2572015 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 48450 members Entering Unmasked Estep Score: -2572015.250000 Penalty: 982.835571 Iteration 65F: 3 clusters Score -2572015 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -5115.920898 Penalty: 224.844727 Iteration 0F: 2 clusters Score -5115.921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4862.058594 Penalty: 449.689453 Iteration 0F: 3 clusters Score -4862.059 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4917.390137 Penalty: 449.689453 Iteration 1F: 3 clusters Score -4917.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4936.554688 Penalty: 449.689453 Iteration 2Q: 3 clusters Score -4936.555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4945.156250 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -4945.156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4953.681641 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -4953.682 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4953.681641 Penalty: 449.689453 Iteration 5F: 3 clusters Score -4953.682 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (203763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203763 members Entering Unmasked Estep Score: -10025059.000000 Penalty: 556.224426 Iteration 0F: 2 clusters Score -1.002506e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101646 members Mstep: Class 2 contains 102117 members Entering Unmasked Estep Score: -9888568.000000 Penalty: 1112.448853 Iteration 0F: 3 clusters Score -9888568 nChanged 100184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86106 members Mstep: Class 2 contains 117657 members Entering Unmasked Estep Score: -9951672.000000 Penalty: 1112.448853 Iteration 1F: 3 clusters Score -9951672 nChanged 11105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77177 members Mstep: Class 2 contains 126586 members Entering Unmasked Estep Score: -9957074.000000 Penalty: 1112.448853 Iteration 2F: 3 clusters Score -9957074 nChanged 13361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65346 members Mstep: Class 2 contains 138417 members Entering Unmasked Estep Score: -9965399.000000 Penalty: 1112.448853 Iteration 3F: 3 clusters Score -9965399 nChanged 15260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50910 members Mstep: Class 2 contains 152853 members Entering Unmasked Estep Score: -9977114.000000 Penalty: 1112.448853 Iteration 4F: 3 clusters Score -9977114 nChanged 15606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35582 members Mstep: Class 2 contains 168181 members Entering Unmasked Estep Score: -9991415.000000 Penalty: 1112.448853 Iteration 5F: 3 clusters Score -9991415 nChanged 13472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22190 members Mstep: Class 2 contains 181573 members Entering Unmasked Estep Score: -10004397.000000 Penalty: 1112.448853 Iteration 6F: 3 clusters Score -1.00044e+07 nChanged 9417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12787 members Mstep: Class 2 contains 190976 members Entering Unmasked Estep Score: -10013586.000000 Penalty: 1112.448853 Iteration 7Q: 3 clusters Score -1.001359e+07 nChanged 5914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 196884 members Entering Unmasked Estep Score: -10018744.000000 Penalty: 1112.448853 Iteration 8Q: 3 clusters Score -1.001874e+07 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 200238 members Entering Unmasked Estep Score: -10021538.000000 Penalty: 1112.448853 Iteration 9Q: 3 clusters Score -1.002154e+07 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 202042 members Entering Unmasked Estep Score: -10023133.000000 Penalty: 1112.448853 Iteration 10Q: 3 clusters Score -1.002313e+07 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 202919 members Entering Unmasked Estep Score: -10023879.000000 Penalty: 1112.448853 Iteration 11Q: 3 clusters Score -1.002388e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 203346 members Entering Unmasked Estep Score: -10024237.000000 Penalty: 1112.448853 Iteration 12Q: 3 clusters Score -1.002424e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 203513 members Entering Unmasked Estep Score: -10024388.000000 Penalty: 1112.448853 Iteration 13Q: 3 clusters Score -1.002439e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 203579 members Entering Unmasked Estep Score: -10024458.000000 Penalty: 1112.448853 Iteration 14Q: 3 clusters Score -1.002446e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 203606 members Entering Unmasked Estep Score: -10024478.000000 Penalty: 1112.448853 Iteration 15Q: 3 clusters Score -1.002448e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 203625 members Entering Unmasked Estep Score: -10024500.000000 Penalty: 1112.448853 Iteration 16Q: 3 clusters Score -1.00245e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 203639 members Entering Unmasked Estep Score: -10024525.000000 Penalty: 1112.448853 Iteration 17Q: 3 clusters Score -1.002452e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 203646 members Entering Unmasked Estep Score: -10024536.000000 Penalty: 1112.448853 Iteration 18Q: 3 clusters Score -1.002454e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 203650 members Entering Unmasked Estep Score: -10024532.000000 Penalty: 1112.448853 Iteration 19Q: 3 clusters Score -1.002453e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 203650 members Entering Unmasked Estep Score: -10024532.000000 Penalty: 1112.448853 Iteration 20F: 3 clusters Score -1.002453e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Entering Unmasked Estep Score: -190673.140625 Penalty: 378.123901 Iteration 0F: 2 clusters Score -190673.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -187868.875000 Penalty: 756.247803 Iteration 0F: 3 clusters Score -187868.9 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -188886.203125 Penalty: 756.247803 Iteration 1F: 3 clusters Score -188886.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -189034.187500 Penalty: 756.247803 Iteration 2F: 3 clusters Score -189034.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -189201.000000 Penalty: 756.247803 Iteration 3F: 3 clusters Score -189201 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -189399.421875 Penalty: 756.247803 Iteration 4F: 3 clusters Score -189399.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -189588.218750 Penalty: 756.247803 Iteration 5F: 3 clusters Score -189588.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -189737.343750 Penalty: 756.247803 Iteration 6F: 3 clusters Score -189737.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -189860.875000 Penalty: 756.247803 Iteration 7Q: 3 clusters Score -189860.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -189935.921875 Penalty: 756.247803 Iteration 8Q: 3 clusters Score -189935.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -189988.875000 Penalty: 756.247803 Iteration 9Q: 3 clusters Score -189988.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -190024.078125 Penalty: 756.247803 Iteration 10Q: 3 clusters Score -190024.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -190043.968750 Penalty: 756.247803 Iteration 11Q: 3 clusters Score -190044 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -190063.578125 Penalty: 756.247803 Iteration 12Q: 3 clusters Score -190063.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -190082.375000 Penalty: 756.247803 Iteration 13Q: 3 clusters Score -190082.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -190094.296875 Penalty: 756.247803 Iteration 14Q: 3 clusters Score -190094.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -190109.203125 Penalty: 756.247803 Iteration 15Q: 3 clusters Score -190109.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -190123.953125 Penalty: 756.247803 Iteration 16Q: 3 clusters Score -190124 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -190142.093750 Penalty: 756.247803 Iteration 17Q: 3 clusters Score -190142.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -190157.640625 Penalty: 756.247803 Iteration 18Q: 3 clusters Score -190157.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -190168.406250 Penalty: 756.247803 Iteration 19Q: 3 clusters Score -190168.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -190182.468750 Penalty: 756.247803 Iteration 20F: 3 clusters Score -190182.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -190197.312500 Penalty: 756.247803 Iteration 21Q: 3 clusters Score -190197.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -190207.265625 Penalty: 756.247803 Iteration 22Q: 3 clusters Score -190207.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -190214.468750 Penalty: 756.247803 Iteration 23Q: 3 clusters Score -190214.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -190224.187500 Penalty: 756.247803 Iteration 24Q: 3 clusters Score -190224.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -190233.750000 Penalty: 756.247803 Iteration 25Q: 3 clusters Score -190233.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -190241.890625 Penalty: 756.247803 Iteration 26Q: 3 clusters Score -190241.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -190245.000000 Penalty: 756.247803 Iteration 27Q: 3 clusters Score -190245 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -190250.562500 Penalty: 756.247803 Iteration 28Q: 3 clusters Score -190250.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -190254.718750 Penalty: 756.247803 Iteration 29Q: 3 clusters Score -190254.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -190256.062500 Penalty: 756.247803 Iteration 30Q: 3 clusters Score -190256.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -190259.953125 Penalty: 756.247803 Iteration 31Q: 3 clusters Score -190260 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -190264.828125 Penalty: 756.247803 Iteration 32Q: 3 clusters Score -190264.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -190270.593750 Penalty: 756.247803 Iteration 33Q: 3 clusters Score -190270.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -190275.531250 Penalty: 756.247803 Iteration 34Q: 3 clusters Score -190275.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -190281.218750 Penalty: 756.247803 Iteration 35Q: 3 clusters Score -190281.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -190285.937500 Penalty: 756.247803 Iteration 36Q: 3 clusters Score -190285.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -190289.984375 Penalty: 756.247803 Iteration 37Q: 3 clusters Score -190290 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -190291.828125 Penalty: 756.247803 Iteration 38Q: 3 clusters Score -190291.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -190293.453125 Penalty: 756.247803 Iteration 39Q: 3 clusters Score -190293.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -190295.312500 Penalty: 756.247803 Iteration 40F: 3 clusters Score -190295.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -190296.765625 Penalty: 756.247803 Iteration 41Q: 3 clusters Score -190296.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -190301.078125 Penalty: 756.247803 Iteration 42Q: 3 clusters Score -190301.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -190303.765625 Penalty: 756.247803 Iteration 43Q: 3 clusters Score -190303.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -190307.765625 Penalty: 756.247803 Iteration 44Q: 3 clusters Score -190307.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -190312.531250 Penalty: 756.247803 Iteration 45Q: 3 clusters Score -190312.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -190319.031250 Penalty: 756.247803 Iteration 46Q: 3 clusters Score -190319 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -190324.531250 Penalty: 756.247803 Iteration 47Q: 3 clusters Score -190324.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -190329.937500 Penalty: 756.247803 Iteration 48Q: 3 clusters Score -190329.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -190336.343750 Penalty: 756.247803 Iteration 49Q: 3 clusters Score -190336.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -190341.765625 Penalty: 756.247803 Iteration 50Q: 3 clusters Score -190341.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -190344.593750 Penalty: 756.247803 Iteration 51Q: 3 clusters Score -190344.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -190346.375000 Penalty: 756.247803 Iteration 52Q: 3 clusters Score -190346.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -190348.718750 Penalty: 756.247803 Iteration 53Q: 3 clusters Score -190348.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -190349.312500 Penalty: 756.247803 Iteration 54Q: 3 clusters Score -190349.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -190349.687500 Penalty: 756.247803 Iteration 55Q: 3 clusters Score -190349.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -190350.046875 Penalty: 756.247803 Iteration 56Q: 3 clusters Score -190350 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -190350.046875 Penalty: 756.247803 Iteration 57F: 3 clusters Score -190350 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Entering Unmasked Estep Score: -137571.078125 Penalty: 357.250580 Iteration 0F: 2 clusters Score -137571.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -135770.093750 Penalty: 714.501160 Iteration 0F: 3 clusters Score -135770.1 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -136441.546875 Penalty: 714.501160 Iteration 1F: 3 clusters Score -136441.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -136535.328125 Penalty: 714.501160 Iteration 2F: 3 clusters Score -136535.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -136626.921875 Penalty: 714.501160 Iteration 3F: 3 clusters Score -136626.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -136722.078125 Penalty: 714.501160 Iteration 4F: 3 clusters Score -136722.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -136844.187500 Penalty: 714.501160 Iteration 5F: 3 clusters Score -136844.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -136944.312500 Penalty: 714.501160 Iteration 6F: 3 clusters Score -136944.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -137007.953125 Penalty: 714.501160 Iteration 7Q: 3 clusters Score -137008 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -137048.468750 Penalty: 714.501160 Iteration 8Q: 3 clusters Score -137048.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -137074.656250 Penalty: 714.501160 Iteration 9Q: 3 clusters Score -137074.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -137102.203125 Penalty: 714.501160 Iteration 10Q: 3 clusters Score -137102.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -137116.968750 Penalty: 714.501160 Iteration 11Q: 3 clusters Score -137117 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -137131.734375 Penalty: 714.501160 Iteration 12Q: 3 clusters Score -137131.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -137140.875000 Penalty: 714.501160 Iteration 13Q: 3 clusters Score -137140.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -137147.046875 Penalty: 714.501160 Iteration 14Q: 3 clusters Score -137147 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -137151.296875 Penalty: 714.501160 Iteration 15Q: 3 clusters Score -137151.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -137154.062500 Penalty: 714.501160 Iteration 16Q: 3 clusters Score -137154.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -137155.906250 Penalty: 714.501160 Iteration 17Q: 3 clusters Score -137155.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -137157.468750 Penalty: 714.501160 Iteration 18Q: 3 clusters Score -137157.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -137158.218750 Penalty: 714.501160 Iteration 19Q: 3 clusters Score -137158.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -137159.015625 Penalty: 714.501160 Iteration 20F: 3 clusters Score -137159 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -137159.906250 Penalty: 714.501160 Iteration 21Q: 3 clusters Score -137159.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -137161.031250 Penalty: 714.501160 Iteration 22Q: 3 clusters Score -137161 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -137161.812500 Penalty: 714.501160 Iteration 23Q: 3 clusters Score -137161.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -137162.203125 Penalty: 714.501160 Iteration 24Q: 3 clusters Score -137162.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -137162.359375 Penalty: 714.501160 Iteration 25Q: 3 clusters Score -137162.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -137162.359375 Penalty: 714.501160 Iteration 26F: 3 clusters Score -137162.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -17616.437500 Penalty: 273.512665 Iteration 0F: 2 clusters Score -17616.44 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 176 members Entering Unmasked Estep Score: -17175.787109 Penalty: 547.025330 Iteration 0F: 3 clusters Score -17175.79 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -17277.097656 Penalty: 547.025330 Iteration 1F: 3 clusters Score -17277.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -17317.642578 Penalty: 547.025330 Iteration 2F: 3 clusters Score -17317.64 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -17360.466797 Penalty: 547.025330 Iteration 3F: 3 clusters Score -17360.47 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -17423.552734 Penalty: 547.025330 Iteration 4F: 3 clusters Score -17423.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -17463.205078 Penalty: 547.025330 Iteration 5F: 3 clusters Score -17463.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -17554.978516 Penalty: 547.025330 Iteration 6Q: 3 clusters Score -17554.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -17660.585938 Penalty: 547.025330 Iteration 7F: 3 clusters Score -17660.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -17702.582031 Penalty: 547.025330 Iteration 8Q: 3 clusters Score -17702.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -17714.220703 Penalty: 547.025330 Iteration 9Q: 3 clusters Score -17714.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -17717.953125 Penalty: 547.025330 Iteration 10Q: 3 clusters Score -17717.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -17736.447266 Penalty: 547.025330 Iteration 11Q: 3 clusters Score -17736.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -17770.330078 Penalty: 547.025330 Iteration 12Q: 3 clusters Score -17770.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -17808.015625 Penalty: 547.025330 Iteration 13Q: 3 clusters Score -17808.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -17808.015625 Penalty: 547.025330 Iteration 14F: 3 clusters Score -17808.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3850 members Mstep: Class 4 contains 149292 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26143 members Mstep: Class 9 contains 27013 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49040 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203763 members Mstep: Class 21 contains 4066 members Mstep: Class 22 contains 2570 members Mstep: Class 23 contains 337 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 71 members Entering Unmasked Estep Score: -24282000.000000 Penalty: 17927.505859 Splitting cluster 23 changes total score from -24282132.000000 to -24282000.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Entering Unmasked Estep Score: -3980.437500 Penalty: 210.880173 Iteration 0F: 2 clusters Score -3980.438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3789.682373 Penalty: 421.760345 Iteration 0F: 3 clusters Score -3789.682 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3823.861328 Penalty: 421.760345 Iteration 1F: 3 clusters Score -3823.861 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3844.197021 Penalty: 421.760345 Iteration 2F: 3 clusters Score -3844.197 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3853.137451 Penalty: 421.760345 Iteration 3Q: 3 clusters Score -3853.137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3856.852539 Penalty: 421.760345 Iteration 4Q: 3 clusters Score -3856.853 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3856.852539 Penalty: 421.760345 Iteration 5F: 3 clusters Score -3856.853 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Entering Unmasked Estep Score: -118250.609375 Penalty: 357.215149 Iteration 0F: 2 clusters Score -118250.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -116456.296875 Penalty: 714.430298 Iteration 0F: 3 clusters Score -116456.3 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -117056.007812 Penalty: 714.430298 Iteration 1F: 3 clusters Score -117056 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -117151.906250 Penalty: 714.430298 Iteration 2F: 3 clusters Score -117151.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -117258.945312 Penalty: 714.430298 Iteration 3F: 3 clusters Score -117258.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -117373.171875 Penalty: 714.430298 Iteration 4F: 3 clusters Score -117373.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -117500.546875 Penalty: 714.430298 Iteration 5F: 3 clusters Score -117500.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -117635.296875 Penalty: 714.430298 Iteration 6F: 3 clusters Score -117635.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -117766.085938 Penalty: 714.430298 Iteration 7F: 3 clusters Score -117766.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -117855.718750 Penalty: 714.430298 Iteration 8Q: 3 clusters Score -117855.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -117942.250000 Penalty: 714.430298 Iteration 9Q: 3 clusters Score -117942.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -117989.585938 Penalty: 714.430298 Iteration 10Q: 3 clusters Score -117989.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -118006.328125 Penalty: 714.430298 Iteration 11Q: 3 clusters Score -118006.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -118020.054688 Penalty: 714.430298 Iteration 12Q: 3 clusters Score -118020.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -118030.398438 Penalty: 714.430298 Iteration 13Q: 3 clusters Score -118030.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -118038.843750 Penalty: 714.430298 Iteration 14Q: 3 clusters Score -118038.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -118049.539062 Penalty: 714.430298 Iteration 15Q: 3 clusters Score -118049.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -118052.875000 Penalty: 714.430298 Iteration 16Q: 3 clusters Score -118052.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -118055.265625 Penalty: 714.430298 Iteration 17Q: 3 clusters Score -118055.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -118055.929688 Penalty: 714.430298 Iteration 18Q: 3 clusters Score -118055.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -118056.203125 Penalty: 714.430298 Iteration 19Q: 3 clusters Score -118056.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -118056.695312 Penalty: 714.430298 Iteration 20F: 3 clusters Score -118056.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -118056.898438 Penalty: 714.430298 Iteration 21Q: 3 clusters Score -118056.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -118057.289062 Penalty: 714.430298 Iteration 22Q: 3 clusters Score -118057.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -118057.289062 Penalty: 714.430298 Iteration 23F: 3 clusters Score -118057.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -8618.203125 Penalty: 243.293381 Iteration 0F: 2 clusters Score -8618.203 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8331.147461 Penalty: 486.586761 Iteration 0F: 3 clusters Score -8331.147 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8419.434570 Penalty: 486.586761 Iteration 1F: 3 clusters Score -8419.435 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8452.710938 Penalty: 486.586761 Iteration 2F: 3 clusters Score -8452.711 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8469.022461 Penalty: 486.586761 Iteration 3F: 3 clusters Score -8469.022 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8495.227539 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -8495.228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -8527.444336 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -8527.444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -8547.219727 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -8547.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -8551.941406 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -8551.941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -8554.957031 Penalty: 486.586761 Iteration 8Q: 3 clusters Score -8554.957 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -8555.708984 Penalty: 486.586761 Iteration 9Q: 3 clusters Score -8555.709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -8557.587891 Penalty: 486.586761 Iteration 10Q: 3 clusters Score -8557.588 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -8562.483398 Penalty: 486.586761 Iteration 11Q: 3 clusters Score -8562.483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -8564.168945 Penalty: 486.586761 Iteration 12Q: 3 clusters Score -8564.169 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -8565.458984 Penalty: 486.586761 Iteration 13Q: 3 clusters Score -8565.459 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -8565.979492 Penalty: 486.586761 Iteration 14Q: 3 clusters Score -8565.979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -8565.979492 Penalty: 486.586761 Iteration 15F: 3 clusters Score -8565.979 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Entering Unmasked Estep Score: -29722.755859 Penalty: 299.038879 Iteration 0F: 2 clusters Score -29722.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -29099.978516 Penalty: 598.077759 Iteration 0F: 3 clusters Score -29099.98 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -29372.855469 Penalty: 598.077759 Iteration 1F: 3 clusters Score -29372.86 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -29508.966797 Penalty: 598.077759 Iteration 2F: 3 clusters Score -29508.97 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -29612.064453 Penalty: 598.077759 Iteration 3F: 3 clusters Score -29612.06 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29679.257812 Penalty: 598.077759 Iteration 4F: 3 clusters Score -29679.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -29707.214844 Penalty: 598.077759 Iteration 5Q: 3 clusters Score -29707.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -29734.238281 Penalty: 598.077759 Iteration 6Q: 3 clusters Score -29734.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -29757.794922 Penalty: 598.077759 Iteration 7Q: 3 clusters Score -29757.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -29773.660156 Penalty: 598.077759 Iteration 8Q: 3 clusters Score -29773.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -29777.664062 Penalty: 598.077759 Iteration 9Q: 3 clusters Score -29777.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -29777.664062 Penalty: 598.077759 Iteration 10F: 3 clusters Score -29777.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3850 members Mstep: Class 4 contains 149292 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26143 members Mstep: Class 9 contains 27013 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49040 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203763 members Mstep: Class 21 contains 4066 members Mstep: Class 22 contains 2570 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 564 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 151 members Entering Unmasked Estep Score: -24281896.000000 Penalty: 17927.505859 Splitting cluster 27 changes total score from -24282132.000000 to -24281896.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Entering Unmasked Estep Score: -34825.093750 Penalty: 305.934387 Iteration 0F: 2 clusters Score -34825.09 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 428 members Entering Unmasked Estep Score: -34139.960938 Penalty: 611.868774 Iteration 0F: 3 clusters Score -34139.96 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -34344.195312 Penalty: 611.868774 Iteration 1F: 3 clusters Score -34344.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -34388.683594 Penalty: 611.868774 Iteration 2F: 3 clusters Score -34388.68 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -34426.265625 Penalty: 611.868774 Iteration 3F: 3 clusters Score -34426.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -34452.097656 Penalty: 611.868774 Iteration 4Q: 3 clusters Score -34452.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -34464.921875 Penalty: 611.868774 Iteration 5Q: 3 clusters Score -34464.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -34475.648438 Penalty: 611.868774 Iteration 6Q: 3 clusters Score -34475.65 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -34483.269531 Penalty: 611.868774 Iteration 7Q: 3 clusters Score -34483.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -34489.441406 Penalty: 611.868774 Iteration 8Q: 3 clusters Score -34489.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -34491.914062 Penalty: 611.868774 Iteration 9Q: 3 clusters Score -34491.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -34494.707031 Penalty: 611.868774 Iteration 10Q: 3 clusters Score -34494.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -34499.250000 Penalty: 611.868774 Iteration 11Q: 3 clusters Score -34499.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -34506.722656 Penalty: 611.868774 Iteration 12Q: 3 clusters Score -34506.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -34512.093750 Penalty: 611.868774 Iteration 13Q: 3 clusters Score -34512.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -34514.191406 Penalty: 611.868774 Iteration 14Q: 3 clusters Score -34514.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -34514.515625 Penalty: 611.868774 Iteration 15Q: 3 clusters Score -34514.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -34515.015625 Penalty: 611.868774 Iteration 16Q: 3 clusters Score -34515.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -34516.332031 Penalty: 611.868774 Iteration 17Q: 3 clusters Score -34516.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -34521.066406 Penalty: 611.868774 Iteration 18Q: 3 clusters Score -34521.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -34528.421875 Penalty: 611.868774 Iteration 19Q: 3 clusters Score -34528.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -34534.734375 Penalty: 611.868774 Iteration 20F: 3 clusters Score -34534.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -34537.527344 Penalty: 611.868774 Iteration 21Q: 3 clusters Score -34537.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -34541.394531 Penalty: 611.868774 Iteration 22Q: 3 clusters Score -34541.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -34545.199219 Penalty: 611.868774 Iteration 23Q: 3 clusters Score -34545.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -34550.187500 Penalty: 611.868774 Iteration 24Q: 3 clusters Score -34550.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -34552.523438 Penalty: 611.868774 Iteration 25Q: 3 clusters Score -34552.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -34554.148438 Penalty: 611.868774 Iteration 26Q: 3 clusters Score -34554.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -34555.085938 Penalty: 611.868774 Iteration 27Q: 3 clusters Score -34555.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -34555.632812 Penalty: 611.868774 Iteration 28Q: 3 clusters Score -34555.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -34556.109375 Penalty: 611.868774 Iteration 29Q: 3 clusters Score -34556.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -34556.222656 Penalty: 611.868774 Iteration 30Q: 3 clusters Score -34556.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -34556.222656 Penalty: 611.868774 Iteration 31F: 3 clusters Score -34556.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Entering Unmasked Estep Score: -8626.528320 Penalty: 236.026047 Iteration 0F: 2 clusters Score -8626.528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8352.731445 Penalty: 472.052094 Iteration 0F: 3 clusters Score -8352.731 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8399.015625 Penalty: 472.052094 Iteration 1F: 3 clusters Score -8399.016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -8414.125000 Penalty: 472.052094 Iteration 2Q: 3 clusters Score -8414.125 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8419.805664 Penalty: 472.052094 Iteration 3Q: 3 clusters Score -8419.806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8422.338867 Penalty: 472.052094 Iteration 4Q: 3 clusters Score -8422.339 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8422.338867 Penalty: 472.052094 Iteration 5F: 3 clusters Score -8422.339 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3850 members Mstep: Class 4 contains 149292 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26143 members Mstep: Class 9 contains 27013 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49040 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203763 members Mstep: Class 21 contains 4066 members Mstep: Class 22 contains 2570 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282138.000000 Penalty: 17329.921875 Iteration 159Q: 30 clusters Score -2.428214e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 18031 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3849 members Mstep: Class 4 contains 149270 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26142 members Mstep: Class 9 contains 27012 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49021 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203772 members Mstep: Class 21 contains 4066 members Mstep: Class 22 contains 2581 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282178.000000 Penalty: 17329.921875 Iteration 160F: 30 clusters Score -2.428218e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18053 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3848 members Mstep: Class 4 contains 149246 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27011 members Mstep: Class 10 contains 3005 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 49002 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203784 members Mstep: Class 21 contains 4068 members Mstep: Class 22 contains 2591 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282178.000000 Penalty: 17329.921875 Iteration 161Q: 30 clusters Score -2.428218e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18072 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 149226 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27013 members Mstep: Class 10 contains 3005 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48993 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203789 members Mstep: Class 21 contains 4068 members Mstep: Class 22 contains 2596 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282196.000000 Penalty: 17329.921875 Iteration 162Q: 30 clusters Score -2.42822e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18094 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3843 members Mstep: Class 4 contains 149202 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27016 members Mstep: Class 10 contains 3005 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48982 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203797 members Mstep: Class 21 contains 4068 members Mstep: Class 22 contains 2602 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282224.000000 Penalty: 17329.921875 Iteration 163Q: 30 clusters Score -2.428222e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18120 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3842 members Mstep: Class 4 contains 149170 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27018 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2504 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48975 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203802 members Mstep: Class 21 contains 4068 members Mstep: Class 22 contains 2610 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282204.000000 Penalty: 17329.921875 Iteration 164Q: 30 clusters Score -2.42822e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18141 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3842 members Mstep: Class 4 contains 149139 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27022 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2506 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48970 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203801 members Mstep: Class 21 contains 4068 members Mstep: Class 22 contains 2620 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282206.000000 Penalty: 17329.921875 Iteration 165Q: 30 clusters Score -2.428221e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18172 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3842 members Mstep: Class 4 contains 149101 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27023 members Mstep: Class 10 contains 3004 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2506 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48964 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203805 members Mstep: Class 21 contains 4068 members Mstep: Class 22 contains 2628 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282204.000000 Penalty: 17329.921875 Iteration 166Q: 30 clusters Score -2.42822e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3842 members Mstep: Class 4 contains 149067 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27022 members Mstep: Class 10 contains 3007 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48964 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203805 members Mstep: Class 21 contains 4069 members Mstep: Class 22 contains 2631 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282202.000000 Penalty: 17329.921875 Iteration 167Q: 30 clusters Score -2.42822e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18221 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3842 members Mstep: Class 4 contains 149037 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27024 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48968 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203803 members Mstep: Class 21 contains 4070 members Mstep: Class 22 contains 2633 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282206.000000 Penalty: 17329.921875 Iteration 168Q: 30 clusters Score -2.428221e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18240 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3843 members Mstep: Class 4 contains 149000 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26140 members Mstep: Class 9 contains 27030 members Mstep: Class 10 contains 3007 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48967 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203812 members Mstep: Class 21 contains 4073 members Mstep: Class 22 contains 2634 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282226.000000 Penalty: 17329.921875 Iteration 169Q: 30 clusters Score -2.428223e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18267 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148962 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26139 members Mstep: Class 9 contains 27033 members Mstep: Class 10 contains 3006 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48959 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203822 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 2639 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282248.000000 Penalty: 17329.921875 Iteration 170Q: 30 clusters Score -2.428225e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18288 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3845 members Mstep: Class 4 contains 148925 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26137 members Mstep: Class 9 contains 27040 members Mstep: Class 10 contains 3007 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48952 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203829 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2643 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282240.000000 Penalty: 17329.921875 Iteration 171Q: 30 clusters Score -2.428224e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18300 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3847 members Mstep: Class 4 contains 148904 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26136 members Mstep: Class 9 contains 27045 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48951 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203832 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2643 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282250.000000 Penalty: 17329.921875 Iteration 172Q: 30 clusters Score -2.428225e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18306 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 148889 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26136 members Mstep: Class 9 contains 27049 members Mstep: Class 10 contains 3009 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48949 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203838 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2644 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282236.000000 Penalty: 17329.921875 Iteration 173Q: 30 clusters Score -2.428224e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18310 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 148880 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26136 members Mstep: Class 9 contains 27050 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48946 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203843 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282248.000000 Penalty: 17329.921875 Iteration 174Q: 30 clusters Score -2.428225e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18314 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 148874 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26136 members Mstep: Class 9 contains 27051 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48944 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203844 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2647 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282258.000000 Penalty: 17329.921875 Iteration 175Q: 30 clusters Score -2.428226e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18316 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 148868 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26136 members Mstep: Class 9 contains 27052 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48943 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203846 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2649 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282258.000000 Penalty: 17329.921875 Iteration 176Q: 30 clusters Score -2.428226e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18320 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 148862 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26136 members Mstep: Class 9 contains 27052 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48939 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203848 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2653 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282270.000000 Penalty: 17329.921875 Iteration 177Q: 30 clusters Score -2.428227e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18321 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 148859 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26135 members Mstep: Class 9 contains 27053 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48937 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203851 members Mstep: Class 21 contains 4080 members Mstep: Class 22 contains 2654 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282258.000000 Penalty: 17329.921875 Iteration 178Q: 30 clusters Score -2.428226e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 148853 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26135 members Mstep: Class 9 contains 27054 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48935 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203852 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282250.000000 Penalty: 17329.921875 Iteration 179Q: 30 clusters Score -2.428225e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18327 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3845 members Mstep: Class 4 contains 148851 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27054 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48934 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203854 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282240.000000 Penalty: 17329.921875 Iteration 180F: 30 clusters Score -2.428224e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18331 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148848 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27055 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48928 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203859 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282244.000000 Penalty: 17329.921875 Iteration 181Q: 30 clusters Score -2.428224e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18341 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3843 members Mstep: Class 4 contains 148837 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27056 members Mstep: Class 10 contains 3010 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48923 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203865 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282256.000000 Penalty: 17329.921875 Iteration 182Q: 30 clusters Score -2.428226e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18343 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3843 members Mstep: Class 4 contains 148833 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27059 members Mstep: Class 10 contains 3009 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48920 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203868 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282272.000000 Penalty: 17329.921875 Iteration 183Q: 30 clusters Score -2.428227e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18345 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148829 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27060 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203870 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282258.000000 Penalty: 17329.921875 Iteration 184Q: 30 clusters Score -2.428226e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148826 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27061 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203870 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282262.000000 Penalty: 17329.921875 Iteration 185Q: 30 clusters Score -2.428226e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203870 members Mstep: Class 21 contains 4082 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282268.000000 Penalty: 17329.921875 Iteration 186Q: 30 clusters Score -2.428227e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203871 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282274.000000 Penalty: 17329.921875 Iteration 187Q: 30 clusters Score -2.428227e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203871 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282274.000000 Penalty: 17329.921875 Iteration 188F: 30 clusters Score -2.428227e+07 nChanged 0 Entering ConstructFrom: Score: -24282274.000000 Penalty: 17329.921875 Entering ConstructFrom: Trying to split cluster 1 (18347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18347 members Entering Unmasked Estep Score: -945177.375000 Penalty: 446.683594 Iteration 0F: 2 clusters Score -945177.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -932958.125000 Penalty: 893.367188 Iteration 0F: 3 clusters Score -932958.1 nChanged 8700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -937915.562500 Penalty: 893.367188 Iteration 1F: 3 clusters Score -937915.6 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -938218.000000 Penalty: 893.367188 Iteration 2Q: 3 clusters Score -938218 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10987 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -938612.062500 Penalty: 893.367188 Iteration 3F: 3 clusters Score -938612.1 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -939137.750000 Penalty: 893.367188 Iteration 4F: 3 clusters Score -939137.8 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13004 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -939948.437500 Penalty: 893.367188 Iteration 5F: 3 clusters Score -939948.4 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14387 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -941094.312500 Penalty: 893.367188 Iteration 6F: 3 clusters Score -941094.3 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15786 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -942379.562500 Penalty: 893.367188 Iteration 7F: 3 clusters Score -942379.6 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -943508.312500 Penalty: 893.367188 Iteration 8F: 3 clusters Score -943508.3 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17696 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -944198.812500 Penalty: 893.367188 Iteration 9Q: 3 clusters Score -944198.8 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -944514.062500 Penalty: 893.367188 Iteration 10Q: 3 clusters Score -944514.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18200 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -944669.562500 Penalty: 893.367188 Iteration 11Q: 3 clusters Score -944669.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18263 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -944737.875000 Penalty: 893.367188 Iteration 12Q: 3 clusters Score -944737.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18282 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -944767.375000 Penalty: 893.367188 Iteration 13Q: 3 clusters Score -944767.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18285 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -944771.687500 Penalty: 893.367188 Iteration 14Q: 3 clusters Score -944771.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18289 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -944773.937500 Penalty: 893.367188 Iteration 15Q: 3 clusters Score -944773.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18289 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -944777.062500 Penalty: 893.367188 Iteration 16Q: 3 clusters Score -944777.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18289 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -944777.062500 Penalty: 893.367188 Iteration 17F: 3 clusters Score -944777.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -17096.898438 Penalty: 269.796326 Iteration 0F: 2 clusters Score -17096.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -16685.390625 Penalty: 539.592651 Iteration 0F: 3 clusters Score -16685.39 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -16829.046875 Penalty: 539.592651 Iteration 1F: 3 clusters Score -16829.05 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16887.234375 Penalty: 539.592651 Iteration 2F: 3 clusters Score -16887.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -16908.029297 Penalty: 539.592651 Iteration 3Q: 3 clusters Score -16908.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16921.070312 Penalty: 539.592651 Iteration 4Q: 3 clusters Score -16921.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -16932.933594 Penalty: 539.592651 Iteration 5Q: 3 clusters Score -16932.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -16944.968750 Penalty: 539.592651 Iteration 6Q: 3 clusters Score -16944.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -16951.824219 Penalty: 539.592651 Iteration 7Q: 3 clusters Score -16951.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16954.099609 Penalty: 539.592651 Iteration 8Q: 3 clusters Score -16954.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -16954.294922 Penalty: 539.592651 Iteration 9Q: 3 clusters Score -16954.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -16960.357422 Penalty: 539.592651 Iteration 10Q: 3 clusters Score -16960.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16964.742188 Penalty: 539.592651 Iteration 11Q: 3 clusters Score -16964.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16964.742188 Penalty: 539.592651 Iteration 12F: 3 clusters Score -16964.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Entering Unmasked Estep Score: -198208.734375 Penalty: 375.569214 Iteration 0F: 2 clusters Score -198208.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -195575.437500 Penalty: 751.138428 Iteration 0F: 3 clusters Score -195575.4 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -196454.062500 Penalty: 751.138428 Iteration 1F: 3 clusters Score -196454.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -196555.796875 Penalty: 751.138428 Iteration 2F: 3 clusters Score -196555.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -196630.640625 Penalty: 751.138428 Iteration 3Q: 3 clusters Score -196630.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -196713.359375 Penalty: 751.138428 Iteration 4Q: 3 clusters Score -196713.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -196825.093750 Penalty: 751.138428 Iteration 5Q: 3 clusters Score -196825.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -196961.546875 Penalty: 751.138428 Iteration 6F: 3 clusters Score -196961.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -197128.562500 Penalty: 751.138428 Iteration 7F: 3 clusters Score -197128.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -197318.328125 Penalty: 751.138428 Iteration 8F: 3 clusters Score -197318.3 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -197489.296875 Penalty: 751.138428 Iteration 9F: 3 clusters Score -197489.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -197597.156250 Penalty: 751.138428 Iteration 10Q: 3 clusters Score -197597.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -197661.906250 Penalty: 751.138428 Iteration 11Q: 3 clusters Score -197661.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -197718.421875 Penalty: 751.138428 Iteration 12Q: 3 clusters Score -197718.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -197767.984375 Penalty: 751.138428 Iteration 13Q: 3 clusters Score -197768 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -197803.546875 Penalty: 751.138428 Iteration 14Q: 3 clusters Score -197803.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -197825.375000 Penalty: 751.138428 Iteration 15Q: 3 clusters Score -197825.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -197837.875000 Penalty: 751.138428 Iteration 16Q: 3 clusters Score -197837.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -197853.531250 Penalty: 751.138428 Iteration 17Q: 3 clusters Score -197853.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -197869.937500 Penalty: 751.138428 Iteration 18Q: 3 clusters Score -197869.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -197876.656250 Penalty: 751.138428 Iteration 19Q: 3 clusters Score -197876.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -197878.828125 Penalty: 751.138428 Iteration 20F: 3 clusters Score -197878.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -197878.890625 Penalty: 751.138428 Iteration 21Q: 3 clusters Score -197878.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -197878.890625 Penalty: 751.138428 Iteration 22F: 3 clusters Score -197878.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (148824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148824 members Entering Unmasked Estep Score: -7527324.000000 Penalty: 541.928650 Iteration 0F: 2 clusters Score -7527324 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74545 members Mstep: Class 2 contains 74279 members Entering Unmasked Estep Score: -7434782.500000 Penalty: 1083.857300 Iteration 0F: 3 clusters Score -7434782 nChanged 72890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85933 members Mstep: Class 2 contains 62891 members Entering Unmasked Estep Score: -7481033.500000 Penalty: 1083.857300 Iteration 1F: 3 clusters Score -7481034 nChanged 7882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92245 members Mstep: Class 2 contains 56579 members Entering Unmasked Estep Score: -7484480.000000 Penalty: 1083.857300 Iteration 2F: 3 clusters Score -7484480 nChanged 9547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100714 members Mstep: Class 2 contains 48110 members Entering Unmasked Estep Score: -7489524.000000 Penalty: 1083.857300 Iteration 3F: 3 clusters Score -7489524 nChanged 11287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111425 members Mstep: Class 2 contains 37399 members Entering Unmasked Estep Score: -7496930.000000 Penalty: 1083.857300 Iteration 4F: 3 clusters Score -7496930 nChanged 12425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123580 members Mstep: Class 2 contains 25244 members Entering Unmasked Estep Score: -7506269.500000 Penalty: 1083.857300 Iteration 5F: 3 clusters Score -7506270 nChanged 11237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134743 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -7515181.000000 Penalty: 1083.857300 Iteration 6F: 3 clusters Score -7515181 nChanged 7702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142429 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -7521598.000000 Penalty: 1083.857300 Iteration 7F: 3 clusters Score -7521598 nChanged 4055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146482 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -7524891.500000 Penalty: 1083.857300 Iteration 8Q: 3 clusters Score -7524892 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148114 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -7526256.000000 Penalty: 1083.857300 Iteration 9Q: 3 clusters Score -7526256 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148629 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -7526659.500000 Penalty: 1083.857300 Iteration 10Q: 3 clusters Score -7526660 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148741 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7526781.000000 Penalty: 1083.857300 Iteration 11Q: 3 clusters Score -7526781 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148759 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7526810.500000 Penalty: 1083.857300 Iteration 12Q: 3 clusters Score -7526810 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148763 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7526828.500000 Penalty: 1083.857300 Iteration 13Q: 3 clusters Score -7526828 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148766 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7526842.000000 Penalty: 1083.857300 Iteration 14Q: 3 clusters Score -7526842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148766 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7526840.500000 Penalty: 1083.857300 Iteration 15Q: 3 clusters Score -7526840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148763 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7526849.000000 Penalty: 1083.857300 Iteration 16Q: 3 clusters Score -7526849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148764 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -7526850.000000 Penalty: 1083.857300 Iteration 17Q: 3 clusters Score -7526850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148763 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7526853.500000 Penalty: 1083.857300 Iteration 18Q: 3 clusters Score -7526854 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148762 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -7526852.500000 Penalty: 1083.857300 Iteration 19Q: 3 clusters Score -7526852 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148761 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -7526850.000000 Penalty: 1083.857300 Iteration 20F: 3 clusters Score -7526850 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148759 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7526847.000000 Penalty: 1083.857300 Iteration 21Q: 3 clusters Score -7526847 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148759 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7526847.000000 Penalty: 1083.857300 Iteration 22F: 3 clusters Score -7526847 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -31235.193359 Penalty: 297.747986 Iteration 0F: 2 clusters Score -31235.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -30621.697266 Penalty: 595.495972 Iteration 0F: 3 clusters Score -30621.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -30777.064453 Penalty: 595.495972 Iteration 1F: 3 clusters Score -30777.06 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -30812.738281 Penalty: 595.495972 Iteration 2F: 3 clusters Score -30812.74 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -30838.185547 Penalty: 595.495972 Iteration 3F: 3 clusters Score -30838.19 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -30859.556641 Penalty: 595.495972 Iteration 4Q: 3 clusters Score -30859.56 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -30875.300781 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -30875.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -30897.669922 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -30897.67 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -30911.740234 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -30911.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -30923.339844 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -30923.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -30933.691406 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -30933.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -30939.748047 Penalty: 595.495972 Iteration 10Q: 3 clusters Score -30939.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -30941.587891 Penalty: 595.495972 Iteration 11Q: 3 clusters Score -30941.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -30942.326172 Penalty: 595.495972 Iteration 12Q: 3 clusters Score -30942.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -30942.703125 Penalty: 595.495972 Iteration 13Q: 3 clusters Score -30942.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -30942.703125 Penalty: 595.495972 Iteration 14F: 3 clusters Score -30942.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Entering Unmasked Estep Score: -126432.367188 Penalty: 356.464874 Iteration 0F: 2 clusters Score -126432.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -124638.523438 Penalty: 712.929749 Iteration 0F: 3 clusters Score -124638.5 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -125223.820312 Penalty: 712.929749 Iteration 1F: 3 clusters Score -125223.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -125333.296875 Penalty: 712.929749 Iteration 2F: 3 clusters Score -125333.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -125447.921875 Penalty: 712.929749 Iteration 3F: 3 clusters Score -125447.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -125597.679688 Penalty: 712.929749 Iteration 4F: 3 clusters Score -125597.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -125755.898438 Penalty: 712.929749 Iteration 5F: 3 clusters Score -125755.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -125891.078125 Penalty: 712.929749 Iteration 6F: 3 clusters Score -125891.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -126010.554688 Penalty: 712.929749 Iteration 7Q: 3 clusters Score -126010.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -126064.093750 Penalty: 712.929749 Iteration 8Q: 3 clusters Score -126064.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -126080.320312 Penalty: 712.929749 Iteration 9Q: 3 clusters Score -126080.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -126095.234375 Penalty: 712.929749 Iteration 10Q: 3 clusters Score -126095.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -126104.117188 Penalty: 712.929749 Iteration 11Q: 3 clusters Score -126104.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -126109.757812 Penalty: 712.929749 Iteration 12Q: 3 clusters Score -126109.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -126111.507812 Penalty: 712.929749 Iteration 13Q: 3 clusters Score -126111.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -126113.640625 Penalty: 712.929749 Iteration 14Q: 3 clusters Score -126113.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -126114.523438 Penalty: 712.929749 Iteration 15Q: 3 clusters Score -126114.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -126114.554688 Penalty: 712.929749 Iteration 16Q: 3 clusters Score -126114.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -126114.906250 Penalty: 712.929749 Iteration 17Q: 3 clusters Score -126114.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -126115.734375 Penalty: 712.929749 Iteration 18Q: 3 clusters Score -126115.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -126115.734375 Penalty: 712.929749 Iteration 19F: 3 clusters Score -126115.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3743.942871 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3743.943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3569.924561 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3569.925 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3598.600830 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3598.601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3600.515869 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -3600.516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3603.232422 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -3603.232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3603.232422 Penalty: 412.466553 Iteration 4F: 3 clusters Score -3603.232 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (26134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26134 members Entering Unmasked Estep Score: -1231295.375000 Penalty: 462.780182 Iteration 0F: 2 clusters Score -1231295 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -1213864.375000 Penalty: 925.560364 Iteration 0F: 3 clusters Score -1213864 nChanged 12510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 13386 members Entering Unmasked Estep Score: -1221094.250000 Penalty: 925.560364 Iteration 1F: 3 clusters Score -1221094 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -1221520.750000 Penalty: 925.560364 Iteration 2Q: 3 clusters Score -1221521 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -1222062.750000 Penalty: 925.560364 Iteration 3Q: 3 clusters Score -1222063 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 13911 members Entering Unmasked Estep Score: -1222774.625000 Penalty: 925.560364 Iteration 4F: 3 clusters Score -1222775 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 14208 members Entering Unmasked Estep Score: -1223674.875000 Penalty: 925.560364 Iteration 5F: 3 clusters Score -1223675 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11596 members Mstep: Class 2 contains 14538 members Entering Unmasked Estep Score: -1224747.125000 Penalty: 925.560364 Iteration 6F: 3 clusters Score -1224747 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11320 members Mstep: Class 2 contains 14814 members Entering Unmasked Estep Score: -1225697.750000 Penalty: 925.560364 Iteration 7F: 3 clusters Score -1225698 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 14992 members Entering Unmasked Estep Score: -1226175.000000 Penalty: 925.560364 Iteration 8Q: 3 clusters Score -1226175 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11015 members Mstep: Class 2 contains 15119 members Entering Unmasked Estep Score: -1226310.250000 Penalty: 925.560364 Iteration 9Q: 3 clusters Score -1226310 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10843 members Mstep: Class 2 contains 15291 members Entering Unmasked Estep Score: -1226357.000000 Penalty: 925.560364 Iteration 10Q: 3 clusters Score -1226357 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Mstep: Class 2 contains 15479 members Entering Unmasked Estep Score: -1226387.500000 Penalty: 925.560364 Iteration 11Q: 3 clusters Score -1226388 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 15687 members Entering Unmasked Estep Score: -1226416.125000 Penalty: 925.560364 Iteration 12Q: 3 clusters Score -1226416 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10211 members Mstep: Class 2 contains 15923 members Entering Unmasked Estep Score: -1226455.750000 Penalty: 925.560364 Iteration 13Q: 3 clusters Score -1226456 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 16169 members Entering Unmasked Estep Score: -1226492.625000 Penalty: 925.560364 Iteration 14Q: 3 clusters Score -1226493 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -1226537.250000 Penalty: 925.560364 Iteration 15Q: 3 clusters Score -1226537 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 16744 members Entering Unmasked Estep Score: -1226605.250000 Penalty: 925.560364 Iteration 16Q: 3 clusters Score -1226605 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 17079 members Entering Unmasked Estep Score: -1226679.000000 Penalty: 925.560364 Iteration 17Q: 3 clusters Score -1226679 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 17470 members Entering Unmasked Estep Score: -1226774.750000 Penalty: 925.560364 Iteration 18Q: 3 clusters Score -1226775 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 17891 members Entering Unmasked Estep Score: -1226880.375000 Penalty: 925.560364 Iteration 19Q: 3 clusters Score -1226880 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -1227001.375000 Penalty: 925.560364 Iteration 20F: 3 clusters Score -1227001 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 18772 members Entering Unmasked Estep Score: -1227146.875000 Penalty: 925.560364 Iteration 21Q: 3 clusters Score -1227147 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 19247 members Entering Unmasked Estep Score: -1227312.625000 Penalty: 925.560364 Iteration 22Q: 3 clusters Score -1227313 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 19770 members Entering Unmasked Estep Score: -1227524.250000 Penalty: 925.560364 Iteration 23Q: 3 clusters Score -1227524 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 20291 members Entering Unmasked Estep Score: -1227744.875000 Penalty: 925.560364 Iteration 24Q: 3 clusters Score -1227745 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 20839 members Entering Unmasked Estep Score: -1228024.625000 Penalty: 925.560364 Iteration 25Q: 3 clusters Score -1228025 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 21383 members Entering Unmasked Estep Score: -1228333.375000 Penalty: 925.560364 Iteration 26Q: 3 clusters Score -1228333 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 21891 members Entering Unmasked Estep Score: -1228643.625000 Penalty: 925.560364 Iteration 27Q: 3 clusters Score -1228644 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 22382 members Entering Unmasked Estep Score: -1229005.250000 Penalty: 925.560364 Iteration 28Q: 3 clusters Score -1229005 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 22793 members Entering Unmasked Estep Score: -1229337.000000 Penalty: 925.560364 Iteration 29Q: 3 clusters Score -1229337 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 23125 members Entering Unmasked Estep Score: -1229653.875000 Penalty: 925.560364 Iteration 30Q: 3 clusters Score -1229654 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 23375 members Entering Unmasked Estep Score: -1229929.625000 Penalty: 925.560364 Iteration 31Q: 3 clusters Score -1229930 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 23584 members Entering Unmasked Estep Score: -1230169.250000 Penalty: 925.560364 Iteration 32Q: 3 clusters Score -1230169 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 23746 members Entering Unmasked Estep Score: -1230344.500000 Penalty: 925.560364 Iteration 33Q: 3 clusters Score -1230344 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -1230461.875000 Penalty: 925.560364 Iteration 34Q: 3 clusters Score -1230462 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 23955 members Entering Unmasked Estep Score: -1230538.250000 Penalty: 925.560364 Iteration 35Q: 3 clusters Score -1230538 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 24022 members Entering Unmasked Estep Score: -1230596.500000 Penalty: 925.560364 Iteration 36Q: 3 clusters Score -1230596 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 24070 members Entering Unmasked Estep Score: -1230630.500000 Penalty: 925.560364 Iteration 37Q: 3 clusters Score -1230630 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 24118 members Entering Unmasked Estep Score: -1230645.250000 Penalty: 925.560364 Iteration 38Q: 3 clusters Score -1230645 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 24149 members Entering Unmasked Estep Score: -1230651.125000 Penalty: 925.560364 Iteration 39Q: 3 clusters Score -1230651 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 24180 members Entering Unmasked Estep Score: -1230668.125000 Penalty: 925.560364 Iteration 40F: 3 clusters Score -1230668 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 24204 members Entering Unmasked Estep Score: -1230677.125000 Penalty: 925.560364 Iteration 41Q: 3 clusters Score -1230677 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 24236 members Entering Unmasked Estep Score: -1230688.000000 Penalty: 925.560364 Iteration 42Q: 3 clusters Score -1230688 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 24252 members Entering Unmasked Estep Score: -1230693.125000 Penalty: 925.560364 Iteration 43Q: 3 clusters Score -1230693 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 24276 members Entering Unmasked Estep Score: -1230697.000000 Penalty: 925.560364 Iteration 44Q: 3 clusters Score -1230697 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 24296 members Entering Unmasked Estep Score: -1230702.125000 Penalty: 925.560364 Iteration 45Q: 3 clusters Score -1230702 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 24314 members Entering Unmasked Estep Score: -1230708.625000 Penalty: 925.560364 Iteration 46Q: 3 clusters Score -1230709 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 24331 members Entering Unmasked Estep Score: -1230708.625000 Penalty: 925.560364 Iteration 47Q: 3 clusters Score -1230709 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 24349 members Entering Unmasked Estep Score: -1230712.625000 Penalty: 925.560364 Iteration 48Q: 3 clusters Score -1230713 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 24371 members Entering Unmasked Estep Score: -1230717.000000 Penalty: 925.560364 Iteration 49Q: 3 clusters Score -1230717 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 24398 members Entering Unmasked Estep Score: -1230718.750000 Penalty: 925.560364 Iteration 50Q: 3 clusters Score -1230719 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 24418 members Entering Unmasked Estep Score: -1230721.875000 Penalty: 925.560364 Iteration 51Q: 3 clusters Score -1230722 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 24426 members Entering Unmasked Estep Score: -1230722.125000 Penalty: 925.560364 Iteration 52Q: 3 clusters Score -1230722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 24435 members Entering Unmasked Estep Score: -1230723.625000 Penalty: 925.560364 Iteration 53Q: 3 clusters Score -1230724 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 24445 members Entering Unmasked Estep Score: -1230725.750000 Penalty: 925.560364 Iteration 54Q: 3 clusters Score -1230726 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 24450 members Entering Unmasked Estep Score: -1230722.500000 Penalty: 925.560364 Iteration 55Q: 3 clusters Score -1230722 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 24451 members Entering Unmasked Estep Score: -1230724.625000 Penalty: 925.560364 Iteration 56Q: 3 clusters Score -1230725 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 24452 members Entering Unmasked Estep Score: -1230723.750000 Penalty: 925.560364 Iteration 57Q: 3 clusters Score -1230724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 24452 members Entering Unmasked Estep Score: -1230723.750000 Penalty: 925.560364 Iteration 58F: 3 clusters Score -1230724 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27062 members Entering Unmasked Estep Score: -1287542.250000 Penalty: 464.367798 Iteration 0F: 2 clusters Score -1287542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13465 members Mstep: Class 2 contains 13597 members Entering Unmasked Estep Score: -1269534.000000 Penalty: 928.735596 Iteration 0F: 3 clusters Score -1269534 nChanged 12876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 15811 members Entering Unmasked Estep Score: -1277768.250000 Penalty: 928.735596 Iteration 1F: 3 clusters Score -1277768 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 16984 members Entering Unmasked Estep Score: -1278644.250000 Penalty: 928.735596 Iteration 2F: 3 clusters Score -1278644 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 18352 members Entering Unmasked Estep Score: -1279671.750000 Penalty: 928.735596 Iteration 3F: 3 clusters Score -1279672 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 19887 members Entering Unmasked Estep Score: -1280839.375000 Penalty: 928.735596 Iteration 4F: 3 clusters Score -1280839 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 21526 members Entering Unmasked Estep Score: -1282114.500000 Penalty: 928.735596 Iteration 5F: 3 clusters Score -1282114 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 23066 members Entering Unmasked Estep Score: -1283492.500000 Penalty: 928.735596 Iteration 6F: 3 clusters Score -1283492 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 24419 members Entering Unmasked Estep Score: -1284896.125000 Penalty: 928.735596 Iteration 7F: 3 clusters Score -1284896 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 25340 members Entering Unmasked Estep Score: -1285821.750000 Penalty: 928.735596 Iteration 8Q: 3 clusters Score -1285822 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 25834 members Entering Unmasked Estep Score: -1286301.500000 Penalty: 928.735596 Iteration 9Q: 3 clusters Score -1286302 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 26159 members Entering Unmasked Estep Score: -1286573.125000 Penalty: 928.735596 Iteration 10Q: 3 clusters Score -1286573 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 26391 members Entering Unmasked Estep Score: -1286743.750000 Penalty: 928.735596 Iteration 11Q: 3 clusters Score -1286744 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 26559 members Entering Unmasked Estep Score: -1286864.000000 Penalty: 928.735596 Iteration 12Q: 3 clusters Score -1286864 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 26688 members Entering Unmasked Estep Score: -1286949.750000 Penalty: 928.735596 Iteration 13Q: 3 clusters Score -1286950 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 26774 members Entering Unmasked Estep Score: -1287019.000000 Penalty: 928.735596 Iteration 14Q: 3 clusters Score -1287019 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 26835 members Entering Unmasked Estep Score: -1287075.500000 Penalty: 928.735596 Iteration 15Q: 3 clusters Score -1287076 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 26875 members Entering Unmasked Estep Score: -1287106.875000 Penalty: 928.735596 Iteration 16Q: 3 clusters Score -1287107 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 26902 members Entering Unmasked Estep Score: -1287124.500000 Penalty: 928.735596 Iteration 17Q: 3 clusters Score -1287124 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 26926 members Entering Unmasked Estep Score: -1287141.375000 Penalty: 928.735596 Iteration 18Q: 3 clusters Score -1287141 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -1287152.375000 Penalty: 928.735596 Iteration 19Q: 3 clusters Score -1287152 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 26953 members Entering Unmasked Estep Score: -1287159.875000 Penalty: 928.735596 Iteration 20F: 3 clusters Score -1287160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 26957 members Entering Unmasked Estep Score: -1287162.250000 Penalty: 928.735596 Iteration 21Q: 3 clusters Score -1287162 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 26961 members Entering Unmasked Estep Score: -1287163.500000 Penalty: 928.735596 Iteration 22Q: 3 clusters Score -1287164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 26963 members Entering Unmasked Estep Score: -1287164.000000 Penalty: 928.735596 Iteration 23Q: 3 clusters Score -1287164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 26965 members Entering Unmasked Estep Score: -1287165.375000 Penalty: 928.735596 Iteration 24Q: 3 clusters Score -1287165 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 26966 members Entering Unmasked Estep Score: -1287164.500000 Penalty: 928.735596 Iteration 25Q: 3 clusters Score -1287164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 26966 members Entering Unmasked Estep Score: -1287164.500000 Penalty: 928.735596 Iteration 26F: 3 clusters Score -1287164 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Entering Unmasked Estep Score: -156704.265625 Penalty: 364.410889 Iteration 0F: 2 clusters Score -156704.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -154630.375000 Penalty: 728.821777 Iteration 0F: 3 clusters Score -154630.4 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -155313.453125 Penalty: 728.821777 Iteration 1F: 3 clusters Score -155313.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -155406.921875 Penalty: 728.821777 Iteration 2F: 3 clusters Score -155406.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -155500.421875 Penalty: 728.821777 Iteration 3F: 3 clusters Score -155500.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -155612.593750 Penalty: 728.821777 Iteration 4F: 3 clusters Score -155612.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -155734.843750 Penalty: 728.821777 Iteration 5F: 3 clusters Score -155734.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -155882.328125 Penalty: 728.821777 Iteration 6F: 3 clusters Score -155882.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -156041.218750 Penalty: 728.821777 Iteration 7F: 3 clusters Score -156041.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -156174.406250 Penalty: 728.821777 Iteration 8Q: 3 clusters Score -156174.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -156246.437500 Penalty: 728.821777 Iteration 9Q: 3 clusters Score -156246.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -156291.578125 Penalty: 728.821777 Iteration 10Q: 3 clusters Score -156291.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -156322.156250 Penalty: 728.821777 Iteration 11Q: 3 clusters Score -156322.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -156349.250000 Penalty: 728.821777 Iteration 12Q: 3 clusters Score -156349.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -156363.328125 Penalty: 728.821777 Iteration 13Q: 3 clusters Score -156363.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -156375.328125 Penalty: 728.821777 Iteration 14Q: 3 clusters Score -156375.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -156381.406250 Penalty: 728.821777 Iteration 15Q: 3 clusters Score -156381.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -156387.375000 Penalty: 728.821777 Iteration 16Q: 3 clusters Score -156387.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -156389.390625 Penalty: 728.821777 Iteration 17Q: 3 clusters Score -156389.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -156389.796875 Penalty: 728.821777 Iteration 18Q: 3 clusters Score -156389.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -156389.796875 Penalty: 728.821777 Iteration 19F: 3 clusters Score -156389.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Entering Unmasked Estep Score: -100108.210938 Penalty: 344.361267 Iteration 0F: 2 clusters Score -100108.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -98687.335938 Penalty: 688.722534 Iteration 0F: 3 clusters Score -98687.34 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -99113.718750 Penalty: 688.722534 Iteration 1F: 3 clusters Score -99113.72 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -99202.320312 Penalty: 688.722534 Iteration 2F: 3 clusters Score -99202.32 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -99280.867188 Penalty: 688.722534 Iteration 3F: 3 clusters Score -99280.87 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -99361.937500 Penalty: 688.722534 Iteration 4F: 3 clusters Score -99361.94 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -99445.281250 Penalty: 688.722534 Iteration 5F: 3 clusters Score -99445.28 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -99529.546875 Penalty: 688.722534 Iteration 6F: 3 clusters Score -99529.55 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -99609.960938 Penalty: 688.722534 Iteration 7Q: 3 clusters Score -99609.96 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -99656.648438 Penalty: 688.722534 Iteration 8Q: 3 clusters Score -99656.65 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -99693.390625 Penalty: 688.722534 Iteration 9Q: 3 clusters Score -99693.39 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -99713.859375 Penalty: 688.722534 Iteration 10Q: 3 clusters Score -99713.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -99734.195312 Penalty: 688.722534 Iteration 11Q: 3 clusters Score -99734.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -99744.976562 Penalty: 688.722534 Iteration 12Q: 3 clusters Score -99744.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -99755.859375 Penalty: 688.722534 Iteration 13Q: 3 clusters Score -99755.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -99764.734375 Penalty: 688.722534 Iteration 14Q: 3 clusters Score -99764.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -99768.320312 Penalty: 688.722534 Iteration 15Q: 3 clusters Score -99768.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -99770.539062 Penalty: 688.722534 Iteration 16Q: 3 clusters Score -99770.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -99773.453125 Penalty: 688.722534 Iteration 17Q: 3 clusters Score -99773.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -99777.914062 Penalty: 688.722534 Iteration 18Q: 3 clusters Score -99777.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -99782.187500 Penalty: 688.722534 Iteration 19Q: 3 clusters Score -99782.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -99785.390625 Penalty: 688.722534 Iteration 20F: 3 clusters Score -99785.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -99788.632812 Penalty: 688.722534 Iteration 21Q: 3 clusters Score -99788.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -99789.546875 Penalty: 688.722534 Iteration 22Q: 3 clusters Score -99789.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -99790.257812 Penalty: 688.722534 Iteration 23Q: 3 clusters Score -99790.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -99791.320312 Penalty: 688.722534 Iteration 24Q: 3 clusters Score -99791.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -99791.945312 Penalty: 688.722534 Iteration 25Q: 3 clusters Score -99791.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -99791.945312 Penalty: 688.722534 Iteration 26Q: 3 clusters Score -99791.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -99791.945312 Penalty: 688.722534 Iteration 27F: 3 clusters Score -99791.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -33102.105469 Penalty: 302.469818 Iteration 0F: 2 clusters Score -33102.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -32434.958984 Penalty: 604.939636 Iteration 0F: 3 clusters Score -32434.96 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -32686.822266 Penalty: 604.939636 Iteration 1F: 3 clusters Score -32686.82 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -32835.636719 Penalty: 604.939636 Iteration 2F: 3 clusters Score -32835.64 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -32963.714844 Penalty: 604.939636 Iteration 3F: 3 clusters Score -32963.71 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -33051.675781 Penalty: 604.939636 Iteration 4F: 3 clusters Score -33051.68 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -33104.460938 Penalty: 604.939636 Iteration 5F: 3 clusters Score -33104.46 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -33134.558594 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -33134.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -33159.207031 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -33159.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -33189.718750 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -33189.72 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -33218.054688 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -33218.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -33225.132812 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -33225.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -33233.441406 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -33233.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -33238.277344 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -33238.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -33239.898438 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -33239.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -33240.703125 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -33240.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -33240.703125 Penalty: 604.939636 Iteration 15F: 3 clusters Score -33240.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 177 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203871 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 594 members Entering Unmasked Estep Score: -24282112.000000 Penalty: 17927.505859 Splitting cluster 12 changes total score from -24282274.000000 to -24282112.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -3855.718018 Penalty: 213.456345 Iteration 0F: 2 clusters Score -3855.718 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3682.497070 Penalty: 426.912689 Iteration 0F: 3 clusters Score -3682.497 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3729.977539 Penalty: 426.912689 Iteration 1F: 3 clusters Score -3729.978 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3740.149170 Penalty: 426.912689 Iteration 2F: 3 clusters Score -3740.149 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3744.751221 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -3744.751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3748.040039 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -3748.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3748.040039 Penalty: 426.912689 Iteration 5F: 3 clusters Score -3748.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Entering Unmasked Estep Score: -196952.906250 Penalty: 376.772369 Iteration 0F: 2 clusters Score -196952.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -194231.437500 Penalty: 753.544739 Iteration 0F: 3 clusters Score -194231.4 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -195174.765625 Penalty: 753.544739 Iteration 1F: 3 clusters Score -195174.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -195279.062500 Penalty: 753.544739 Iteration 2F: 3 clusters Score -195279.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -195375.890625 Penalty: 753.544739 Iteration 3F: 3 clusters Score -195375.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -195514.125000 Penalty: 753.544739 Iteration 4F: 3 clusters Score -195514.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -195674.203125 Penalty: 753.544739 Iteration 5F: 3 clusters Score -195674.2 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -195892.343750 Penalty: 753.544739 Iteration 6F: 3 clusters Score -195892.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -196126.515625 Penalty: 753.544739 Iteration 7F: 3 clusters Score -196126.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -196369.515625 Penalty: 753.544739 Iteration 8F: 3 clusters Score -196369.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -196530.375000 Penalty: 753.544739 Iteration 9Q: 3 clusters Score -196530.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -196595.203125 Penalty: 753.544739 Iteration 10Q: 3 clusters Score -196595.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -196622.734375 Penalty: 753.544739 Iteration 11Q: 3 clusters Score -196622.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -196633.437500 Penalty: 753.544739 Iteration 12Q: 3 clusters Score -196633.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -196640.812500 Penalty: 753.544739 Iteration 13Q: 3 clusters Score -196640.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -196644.984375 Penalty: 753.544739 Iteration 14Q: 3 clusters Score -196645 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -196648.687500 Penalty: 753.544739 Iteration 15Q: 3 clusters Score -196648.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -196648.687500 Penalty: 753.544739 Iteration 16F: 3 clusters Score -196648.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -13511.456055 Penalty: 262.173340 Iteration 0F: 2 clusters Score -13511.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13149.040039 Penalty: 524.346680 Iteration 0F: 3 clusters Score -13149.04 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13248.497070 Penalty: 524.346680 Iteration 1F: 3 clusters Score -13248.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -13279.970703 Penalty: 524.346680 Iteration 2F: 3 clusters Score -13279.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -13290.745117 Penalty: 524.346680 Iteration 3F: 3 clusters Score -13290.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -13296.002930 Penalty: 524.346680 Iteration 4Q: 3 clusters Score -13296 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -13301.617188 Penalty: 524.346680 Iteration 5Q: 3 clusters Score -13301.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -13310.991211 Penalty: 524.346680 Iteration 6Q: 3 clusters Score -13310.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13315.299805 Penalty: 524.346680 Iteration 7Q: 3 clusters Score -13315.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13316.248047 Penalty: 524.346680 Iteration 8Q: 3 clusters Score -13316.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13316.248047 Penalty: 524.346680 Iteration 9F: 3 clusters Score -13316.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Entering Unmasked Estep Score: -118996.406250 Penalty: 356.121338 Iteration 0F: 2 clusters Score -118996.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -117222.437500 Penalty: 712.242676 Iteration 0F: 3 clusters Score -117222.4 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -117794.359375 Penalty: 712.242676 Iteration 1F: 3 clusters Score -117794.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -117910.289062 Penalty: 712.242676 Iteration 2F: 3 clusters Score -117910.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -117988.335938 Penalty: 712.242676 Iteration 3F: 3 clusters Score -117988.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -118050.507812 Penalty: 712.242676 Iteration 4F: 3 clusters Score -118050.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -118116.234375 Penalty: 712.242676 Iteration 5Q: 3 clusters Score -118116.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -118177.070312 Penalty: 712.242676 Iteration 6Q: 3 clusters Score -118177.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -118242.007812 Penalty: 712.242676 Iteration 7Q: 3 clusters Score -118242 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -118310.789062 Penalty: 712.242676 Iteration 8Q: 3 clusters Score -118310.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -118387.226562 Penalty: 712.242676 Iteration 9Q: 3 clusters Score -118387.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -118453.093750 Penalty: 712.242676 Iteration 10Q: 3 clusters Score -118453.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -118532.039062 Penalty: 712.242676 Iteration 11Q: 3 clusters Score -118532 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -118631.476562 Penalty: 712.242676 Iteration 12Q: 3 clusters Score -118631.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -118751.867188 Penalty: 712.242676 Iteration 13Q: 3 clusters Score -118751.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -118877.039062 Penalty: 712.242676 Iteration 14Q: 3 clusters Score -118877 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -118954.562500 Penalty: 712.242676 Iteration 15Q: 3 clusters Score -118954.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -118994.242188 Penalty: 712.242676 Iteration 16Q: 3 clusters Score -118994.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -119021.703125 Penalty: 712.242676 Iteration 17Q: 3 clusters Score -119021.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -119034.710938 Penalty: 712.242676 Iteration 18Q: 3 clusters Score -119034.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -119038.820312 Penalty: 712.242676 Iteration 19Q: 3 clusters Score -119038.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -119041.695312 Penalty: 712.242676 Iteration 20F: 3 clusters Score -119041.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -119044.601562 Penalty: 712.242676 Iteration 21Q: 3 clusters Score -119044.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -119045.593750 Penalty: 712.242676 Iteration 22Q: 3 clusters Score -119045.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -119046.367188 Penalty: 712.242676 Iteration 23Q: 3 clusters Score -119046.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -119046.937500 Penalty: 712.242676 Iteration 24Q: 3 clusters Score -119046.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -119046.937500 Penalty: 712.242676 Iteration 25F: 3 clusters Score -119046.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 976 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 203871 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 1531 members Entering Unmasked Estep Score: -24282054.000000 Penalty: 17927.505859 Splitting cluster 16 changes total score from -24282274.000000 to -24282054.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -16765.568359 Penalty: 269.309662 Iteration 0F: 2 clusters Score -16765.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -16345.476562 Penalty: 538.619324 Iteration 0F: 3 clusters Score -16345.48 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -16449.111328 Penalty: 538.619324 Iteration 1F: 3 clusters Score -16449.11 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -16480.964844 Penalty: 538.619324 Iteration 2F: 3 clusters Score -16480.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -16501.716797 Penalty: 538.619324 Iteration 3Q: 3 clusters Score -16501.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -16515.609375 Penalty: 538.619324 Iteration 4Q: 3 clusters Score -16515.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -16524.009766 Penalty: 538.619324 Iteration 5Q: 3 clusters Score -16524.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -16525.736328 Penalty: 538.619324 Iteration 6Q: 3 clusters Score -16525.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16526.082031 Penalty: 538.619324 Iteration 7Q: 3 clusters Score -16526.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -16526.343750 Penalty: 538.619324 Iteration 8Q: 3 clusters Score -16526.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16527.537109 Penalty: 538.619324 Iteration 9Q: 3 clusters Score -16527.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16527.537109 Penalty: 538.619324 Iteration 10F: 3 clusters Score -16527.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (48919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48919 members Entering Unmasked Estep Score: -2566130.500000 Penalty: 491.305420 Iteration 0F: 2 clusters Score -2566130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24526 members Mstep: Class 2 contains 24393 members Entering Unmasked Estep Score: -2533298.750000 Penalty: 982.610840 Iteration 0F: 3 clusters Score -2533299 nChanged 23679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27239 members Mstep: Class 2 contains 21680 members Entering Unmasked Estep Score: -2548314.500000 Penalty: 982.610840 Iteration 1F: 3 clusters Score -2548314 nChanged 2702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28545 members Mstep: Class 2 contains 20374 members Entering Unmasked Estep Score: -2549991.250000 Penalty: 982.610840 Iteration 2F: 3 clusters Score -2549991 nChanged 3341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30154 members Mstep: Class 2 contains 18765 members Entering Unmasked Estep Score: -2552632.750000 Penalty: 982.610840 Iteration 3F: 3 clusters Score -2552633 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31892 members Mstep: Class 2 contains 17027 members Entering Unmasked Estep Score: -2556037.250000 Penalty: 982.610840 Iteration 4F: 3 clusters Score -2556037 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33162 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -2558733.750000 Penalty: 982.610840 Iteration 5F: 3 clusters Score -2558734 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34029 members Mstep: Class 2 contains 14890 members Entering Unmasked Estep Score: -2560032.500000 Penalty: 982.610840 Iteration 6Q: 3 clusters Score -2560032 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34778 members Mstep: Class 2 contains 14141 members Entering Unmasked Estep Score: -2560585.000000 Penalty: 982.610840 Iteration 7Q: 3 clusters Score -2560585 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35513 members Mstep: Class 2 contains 13406 members Entering Unmasked Estep Score: -2560950.500000 Penalty: 982.610840 Iteration 8Q: 3 clusters Score -2560950 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36214 members Mstep: Class 2 contains 12705 members Entering Unmasked Estep Score: -2561260.750000 Penalty: 982.610840 Iteration 9Q: 3 clusters Score -2561261 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36881 members Mstep: Class 2 contains 12038 members Entering Unmasked Estep Score: -2561548.000000 Penalty: 982.610840 Iteration 10Q: 3 clusters Score -2561548 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37525 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -2561844.750000 Penalty: 982.610840 Iteration 11Q: 3 clusters Score -2561845 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38168 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -2562110.000000 Penalty: 982.610840 Iteration 12Q: 3 clusters Score -2562110 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38728 members Mstep: Class 2 contains 10191 members Entering Unmasked Estep Score: -2562326.750000 Penalty: 982.610840 Iteration 13Q: 3 clusters Score -2562327 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39310 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -2562585.250000 Penalty: 982.610840 Iteration 14Q: 3 clusters Score -2562585 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39889 members Mstep: Class 2 contains 9030 members Entering Unmasked Estep Score: -2562816.000000 Penalty: 982.610840 Iteration 15Q: 3 clusters Score -2562816 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40448 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -2563025.500000 Penalty: 982.610840 Iteration 16Q: 3 clusters Score -2563026 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40990 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -2563229.250000 Penalty: 982.610840 Iteration 17Q: 3 clusters Score -2563229 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41505 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -2563411.500000 Penalty: 982.610840 Iteration 18Q: 3 clusters Score -2563412 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42014 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -2563602.750000 Penalty: 982.610840 Iteration 19Q: 3 clusters Score -2563603 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42553 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -2563790.500000 Penalty: 982.610840 Iteration 20F: 3 clusters Score -2563790 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43058 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -2563962.000000 Penalty: 982.610840 Iteration 21Q: 3 clusters Score -2563962 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43513 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -2564091.000000 Penalty: 982.610840 Iteration 22Q: 3 clusters Score -2564091 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43925 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -2564223.250000 Penalty: 982.610840 Iteration 23Q: 3 clusters Score -2564223 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44315 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -2564330.250000 Penalty: 982.610840 Iteration 24Q: 3 clusters Score -2564330 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44713 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -2564460.750000 Penalty: 982.610840 Iteration 25Q: 3 clusters Score -2564461 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45095 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -2564580.250000 Penalty: 982.610840 Iteration 26Q: 3 clusters Score -2564580 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45421 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -2564705.500000 Penalty: 982.610840 Iteration 27Q: 3 clusters Score -2564706 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45730 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -2564814.000000 Penalty: 982.610840 Iteration 28Q: 3 clusters Score -2564814 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46021 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -2564921.250000 Penalty: 982.610840 Iteration 29Q: 3 clusters Score -2564921 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46305 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -2565007.750000 Penalty: 982.610840 Iteration 30Q: 3 clusters Score -2565008 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46569 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -2565101.500000 Penalty: 982.610840 Iteration 31Q: 3 clusters Score -2565102 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46786 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -2565188.000000 Penalty: 982.610840 Iteration 32Q: 3 clusters Score -2565188 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47005 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -2565264.000000 Penalty: 982.610840 Iteration 33Q: 3 clusters Score -2565264 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47181 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -2565317.000000 Penalty: 982.610840 Iteration 34Q: 3 clusters Score -2565317 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47324 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -2565371.250000 Penalty: 982.610840 Iteration 35Q: 3 clusters Score -2565371 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47460 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -2565419.250000 Penalty: 982.610840 Iteration 36Q: 3 clusters Score -2565419 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47575 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -2565438.750000 Penalty: 982.610840 Iteration 37Q: 3 clusters Score -2565439 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47676 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -2565472.500000 Penalty: 982.610840 Iteration 38Q: 3 clusters Score -2565472 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47775 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -2565502.500000 Penalty: 982.610840 Iteration 39Q: 3 clusters Score -2565502 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47862 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -2565531.250000 Penalty: 982.610840 Iteration 40F: 3 clusters Score -2565531 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47944 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -2565544.500000 Penalty: 982.610840 Iteration 41Q: 3 clusters Score -2565544 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48007 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -2565559.750000 Penalty: 982.610840 Iteration 42Q: 3 clusters Score -2565560 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48069 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -2565582.000000 Penalty: 982.610840 Iteration 43Q: 3 clusters Score -2565582 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48127 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -2565593.750000 Penalty: 982.610840 Iteration 44Q: 3 clusters Score -2565594 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48180 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -2565615.500000 Penalty: 982.610840 Iteration 45Q: 3 clusters Score -2565616 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48223 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -2565637.500000 Penalty: 982.610840 Iteration 46Q: 3 clusters Score -2565638 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48261 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -2565642.500000 Penalty: 982.610840 Iteration 47Q: 3 clusters Score -2565642 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48303 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -2565658.750000 Penalty: 982.610840 Iteration 48Q: 3 clusters Score -2565659 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48344 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -2565666.750000 Penalty: 982.610840 Iteration 49Q: 3 clusters Score -2565667 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48382 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -2565679.000000 Penalty: 982.610840 Iteration 50Q: 3 clusters Score -2565679 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48407 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -2565684.500000 Penalty: 982.610840 Iteration 51Q: 3 clusters Score -2565684 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48432 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -2565693.500000 Penalty: 982.610840 Iteration 52Q: 3 clusters Score -2565694 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48453 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -2565699.500000 Penalty: 982.610840 Iteration 53Q: 3 clusters Score -2565700 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48472 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -2565708.250000 Penalty: 982.610840 Iteration 54Q: 3 clusters Score -2565708 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48492 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -2565711.750000 Penalty: 982.610840 Iteration 55Q: 3 clusters Score -2565712 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48507 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -2565715.250000 Penalty: 982.610840 Iteration 56Q: 3 clusters Score -2565715 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48521 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -2565719.500000 Penalty: 982.610840 Iteration 57Q: 3 clusters Score -2565720 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48529 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -2565724.500000 Penalty: 982.610840 Iteration 58Q: 3 clusters Score -2565724 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48536 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -2565727.000000 Penalty: 982.610840 Iteration 59Q: 3 clusters Score -2565727 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48540 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -2565726.500000 Penalty: 982.610840 Iteration 60F: 3 clusters Score -2565726 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48545 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -2565729.000000 Penalty: 982.610840 Iteration 61Q: 3 clusters Score -2565729 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48548 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -2565729.500000 Penalty: 982.610840 Iteration 62Q: 3 clusters Score -2565730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48549 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -2565730.250000 Penalty: 982.610840 Iteration 63Q: 3 clusters Score -2565730 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48549 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -2565730.250000 Penalty: 982.610840 Iteration 64F: 3 clusters Score -2565730 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -5115.920898 Penalty: 224.844727 Iteration 0F: 2 clusters Score -5115.921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4872.554688 Penalty: 449.689453 Iteration 0F: 3 clusters Score -4872.555 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4912.566406 Penalty: 449.689453 Iteration 1F: 3 clusters Score -4912.566 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4926.872070 Penalty: 449.689453 Iteration 2Q: 3 clusters Score -4926.872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4929.796387 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -4929.796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4930.431152 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -4930.431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4930.431152 Penalty: 449.689453 Iteration 5F: 3 clusters Score -4930.431 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (203871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203871 members Entering Unmasked Estep Score: -10030156.000000 Penalty: 556.248535 Iteration 0F: 2 clusters Score -1.003016e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101791 members Mstep: Class 2 contains 102080 members Entering Unmasked Estep Score: -9893651.000000 Penalty: 1112.497070 Iteration 0F: 3 clusters Score -9893651 nChanged 100779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89606 members Mstep: Class 2 contains 114265 members Entering Unmasked Estep Score: -9956272.000000 Penalty: 1112.497070 Iteration 1F: 3 clusters Score -9956272 nChanged 9684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82328 members Mstep: Class 2 contains 121543 members Entering Unmasked Estep Score: -9960133.000000 Penalty: 1112.497070 Iteration 2Q: 3 clusters Score -9960133 nChanged 11560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72646 members Mstep: Class 2 contains 131225 members Entering Unmasked Estep Score: -9966787.000000 Penalty: 1112.497070 Iteration 3F: 3 clusters Score -9966787 nChanged 13392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60878 members Mstep: Class 2 contains 142993 members Entering Unmasked Estep Score: -9977803.000000 Penalty: 1112.497070 Iteration 4F: 3 clusters Score -9977803 nChanged 13460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49026 members Mstep: Class 2 contains 154845 members Entering Unmasked Estep Score: -9991758.000000 Penalty: 1112.497070 Iteration 5F: 3 clusters Score -9991758 nChanged 11112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40124 members Mstep: Class 2 contains 163747 members Entering Unmasked Estep Score: -10002757.000000 Penalty: 1112.497070 Iteration 6F: 3 clusters Score -1.000276e+07 nChanged 7821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34193 members Mstep: Class 2 contains 169678 members Entering Unmasked Estep Score: -10008437.000000 Penalty: 1112.497070 Iteration 7Q: 3 clusters Score -1.000844e+07 nChanged 5624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29237 members Mstep: Class 2 contains 174634 members Entering Unmasked Estep Score: -10011753.000000 Penalty: 1112.497070 Iteration 8Q: 3 clusters Score -1.001175e+07 nChanged 4712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24607 members Mstep: Class 2 contains 179264 members Entering Unmasked Estep Score: -10014341.000000 Penalty: 1112.497070 Iteration 9Q: 3 clusters Score -1.001434e+07 nChanged 4371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20244 members Mstep: Class 2 contains 183627 members Entering Unmasked Estep Score: -10016782.000000 Penalty: 1112.497070 Iteration 10Q: 3 clusters Score -1.001678e+07 nChanged 4032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16212 members Mstep: Class 2 contains 187659 members Entering Unmasked Estep Score: -10019197.000000 Penalty: 1112.497070 Iteration 11Q: 3 clusters Score -1.00192e+07 nChanged 3664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12548 members Mstep: Class 2 contains 191323 members Entering Unmasked Estep Score: -10021509.000000 Penalty: 1112.497070 Iteration 12Q: 3 clusters Score -1.002151e+07 nChanged 3199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 194522 members Entering Unmasked Estep Score: -10023586.000000 Penalty: 1112.497070 Iteration 13Q: 3 clusters Score -1.002359e+07 nChanged 2715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 197237 members Entering Unmasked Estep Score: -10025363.000000 Penalty: 1112.497070 Iteration 14Q: 3 clusters Score -1.002536e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 199373 members Entering Unmasked Estep Score: -10026891.000000 Penalty: 1112.497070 Iteration 15Q: 3 clusters Score -1.002689e+07 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 201025 members Entering Unmasked Estep Score: -10028095.000000 Penalty: 1112.497070 Iteration 16Q: 3 clusters Score -1.00281e+07 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 202154 members Entering Unmasked Estep Score: -10028913.000000 Penalty: 1112.497070 Iteration 17Q: 3 clusters Score -1.002891e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 202792 members Entering Unmasked Estep Score: -10029356.000000 Penalty: 1112.497070 Iteration 18Q: 3 clusters Score -1.002936e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 203125 members Entering Unmasked Estep Score: -10029622.000000 Penalty: 1112.497070 Iteration 19Q: 3 clusters Score -1.002962e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 203267 members Entering Unmasked Estep Score: -10029782.000000 Penalty: 1112.497070 Iteration 20F: 3 clusters Score -1.002978e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 203336 members Entering Unmasked Estep Score: -10029850.000000 Penalty: 1112.497070 Iteration 21Q: 3 clusters Score -1.002985e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 203363 members Entering Unmasked Estep Score: -10029905.000000 Penalty: 1112.497070 Iteration 22Q: 3 clusters Score -1.00299e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 203365 members Entering Unmasked Estep Score: -10029949.000000 Penalty: 1112.497070 Iteration 23Q: 3 clusters Score -1.002995e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 203347 members Entering Unmasked Estep Score: -10030031.000000 Penalty: 1112.497070 Iteration 24Q: 3 clusters Score -1.003003e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 203324 members Entering Unmasked Estep Score: -10030079.000000 Penalty: 1112.497070 Iteration 25Q: 3 clusters Score -1.003008e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 203306 members Entering Unmasked Estep Score: -10030087.000000 Penalty: 1112.497070 Iteration 26Q: 3 clusters Score -1.003009e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 203288 members Entering Unmasked Estep Score: -10030107.000000 Penalty: 1112.497070 Iteration 27Q: 3 clusters Score -1.003011e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 203277 members Entering Unmasked Estep Score: -10030124.000000 Penalty: 1112.497070 Iteration 28Q: 3 clusters Score -1.003012e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 203273 members Entering Unmasked Estep Score: -10030119.000000 Penalty: 1112.497070 Iteration 29Q: 3 clusters Score -1.003012e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 203275 members Entering Unmasked Estep Score: -10030129.000000 Penalty: 1112.497070 Iteration 30Q: 3 clusters Score -1.003013e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 203281 members Entering Unmasked Estep Score: -10030134.000000 Penalty: 1112.497070 Iteration 31Q: 3 clusters Score -1.003013e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 203285 members Entering Unmasked Estep Score: -10030144.000000 Penalty: 1112.497070 Iteration 32Q: 3 clusters Score -1.003014e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 203288 members Entering Unmasked Estep Score: -10030145.000000 Penalty: 1112.497070 Iteration 33Q: 3 clusters Score -1.003014e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 203287 members Entering Unmasked Estep Score: -10030149.000000 Penalty: 1112.497070 Iteration 34Q: 3 clusters Score -1.003015e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 203287 members Entering Unmasked Estep Score: -10030142.000000 Penalty: 1112.497070 Iteration 35Q: 3 clusters Score -1.003014e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 203290 members Entering Unmasked Estep Score: -10030136.000000 Penalty: 1112.497070 Iteration 36Q: 3 clusters Score -1.003014e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 203293 members Entering Unmasked Estep Score: -10030143.000000 Penalty: 1112.497070 Iteration 37Q: 3 clusters Score -1.003014e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 203291 members Entering Unmasked Estep Score: -10030151.000000 Penalty: 1112.497070 Iteration 38Q: 3 clusters Score -1.003015e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 203289 members Entering Unmasked Estep Score: -10030151.000000 Penalty: 1112.497070 Iteration 39Q: 3 clusters Score -1.003015e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 203288 members Entering Unmasked Estep Score: -10030203.000000 Penalty: 1112.497070 Iteration 40F: 3 clusters Score -1.00302e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 203225 members Entering Unmasked Estep Score: -10030257.000000 Penalty: 1112.497070 Iteration 41Q: 3 clusters Score -1.003026e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 203175 members Entering Unmasked Estep Score: -10030297.000000 Penalty: 1112.497070 Iteration 42Q: 3 clusters Score -1.00303e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 203112 members Entering Unmasked Estep Score: -10030350.000000 Penalty: 1112.497070 Iteration 43Q: 3 clusters Score -1.003035e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 203056 members Entering Unmasked Estep Score: -10030384.000000 Penalty: 1112.497070 Iteration 44Q: 3 clusters Score -1.003038e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 203012 members Entering Unmasked Estep Score: -10030410.000000 Penalty: 1112.497070 Iteration 45Q: 3 clusters Score -1.003041e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 202973 members Entering Unmasked Estep Score: -10030423.000000 Penalty: 1112.497070 Iteration 46Q: 3 clusters Score -1.003042e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 202941 members Entering Unmasked Estep Score: -10030424.000000 Penalty: 1112.497070 Iteration 47Q: 3 clusters Score -1.003042e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 202917 members Entering Unmasked Estep Score: -10030445.000000 Penalty: 1112.497070 Iteration 48Q: 3 clusters Score -1.003044e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 202888 members Entering Unmasked Estep Score: -10030455.000000 Penalty: 1112.497070 Iteration 49Q: 3 clusters Score -1.003046e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 202870 members Entering Unmasked Estep Score: -10030458.000000 Penalty: 1112.497070 Iteration 50Q: 3 clusters Score -1.003046e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 202858 members Entering Unmasked Estep Score: -10030463.000000 Penalty: 1112.497070 Iteration 51Q: 3 clusters Score -1.003046e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 202845 members Entering Unmasked Estep Score: -10030462.000000 Penalty: 1112.497070 Iteration 52Q: 3 clusters Score -1.003046e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 202834 members Entering Unmasked Estep Score: -10030464.000000 Penalty: 1112.497070 Iteration 53Q: 3 clusters Score -1.003046e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 202823 members Entering Unmasked Estep Score: -10030450.000000 Penalty: 1112.497070 Iteration 54Q: 3 clusters Score -1.003045e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 202816 members Entering Unmasked Estep Score: -10030447.000000 Penalty: 1112.497070 Iteration 55Q: 3 clusters Score -1.003045e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 202810 members Entering Unmasked Estep Score: -10030457.000000 Penalty: 1112.497070 Iteration 56Q: 3 clusters Score -1.003046e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 202807 members Entering Unmasked Estep Score: -10030461.000000 Penalty: 1112.497070 Iteration 57Q: 3 clusters Score -1.003046e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 202801 members Entering Unmasked Estep Score: -10030458.000000 Penalty: 1112.497070 Iteration 58Q: 3 clusters Score -1.003046e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 202792 members Entering Unmasked Estep Score: -10030461.000000 Penalty: 1112.497070 Iteration 59Q: 3 clusters Score -1.003046e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 202781 members Entering Unmasked Estep Score: -10030494.000000 Penalty: 1112.497070 Iteration 60F: 3 clusters Score -1.003049e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 202738 members Entering Unmasked Estep Score: -10030506.000000 Penalty: 1112.497070 Iteration 61Q: 3 clusters Score -1.003051e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 202692 members Entering Unmasked Estep Score: -10030514.000000 Penalty: 1112.497070 Iteration 62Q: 3 clusters Score -1.003051e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 202652 members Entering Unmasked Estep Score: -10030519.000000 Penalty: 1112.497070 Iteration 63Q: 3 clusters Score -1.003052e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 202627 members Entering Unmasked Estep Score: -10030530.000000 Penalty: 1112.497070 Iteration 64Q: 3 clusters Score -1.003053e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 202603 members Entering Unmasked Estep Score: -10030527.000000 Penalty: 1112.497070 Iteration 65Q: 3 clusters Score -1.003053e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 202575 members Entering Unmasked Estep Score: -10030518.000000 Penalty: 1112.497070 Iteration 66Q: 3 clusters Score -1.003052e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 202547 members Entering Unmasked Estep Score: -10030551.000000 Penalty: 1112.497070 Iteration 67Q: 3 clusters Score -1.003055e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 202529 members Entering Unmasked Estep Score: -10030545.000000 Penalty: 1112.497070 Iteration 68Q: 3 clusters Score -1.003054e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 202518 members Entering Unmasked Estep Score: -10030542.000000 Penalty: 1112.497070 Iteration 69Q: 3 clusters Score -1.003054e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 202513 members Entering Unmasked Estep Score: -10030547.000000 Penalty: 1112.497070 Iteration 70Q: 3 clusters Score -1.003055e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 202505 members Entering Unmasked Estep Score: -10030549.000000 Penalty: 1112.497070 Iteration 71Q: 3 clusters Score -1.003055e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 202496 members Entering Unmasked Estep Score: -10030555.000000 Penalty: 1112.497070 Iteration 72Q: 3 clusters Score -1.003056e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 202487 members Entering Unmasked Estep Score: -10030559.000000 Penalty: 1112.497070 Iteration 73Q: 3 clusters Score -1.003056e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 202478 members Entering Unmasked Estep Score: -10030561.000000 Penalty: 1112.497070 Iteration 74Q: 3 clusters Score -1.003056e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 202469 members Entering Unmasked Estep Score: -10030567.000000 Penalty: 1112.497070 Iteration 75Q: 3 clusters Score -1.003057e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 202459 members Entering Unmasked Estep Score: -10030559.000000 Penalty: 1112.497070 Iteration 76Q: 3 clusters Score -1.003056e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 202444 members Entering Unmasked Estep Score: -10030560.000000 Penalty: 1112.497070 Iteration 77Q: 3 clusters Score -1.003056e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 202430 members Entering Unmasked Estep Score: -10030570.000000 Penalty: 1112.497070 Iteration 78Q: 3 clusters Score -1.003057e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 202414 members Entering Unmasked Estep Score: -10030582.000000 Penalty: 1112.497070 Iteration 79Q: 3 clusters Score -1.003058e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 202395 members Entering Unmasked Estep Score: -10030588.000000 Penalty: 1112.497070 Iteration 80F: 3 clusters Score -1.003059e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 202387 members Entering Unmasked Estep Score: -10030588.000000 Penalty: 1112.497070 Iteration 81Q: 3 clusters Score -1.003059e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 202378 members Entering Unmasked Estep Score: -10030592.000000 Penalty: 1112.497070 Iteration 82Q: 3 clusters Score -1.003059e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 202369 members Entering Unmasked Estep Score: -10030595.000000 Penalty: 1112.497070 Iteration 83Q: 3 clusters Score -1.00306e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 202364 members Entering Unmasked Estep Score: -10030601.000000 Penalty: 1112.497070 Iteration 84Q: 3 clusters Score -1.00306e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 202359 members Entering Unmasked Estep Score: -10030595.000000 Penalty: 1112.497070 Iteration 85Q: 3 clusters Score -1.00306e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 202352 members Entering Unmasked Estep Score: -10030596.000000 Penalty: 1112.497070 Iteration 86Q: 3 clusters Score -1.00306e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 202347 members Entering Unmasked Estep Score: -10030597.000000 Penalty: 1112.497070 Iteration 87Q: 3 clusters Score -1.00306e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 202343 members Entering Unmasked Estep Score: -10030601.000000 Penalty: 1112.497070 Iteration 88Q: 3 clusters Score -1.00306e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 202342 members Entering Unmasked Estep Score: -10030600.000000 Penalty: 1112.497070 Iteration 89Q: 3 clusters Score -1.00306e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 202341 members Entering Unmasked Estep Score: -10030597.000000 Penalty: 1112.497070 Iteration 90Q: 3 clusters Score -1.00306e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 202337 members Entering Unmasked Estep Score: -10030597.000000 Penalty: 1112.497070 Iteration 91Q: 3 clusters Score -1.00306e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 202332 members Entering Unmasked Estep Score: -10030610.000000 Penalty: 1112.497070 Iteration 92Q: 3 clusters Score -1.003061e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 202329 members Entering Unmasked Estep Score: -10030610.000000 Penalty: 1112.497070 Iteration 93Q: 3 clusters Score -1.003061e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 202325 members Entering Unmasked Estep Score: -10030606.000000 Penalty: 1112.497070 Iteration 94Q: 3 clusters Score -1.003061e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 202324 members Entering Unmasked Estep Score: -10030609.000000 Penalty: 1112.497070 Iteration 95Q: 3 clusters Score -1.003061e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 202323 members Entering Unmasked Estep Score: -10030614.000000 Penalty: 1112.497070 Iteration 96Q: 3 clusters Score -1.003061e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 202323 members Entering Unmasked Estep Score: -10030614.000000 Penalty: 1112.497070 Iteration 97F: 3 clusters Score -1.003061e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1548 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 408 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202323 members Entering Unmasked Estep Score: -24282654.000000 Penalty: 17927.505859 Splitting cluster 20 changes total score from -24282274.000000 to -24282654.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 21 (4081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Entering Unmasked Estep Score: -191396.875000 Penalty: 378.291443 Iteration 0F: 2 clusters Score -191396.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -188641.343750 Penalty: 756.582886 Iteration 0F: 3 clusters Score -188641.3 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -189682.437500 Penalty: 756.582886 Iteration 1F: 3 clusters Score -189682.4 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -189816.093750 Penalty: 756.582886 Iteration 2F: 3 clusters Score -189816.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -189910.968750 Penalty: 756.582886 Iteration 3F: 3 clusters Score -189911 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -189996.953125 Penalty: 756.582886 Iteration 4Q: 3 clusters Score -189997 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -190079.125000 Penalty: 756.582886 Iteration 5Q: 3 clusters Score -190079.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -190164.687500 Penalty: 756.582886 Iteration 6Q: 3 clusters Score -190164.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -190262.515625 Penalty: 756.582886 Iteration 7Q: 3 clusters Score -190262.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -190409.156250 Penalty: 756.582886 Iteration 8Q: 3 clusters Score -190409.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -190576.718750 Penalty: 756.582886 Iteration 9Q: 3 clusters Score -190576.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -190726.328125 Penalty: 756.582886 Iteration 10Q: 3 clusters Score -190726.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -190818.687500 Penalty: 756.582886 Iteration 11Q: 3 clusters Score -190818.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -190865.890625 Penalty: 756.582886 Iteration 12Q: 3 clusters Score -190865.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -190895.937500 Penalty: 756.582886 Iteration 13Q: 3 clusters Score -190895.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -190923.343750 Penalty: 756.582886 Iteration 14Q: 3 clusters Score -190923.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -190943.296875 Penalty: 756.582886 Iteration 15Q: 3 clusters Score -190943.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -190963.468750 Penalty: 756.582886 Iteration 16Q: 3 clusters Score -190963.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -190981.468750 Penalty: 756.582886 Iteration 17Q: 3 clusters Score -190981.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -190998.250000 Penalty: 756.582886 Iteration 18Q: 3 clusters Score -190998.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -191011.359375 Penalty: 756.582886 Iteration 19Q: 3 clusters Score -191011.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -191019.765625 Penalty: 756.582886 Iteration 20F: 3 clusters Score -191019.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -191029.750000 Penalty: 756.582886 Iteration 21Q: 3 clusters Score -191029.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -191039.640625 Penalty: 756.582886 Iteration 22Q: 3 clusters Score -191039.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -191049.890625 Penalty: 756.582886 Iteration 23Q: 3 clusters Score -191049.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -191054.015625 Penalty: 756.582886 Iteration 24Q: 3 clusters Score -191054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -191056.671875 Penalty: 756.582886 Iteration 25Q: 3 clusters Score -191056.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -191058.515625 Penalty: 756.582886 Iteration 26Q: 3 clusters Score -191058.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -191060.984375 Penalty: 756.582886 Iteration 27Q: 3 clusters Score -191061 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -191062.703125 Penalty: 756.582886 Iteration 28Q: 3 clusters Score -191062.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -191063.156250 Penalty: 756.582886 Iteration 29Q: 3 clusters Score -191063.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -191063.687500 Penalty: 756.582886 Iteration 30Q: 3 clusters Score -191063.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -191064.281250 Penalty: 756.582886 Iteration 31Q: 3 clusters Score -191064.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -191065.937500 Penalty: 756.582886 Iteration 32Q: 3 clusters Score -191065.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -191067.890625 Penalty: 756.582886 Iteration 33Q: 3 clusters Score -191067.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -191069.578125 Penalty: 756.582886 Iteration 34Q: 3 clusters Score -191069.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -191072.250000 Penalty: 756.582886 Iteration 35Q: 3 clusters Score -191072.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -191073.015625 Penalty: 756.582886 Iteration 36Q: 3 clusters Score -191073 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -191073.156250 Penalty: 756.582886 Iteration 37Q: 3 clusters Score -191073.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -191073.156250 Penalty: 756.582886 Iteration 38F: 3 clusters Score -191073.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Entering Unmasked Estep Score: -142214.343750 Penalty: 358.748230 Iteration 0F: 2 clusters Score -142214.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -140364.765625 Penalty: 717.496460 Iteration 0F: 3 clusters Score -140364.8 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -141001.093750 Penalty: 717.496460 Iteration 1F: 3 clusters Score -141001.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -141066.625000 Penalty: 717.496460 Iteration 2F: 3 clusters Score -141066.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -141138.187500 Penalty: 717.496460 Iteration 3F: 3 clusters Score -141138.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -141197.171875 Penalty: 717.496460 Iteration 4Q: 3 clusters Score -141197.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -141260.703125 Penalty: 717.496460 Iteration 5Q: 3 clusters Score -141260.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -141326.859375 Penalty: 717.496460 Iteration 6Q: 3 clusters Score -141326.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -141410.562500 Penalty: 717.496460 Iteration 7Q: 3 clusters Score -141410.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -141531.968750 Penalty: 717.496460 Iteration 8F: 3 clusters Score -141532 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -141619.734375 Penalty: 717.496460 Iteration 9F: 3 clusters Score -141619.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -141674.921875 Penalty: 717.496460 Iteration 10Q: 3 clusters Score -141674.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -141705.968750 Penalty: 717.496460 Iteration 11Q: 3 clusters Score -141706 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -141730.968750 Penalty: 717.496460 Iteration 12Q: 3 clusters Score -141731 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -141753.515625 Penalty: 717.496460 Iteration 13Q: 3 clusters Score -141753.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -141765.625000 Penalty: 717.496460 Iteration 14Q: 3 clusters Score -141765.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -141781.546875 Penalty: 717.496460 Iteration 15Q: 3 clusters Score -141781.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -141793.093750 Penalty: 717.496460 Iteration 16Q: 3 clusters Score -141793.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -141803.843750 Penalty: 717.496460 Iteration 17Q: 3 clusters Score -141803.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -141810.656250 Penalty: 717.496460 Iteration 18Q: 3 clusters Score -141810.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -141816.703125 Penalty: 717.496460 Iteration 19Q: 3 clusters Score -141816.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -141820.703125 Penalty: 717.496460 Iteration 20F: 3 clusters Score -141820.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -141823.265625 Penalty: 717.496460 Iteration 21Q: 3 clusters Score -141823.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -141825.765625 Penalty: 717.496460 Iteration 22Q: 3 clusters Score -141825.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -141828.140625 Penalty: 717.496460 Iteration 23Q: 3 clusters Score -141828.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -141830.484375 Penalty: 717.496460 Iteration 24Q: 3 clusters Score -141830.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -141831.359375 Penalty: 717.496460 Iteration 25Q: 3 clusters Score -141831.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -141832.671875 Penalty: 717.496460 Iteration 26Q: 3 clusters Score -141832.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -141834.140625 Penalty: 717.496460 Iteration 27Q: 3 clusters Score -141834.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -141834.796875 Penalty: 717.496460 Iteration 28Q: 3 clusters Score -141834.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -141835.281250 Penalty: 717.496460 Iteration 29Q: 3 clusters Score -141835.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -141835.812500 Penalty: 717.496460 Iteration 30Q: 3 clusters Score -141835.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -141836.046875 Penalty: 717.496460 Iteration 31Q: 3 clusters Score -141836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -141836.375000 Penalty: 717.496460 Iteration 32Q: 3 clusters Score -141836.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -141836.500000 Penalty: 717.496460 Iteration 33Q: 3 clusters Score -141836.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -141836.671875 Penalty: 717.496460 Iteration 34Q: 3 clusters Score -141836.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -141836.953125 Penalty: 717.496460 Iteration 35Q: 3 clusters Score -141837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -141836.843750 Penalty: 717.496460 Iteration 36Q: 3 clusters Score -141836.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -141836.843750 Penalty: 717.496460 Iteration 37F: 3 clusters Score -141836.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -17616.437500 Penalty: 273.512665 Iteration 0F: 2 clusters Score -17616.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -17183.500000 Penalty: 547.025330 Iteration 0F: 3 clusters Score -17183.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -17363.025391 Penalty: 547.025330 Iteration 1F: 3 clusters Score -17363.03 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -17478.146484 Penalty: 547.025330 Iteration 2F: 3 clusters Score -17478.15 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -17580.205078 Penalty: 547.025330 Iteration 3F: 3 clusters Score -17580.21 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -17642.994141 Penalty: 547.025330 Iteration 4F: 3 clusters Score -17642.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -17692.318359 Penalty: 547.025330 Iteration 5Q: 3 clusters Score -17692.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -17717.425781 Penalty: 547.025330 Iteration 6Q: 3 clusters Score -17717.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -17730.736328 Penalty: 547.025330 Iteration 7Q: 3 clusters Score -17730.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -17732.804688 Penalty: 547.025330 Iteration 8Q: 3 clusters Score -17732.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -17732.804688 Penalty: 547.025330 Iteration 9F: 3 clusters Score -17732.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1548 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202323 members Mstep: Class 31 contains 313 members Entering Unmasked Estep Score: -24282456.000000 Penalty: 18525.087891 Splitting cluster 23 changes total score from -24282274.000000 to -24282456.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 24 (103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Entering Unmasked Estep Score: -3980.437500 Penalty: 210.880173 Iteration 0F: 2 clusters Score -3980.438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3785.938232 Penalty: 421.760345 Iteration 0F: 3 clusters Score -3785.938 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3856.482910 Penalty: 421.760345 Iteration 1F: 3 clusters Score -3856.483 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -3902.747070 Penalty: 421.760345 Iteration 2F: 3 clusters Score -3902.747 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3926.233398 Penalty: 421.760345 Iteration 3F: 3 clusters Score -3926.233 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3933.599365 Penalty: 421.760345 Iteration 4Q: 3 clusters Score -3933.599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3940.936768 Penalty: 421.760345 Iteration 5Q: 3 clusters Score -3940.937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3954.903320 Penalty: 421.760345 Iteration 6Q: 3 clusters Score -3954.903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3961.899170 Penalty: 421.760345 Iteration 7Q: 3 clusters Score -3961.899 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3961.899170 Penalty: 421.760345 Iteration 8F: 3 clusters Score -3961.899 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Entering Unmasked Estep Score: -118250.609375 Penalty: 357.215149 Iteration 0F: 2 clusters Score -118250.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -116458.414062 Penalty: 714.430298 Iteration 0F: 3 clusters Score -116458.4 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -117022.453125 Penalty: 714.430298 Iteration 1F: 3 clusters Score -117022.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -117112.554688 Penalty: 714.430298 Iteration 2F: 3 clusters Score -117112.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -117196.492188 Penalty: 714.430298 Iteration 3F: 3 clusters Score -117196.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -117305.968750 Penalty: 714.430298 Iteration 4F: 3 clusters Score -117306 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -117430.695312 Penalty: 714.430298 Iteration 5F: 3 clusters Score -117430.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -117593.242188 Penalty: 714.430298 Iteration 6F: 3 clusters Score -117593.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -117717.820312 Penalty: 714.430298 Iteration 7F: 3 clusters Score -117717.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -117794.687500 Penalty: 714.430298 Iteration 8Q: 3 clusters Score -117794.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -117850.101562 Penalty: 714.430298 Iteration 9Q: 3 clusters Score -117850.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -117897.367188 Penalty: 714.430298 Iteration 10Q: 3 clusters Score -117897.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -117931.703125 Penalty: 714.430298 Iteration 11Q: 3 clusters Score -117931.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -117962.390625 Penalty: 714.430298 Iteration 12Q: 3 clusters Score -117962.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -117989.320312 Penalty: 714.430298 Iteration 13Q: 3 clusters Score -117989.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -118005.390625 Penalty: 714.430298 Iteration 14Q: 3 clusters Score -118005.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -118013.218750 Penalty: 714.430298 Iteration 15Q: 3 clusters Score -118013.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -118022.882812 Penalty: 714.430298 Iteration 16Q: 3 clusters Score -118022.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -118029.789062 Penalty: 714.430298 Iteration 17Q: 3 clusters Score -118029.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -118035.250000 Penalty: 714.430298 Iteration 18Q: 3 clusters Score -118035.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -118037.359375 Penalty: 714.430298 Iteration 19Q: 3 clusters Score -118037.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -118038.953125 Penalty: 714.430298 Iteration 20F: 3 clusters Score -118039 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -118040.421875 Penalty: 714.430298 Iteration 21Q: 3 clusters Score -118040.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -118042.187500 Penalty: 714.430298 Iteration 22Q: 3 clusters Score -118042.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -118043.046875 Penalty: 714.430298 Iteration 23Q: 3 clusters Score -118043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -118043.937500 Penalty: 714.430298 Iteration 24Q: 3 clusters Score -118043.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -118044.734375 Penalty: 714.430298 Iteration 25Q: 3 clusters Score -118044.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -118045.039062 Penalty: 714.430298 Iteration 26Q: 3 clusters Score -118045 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -118045.867188 Penalty: 714.430298 Iteration 27Q: 3 clusters Score -118045.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -118046.867188 Penalty: 714.430298 Iteration 28Q: 3 clusters Score -118046.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -118049.109375 Penalty: 714.430298 Iteration 29Q: 3 clusters Score -118049.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -118051.679688 Penalty: 714.430298 Iteration 30Q: 3 clusters Score -118051.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -118055.171875 Penalty: 714.430298 Iteration 31Q: 3 clusters Score -118055.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -118058.039062 Penalty: 714.430298 Iteration 32Q: 3 clusters Score -118058 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -118059.234375 Penalty: 714.430298 Iteration 33Q: 3 clusters Score -118059.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -118060.601562 Penalty: 714.430298 Iteration 34Q: 3 clusters Score -118060.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -118061.234375 Penalty: 714.430298 Iteration 35Q: 3 clusters Score -118061.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -118061.796875 Penalty: 714.430298 Iteration 36Q: 3 clusters Score -118061.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -118061.882812 Penalty: 714.430298 Iteration 37Q: 3 clusters Score -118061.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -118061.882812 Penalty: 714.430298 Iteration 38F: 3 clusters Score -118061.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -8618.203125 Penalty: 243.293381 Iteration 0F: 2 clusters Score -8618.203 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8359.637695 Penalty: 486.586761 Iteration 0F: 3 clusters Score -8359.638 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -8476.195312 Penalty: 486.586761 Iteration 1F: 3 clusters Score -8476.195 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -8531.800781 Penalty: 486.586761 Iteration 2F: 3 clusters Score -8531.801 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -8561.109375 Penalty: 486.586761 Iteration 3F: 3 clusters Score -8561.109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -8568.331055 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -8568.331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -8572.719727 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -8572.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -8576.593750 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -8576.594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -8579.673828 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -8579.674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -8581.800781 Penalty: 486.586761 Iteration 8Q: 3 clusters Score -8581.801 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -8581.800781 Penalty: 486.586761 Iteration 9F: 3 clusters Score -8581.801 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Entering Unmasked Estep Score: -29722.755859 Penalty: 299.038879 Iteration 0F: 2 clusters Score -29722.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -29080.285156 Penalty: 598.077759 Iteration 0F: 3 clusters Score -29080.29 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -29252.404297 Penalty: 598.077759 Iteration 1F: 3 clusters Score -29252.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -29327.636719 Penalty: 598.077759 Iteration 2F: 3 clusters Score -29327.64 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -29401.404297 Penalty: 598.077759 Iteration 3F: 3 clusters Score -29401.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -29484.865234 Penalty: 598.077759 Iteration 4F: 3 clusters Score -29484.87 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -29577.365234 Penalty: 598.077759 Iteration 5F: 3 clusters Score -29577.37 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -29641.675781 Penalty: 598.077759 Iteration 6F: 3 clusters Score -29641.68 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -29692.757812 Penalty: 598.077759 Iteration 7F: 3 clusters Score -29692.76 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29724.035156 Penalty: 598.077759 Iteration 8Q: 3 clusters Score -29724.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -29747.630859 Penalty: 598.077759 Iteration 9Q: 3 clusters Score -29747.63 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -29772.347656 Penalty: 598.077759 Iteration 10Q: 3 clusters Score -29772.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29793.613281 Penalty: 598.077759 Iteration 11Q: 3 clusters Score -29793.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -29801.964844 Penalty: 598.077759 Iteration 12Q: 3 clusters Score -29801.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29806.890625 Penalty: 598.077759 Iteration 13Q: 3 clusters Score -29806.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29810.097656 Penalty: 598.077759 Iteration 14Q: 3 clusters Score -29810.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -29812.498047 Penalty: 598.077759 Iteration 15Q: 3 clusters Score -29812.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -29812.498047 Penalty: 598.077759 Iteration 16F: 3 clusters Score -29812.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1548 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 479 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202323 members Mstep: Class 31 contains 313 members Mstep: Class 32 contains 236 members Entering Unmasked Estep Score: -24282244.000000 Penalty: 19122.671875 Splitting cluster 27 changes total score from -24282274.000000 to -24282244.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Entering Unmasked Estep Score: -34778.058594 Penalty: 305.879669 Iteration 0F: 2 clusters Score -34778.06 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 442 members Entering Unmasked Estep Score: -34083.312500 Penalty: 611.759338 Iteration 0F: 3 clusters Score -34083.31 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -34295.464844 Penalty: 611.759338 Iteration 1F: 3 clusters Score -34295.46 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -34364.382812 Penalty: 611.759338 Iteration 2F: 3 clusters Score -34364.38 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -34416.761719 Penalty: 611.759338 Iteration 3F: 3 clusters Score -34416.76 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -34456.765625 Penalty: 611.759338 Iteration 4Q: 3 clusters Score -34456.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -34484.421875 Penalty: 611.759338 Iteration 5Q: 3 clusters Score -34484.42 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -34496.847656 Penalty: 611.759338 Iteration 6Q: 3 clusters Score -34496.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -34505.828125 Penalty: 611.759338 Iteration 7Q: 3 clusters Score -34505.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -34510.843750 Penalty: 611.759338 Iteration 8Q: 3 clusters Score -34510.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -34514.800781 Penalty: 611.759338 Iteration 9Q: 3 clusters Score -34514.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -34516.796875 Penalty: 611.759338 Iteration 10Q: 3 clusters Score -34516.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -34521.664062 Penalty: 611.759338 Iteration 11Q: 3 clusters Score -34521.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -34527.167969 Penalty: 611.759338 Iteration 12Q: 3 clusters Score -34527.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -34531.167969 Penalty: 611.759338 Iteration 13Q: 3 clusters Score -34531.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -34532.691406 Penalty: 611.759338 Iteration 14Q: 3 clusters Score -34532.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -34533.359375 Penalty: 611.759338 Iteration 15Q: 3 clusters Score -34533.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -34533.789062 Penalty: 611.759338 Iteration 16Q: 3 clusters Score -34533.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -34533.789062 Penalty: 611.759338 Iteration 17F: 3 clusters Score -34533.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Entering Unmasked Estep Score: -8626.528320 Penalty: 236.026047 Iteration 0F: 2 clusters Score -8626.528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8352.421875 Penalty: 472.052094 Iteration 0F: 3 clusters Score -8352.422 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8402.875977 Penalty: 472.052094 Iteration 1F: 3 clusters Score -8402.876 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8416.619141 Penalty: 472.052094 Iteration 2F: 3 clusters Score -8416.619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8419.250977 Penalty: 472.052094 Iteration 3Q: 3 clusters Score -8419.251 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8419.760742 Penalty: 472.052094 Iteration 4Q: 3 clusters Score -8419.761 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8421.693359 Penalty: 472.052094 Iteration 5Q: 3 clusters Score -8421.693 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8421.693359 Penalty: 472.052094 Iteration 6F: 3 clusters Score -8421.693 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148824 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26134 members Mstep: Class 9 contains 27062 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48919 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1548 members Mstep: Class 21 contains 4081 members Mstep: Class 22 contains 2656 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Entering Unmasked Estep ConsiderDeletion Score: -24282476.000000 Penalty: 18525.087891 Iteration 189F: 32 clusters Score -2.428248e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148784 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2516 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 26038 members Mstep: Class 9 contains 27064 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1936 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 109 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2515 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48839 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1552 members Mstep: Class 21 contains 4078 members Mstep: Class 22 contains 2648 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 831 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202546 members Mstep: Class 31 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -24282454.000000 Penalty: 18525.087891 Iteration 190Q: 32 clusters Score -2.428245e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148759 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2506 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25982 members Mstep: Class 9 contains 27064 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1934 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2525 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48774 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1555 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2646 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202695 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282466.000000 Penalty: 18525.087891 Iteration 191Q: 32 clusters Score -2.428247e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148745 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2502 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25944 members Mstep: Class 9 contains 27066 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1934 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2528 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48721 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1558 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2649 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202794 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282494.000000 Penalty: 18525.087891 Iteration 192Q: 32 clusters Score -2.428249e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18346 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148737 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25915 members Mstep: Class 9 contains 27066 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1934 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2530 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48671 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1561 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 2652 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 832 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202876 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282462.000000 Penalty: 18525.087891 Iteration 193Q: 32 clusters Score -2.428246e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148731 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2501 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25891 members Mstep: Class 9 contains 27068 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1933 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2530 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48633 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1562 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2650 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202942 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282456.000000 Penalty: 18525.087891 Iteration 194Q: 32 clusters Score -2.428246e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148726 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25875 members Mstep: Class 9 contains 27069 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1933 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2532 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48603 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1563 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2644 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 202995 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282464.000000 Penalty: 18525.087891 Iteration 195Q: 32 clusters Score -2.428246e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2498 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25866 members Mstep: Class 9 contains 27068 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1931 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2534 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48581 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1564 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2633 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203043 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282462.000000 Penalty: 18525.087891 Iteration 196Q: 32 clusters Score -2.428246e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148720 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2496 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25856 members Mstep: Class 9 contains 27069 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1928 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2537 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48558 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1567 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2620 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203089 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282428.000000 Penalty: 18525.087891 Iteration 197Q: 32 clusters Score -2.428243e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148719 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2498 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25847 members Mstep: Class 9 contains 27068 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1925 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2539 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48535 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2612 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203128 members Mstep: Class 31 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -24282478.000000 Penalty: 18525.087891 Iteration 198Q: 32 clusters Score -2.428248e+07 nChanged 50 Entering ConstructFrom: Score: -24282478.000000 Penalty: 18525.087891 Entering ConstructFrom: Trying to split cluster 1 (18348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18348 members Entering Unmasked Estep Score: -945234.500000 Penalty: 446.686066 Iteration 0F: 2 clusters Score -945234.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 9221 members Entering Unmasked Estep Score: -932881.125000 Penalty: 893.372131 Iteration 0F: 3 clusters Score -932881.1 nChanged 8743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -938022.312500 Penalty: 893.372131 Iteration 1F: 3 clusters Score -938022.3 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -938427.062500 Penalty: 893.372131 Iteration 2F: 3 clusters Score -938427.1 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -939043.625000 Penalty: 893.372131 Iteration 3F: 3 clusters Score -939043.6 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -940002.562500 Penalty: 893.372131 Iteration 4F: 3 clusters Score -940002.6 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 14891 members Entering Unmasked Estep Score: -941297.875000 Penalty: 893.372131 Iteration 5F: 3 clusters Score -941297.9 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -942784.500000 Penalty: 893.372131 Iteration 6F: 3 clusters Score -942784.5 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -943803.750000 Penalty: 893.372131 Iteration 7F: 3 clusters Score -943803.8 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 17689 members Entering Unmasked Estep Score: -944329.625000 Penalty: 893.372131 Iteration 8Q: 3 clusters Score -944329.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -944555.687500 Penalty: 893.372131 Iteration 9Q: 3 clusters Score -944555.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 17997 members Entering Unmasked Estep Score: -944654.937500 Penalty: 893.372131 Iteration 10Q: 3 clusters Score -944654.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 18066 members Entering Unmasked Estep Score: -944735.375000 Penalty: 893.372131 Iteration 11Q: 3 clusters Score -944735.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 18110 members Entering Unmasked Estep Score: -944779.125000 Penalty: 893.372131 Iteration 12Q: 3 clusters Score -944779.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 18134 members Entering Unmasked Estep Score: -944806.812500 Penalty: 893.372131 Iteration 13Q: 3 clusters Score -944806.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 18154 members Entering Unmasked Estep Score: -944823.687500 Penalty: 893.372131 Iteration 14Q: 3 clusters Score -944823.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 18165 members Entering Unmasked Estep Score: -944832.750000 Penalty: 893.372131 Iteration 15Q: 3 clusters Score -944832.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -944839.375000 Penalty: 893.372131 Iteration 16Q: 3 clusters Score -944839.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 18181 members Entering Unmasked Estep Score: -944846.562500 Penalty: 893.372131 Iteration 17Q: 3 clusters Score -944846.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 18185 members Entering Unmasked Estep Score: -944850.562500 Penalty: 893.372131 Iteration 18Q: 3 clusters Score -944850.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 18184 members Entering Unmasked Estep Score: -944851.875000 Penalty: 893.372131 Iteration 19Q: 3 clusters Score -944851.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 18184 members Entering Unmasked Estep Score: -944851.875000 Penalty: 893.372131 Iteration 20F: 3 clusters Score -944851.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -17096.898438 Penalty: 269.796326 Iteration 0F: 2 clusters Score -17096.9 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 181 members Entering Unmasked Estep Score: -16686.064453 Penalty: 539.592651 Iteration 0F: 3 clusters Score -16686.06 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16815.617188 Penalty: 539.592651 Iteration 1F: 3 clusters Score -16815.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -16845.021484 Penalty: 539.592651 Iteration 2F: 3 clusters Score -16845.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -16861.986328 Penalty: 539.592651 Iteration 3Q: 3 clusters Score -16861.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16870.908203 Penalty: 539.592651 Iteration 4Q: 3 clusters Score -16870.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -16886.201172 Penalty: 539.592651 Iteration 5Q: 3 clusters Score -16886.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -16894.375000 Penalty: 539.592651 Iteration 6Q: 3 clusters Score -16894.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -16897.681641 Penalty: 539.592651 Iteration 7Q: 3 clusters Score -16897.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -16899.810547 Penalty: 539.592651 Iteration 8Q: 3 clusters Score -16899.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -16908.552734 Penalty: 539.592651 Iteration 9Q: 3 clusters Score -16908.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -16920.638672 Penalty: 539.592651 Iteration 10Q: 3 clusters Score -16920.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -16929.201172 Penalty: 539.592651 Iteration 11Q: 3 clusters Score -16929.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -16951.839844 Penalty: 539.592651 Iteration 12Q: 3 clusters Score -16951.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -16985.609375 Penalty: 539.592651 Iteration 13Q: 3 clusters Score -16985.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -16994.705078 Penalty: 539.592651 Iteration 14Q: 3 clusters Score -16994.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -16997.179688 Penalty: 539.592651 Iteration 15Q: 3 clusters Score -16997.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -17004.431641 Penalty: 539.592651 Iteration 16Q: 3 clusters Score -17004.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -17007.087891 Penalty: 539.592651 Iteration 17Q: 3 clusters Score -17007.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -17011.052734 Penalty: 539.592651 Iteration 18Q: 3 clusters Score -17011.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -17013.460938 Penalty: 539.592651 Iteration 19Q: 3 clusters Score -17013.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -17014.593750 Penalty: 539.592651 Iteration 20F: 3 clusters Score -17014.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -17017.765625 Penalty: 539.592651 Iteration 21Q: 3 clusters Score -17017.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -17017.765625 Penalty: 539.592651 Iteration 22F: 3 clusters Score -17017.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Entering Unmasked Estep Score: -198208.734375 Penalty: 375.569214 Iteration 0F: 2 clusters Score -198208.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -195626.421875 Penalty: 751.138428 Iteration 0F: 3 clusters Score -195626.4 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -196486.359375 Penalty: 751.138428 Iteration 1F: 3 clusters Score -196486.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -196576.937500 Penalty: 751.138428 Iteration 2F: 3 clusters Score -196576.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -196679.031250 Penalty: 751.138428 Iteration 3F: 3 clusters Score -196679 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -196826.515625 Penalty: 751.138428 Iteration 4F: 3 clusters Score -196826.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -197016.390625 Penalty: 751.138428 Iteration 5F: 3 clusters Score -197016.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -197218.015625 Penalty: 751.138428 Iteration 6F: 3 clusters Score -197218 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -197422.640625 Penalty: 751.138428 Iteration 7F: 3 clusters Score -197422.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -197623.843750 Penalty: 751.138428 Iteration 8Q: 3 clusters Score -197623.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -197759.203125 Penalty: 751.138428 Iteration 9Q: 3 clusters Score -197759.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -197811.859375 Penalty: 751.138428 Iteration 10Q: 3 clusters Score -197811.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -197845.859375 Penalty: 751.138428 Iteration 11Q: 3 clusters Score -197845.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -197864.859375 Penalty: 751.138428 Iteration 12Q: 3 clusters Score -197864.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -197870.031250 Penalty: 751.138428 Iteration 13Q: 3 clusters Score -197870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -197874.843750 Penalty: 751.138428 Iteration 14Q: 3 clusters Score -197874.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -197874.843750 Penalty: 751.138428 Iteration 15F: 3 clusters Score -197874.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (148716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148716 members Entering Unmasked Estep Score: -7522108.500000 Penalty: 541.895630 Iteration 0F: 2 clusters Score -7522108 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73923 members Mstep: Class 2 contains 74793 members Entering Unmasked Estep Score: -7429350.500000 Penalty: 1083.791260 Iteration 0F: 3 clusters Score -7429350 nChanged 72907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55422 members Mstep: Class 2 contains 93294 members Entering Unmasked Estep Score: -7478266.000000 Penalty: 1083.791260 Iteration 1F: 3 clusters Score -7478266 nChanged 11317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44931 members Mstep: Class 2 contains 103785 members Entering Unmasked Estep Score: -7485217.500000 Penalty: 1083.791260 Iteration 2F: 3 clusters Score -7485218 nChanged 13378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32057 members Mstep: Class 2 contains 116659 members Entering Unmasked Estep Score: -7495161.000000 Penalty: 1083.791260 Iteration 3F: 3 clusters Score -7495161 nChanged 13015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19308 members Mstep: Class 2 contains 129408 members Entering Unmasked Estep Score: -7505434.500000 Penalty: 1083.791260 Iteration 4F: 3 clusters Score -7505434 nChanged 9640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 138996 members Entering Unmasked Estep Score: -7513411.000000 Penalty: 1083.791260 Iteration 5F: 3 clusters Score -7513411 nChanged 5630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 144622 members Entering Unmasked Estep Score: -7518072.000000 Penalty: 1083.791260 Iteration 6Q: 3 clusters Score -7518072 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 147314 members Entering Unmasked Estep Score: -7520344.500000 Penalty: 1083.791260 Iteration 7Q: 3 clusters Score -7520344 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 148272 members Entering Unmasked Estep Score: -7521195.500000 Penalty: 1083.791260 Iteration 8Q: 3 clusters Score -7521196 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 148582 members Entering Unmasked Estep Score: -7521462.500000 Penalty: 1083.791260 Iteration 9Q: 3 clusters Score -7521462 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 148668 members Entering Unmasked Estep Score: -7521574.000000 Penalty: 1083.791260 Iteration 10Q: 3 clusters Score -7521574 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 148679 members Entering Unmasked Estep Score: -7521593.000000 Penalty: 1083.791260 Iteration 11Q: 3 clusters Score -7521593 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 148680 members Entering Unmasked Estep Score: -7521598.000000 Penalty: 1083.791260 Iteration 12Q: 3 clusters Score -7521598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 148679 members Entering Unmasked Estep Score: -7521599.000000 Penalty: 1083.791260 Iteration 13Q: 3 clusters Score -7521599 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 148678 members Entering Unmasked Estep Score: -7521605.500000 Penalty: 1083.791260 Iteration 14Q: 3 clusters Score -7521606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 148679 members Entering Unmasked Estep Score: -7521603.000000 Penalty: 1083.791260 Iteration 15Q: 3 clusters Score -7521603 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 148679 members Entering Unmasked Estep Score: -7521603.000000 Penalty: 1083.791260 Iteration 16F: 3 clusters Score -7521603 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -31235.193359 Penalty: 297.747986 Iteration 0F: 2 clusters Score -31235.19 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 376 members Entering Unmasked Estep Score: -30617.896484 Penalty: 595.495972 Iteration 0F: 3 clusters Score -30617.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -30786.748047 Penalty: 595.495972 Iteration 1F: 3 clusters Score -30786.75 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -30839.257812 Penalty: 595.495972 Iteration 2F: 3 clusters Score -30839.26 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -30873.720703 Penalty: 595.495972 Iteration 3F: 3 clusters Score -30873.72 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -30894.464844 Penalty: 595.495972 Iteration 4Q: 3 clusters Score -30894.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -30909.994141 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -30909.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -30924.412109 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -30924.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -30940.558594 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -30940.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -30953.574219 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -30953.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -30960.359375 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -30960.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -30965.115234 Penalty: 595.495972 Iteration 10Q: 3 clusters Score -30965.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -30966.966797 Penalty: 595.495972 Iteration 11Q: 3 clusters Score -30966.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -30966.966797 Penalty: 595.495972 Iteration 12F: 3 clusters Score -30966.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Entering Unmasked Estep Score: -125131.515625 Penalty: 355.994110 Iteration 0F: 2 clusters Score -125131.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -123361.398438 Penalty: 711.988220 Iteration 0F: 3 clusters Score -123361.4 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -123943.898438 Penalty: 711.988220 Iteration 1F: 3 clusters Score -123943.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -124038.742188 Penalty: 711.988220 Iteration 2F: 3 clusters Score -124038.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -124135.226562 Penalty: 711.988220 Iteration 3F: 3 clusters Score -124135.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -124234.359375 Penalty: 711.988220 Iteration 4F: 3 clusters Score -124234.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -124383.335938 Penalty: 711.988220 Iteration 5F: 3 clusters Score -124383.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -124530.179688 Penalty: 711.988220 Iteration 6F: 3 clusters Score -124530.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -124647.515625 Penalty: 711.988220 Iteration 7F: 3 clusters Score -124647.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -124722.718750 Penalty: 711.988220 Iteration 8Q: 3 clusters Score -124722.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -124774.210938 Penalty: 711.988220 Iteration 9Q: 3 clusters Score -124774.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -124813.757812 Penalty: 711.988220 Iteration 10Q: 3 clusters Score -124813.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -124841.359375 Penalty: 711.988220 Iteration 11Q: 3 clusters Score -124841.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -124850.914062 Penalty: 711.988220 Iteration 12Q: 3 clusters Score -124850.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -124854.718750 Penalty: 711.988220 Iteration 13Q: 3 clusters Score -124854.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -124856.609375 Penalty: 711.988220 Iteration 14Q: 3 clusters Score -124856.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -124856.898438 Penalty: 711.988220 Iteration 15Q: 3 clusters Score -124856.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -124858.187500 Penalty: 711.988220 Iteration 16Q: 3 clusters Score -124858.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -124858.976562 Penalty: 711.988220 Iteration 17Q: 3 clusters Score -124859 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -124859.234375 Penalty: 711.988220 Iteration 18Q: 3 clusters Score -124859.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -124859.906250 Penalty: 711.988220 Iteration 19Q: 3 clusters Score -124859.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -124861.250000 Penalty: 711.988220 Iteration 20F: 3 clusters Score -124861.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -124862.484375 Penalty: 711.988220 Iteration 21Q: 3 clusters Score -124862.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -124862.875000 Penalty: 711.988220 Iteration 22Q: 3 clusters Score -124862.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -124863.320312 Penalty: 711.988220 Iteration 23Q: 3 clusters Score -124863.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -124863.804688 Penalty: 711.988220 Iteration 24Q: 3 clusters Score -124863.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -124863.804688 Penalty: 711.988220 Iteration 25F: 3 clusters Score -124863.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3743.942871 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3743.943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3602.780029 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3602.78 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3659.917236 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3659.917 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3673.654053 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -3673.654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3673.654053 Penalty: 412.466553 Iteration 3F: 3 clusters Score -3673.654 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (25839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25839 members Entering Unmasked Estep Score: -1217251.500000 Penalty: 462.263641 Iteration 0F: 2 clusters Score -1217252 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 13064 members Entering Unmasked Estep Score: -1199976.625000 Penalty: 924.527283 Iteration 0F: 3 clusters Score -1199977 nChanged 12475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -1207601.125000 Penalty: 924.527283 Iteration 1F: 3 clusters Score -1207601 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 16777 members Entering Unmasked Estep Score: -1208642.000000 Penalty: 924.527283 Iteration 2F: 3 clusters Score -1208642 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 18548 members Entering Unmasked Estep Score: -1210212.750000 Penalty: 924.527283 Iteration 3F: 3 clusters Score -1210213 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 20406 members Entering Unmasked Estep Score: -1212044.375000 Penalty: 924.527283 Iteration 4F: 3 clusters Score -1212044 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 22015 members Entering Unmasked Estep Score: -1213652.500000 Penalty: 924.527283 Iteration 5F: 3 clusters Score -1213652 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 23129 members Entering Unmasked Estep Score: -1214702.875000 Penalty: 924.527283 Iteration 6Q: 3 clusters Score -1214703 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 23911 members Entering Unmasked Estep Score: -1215366.250000 Penalty: 924.527283 Iteration 7Q: 3 clusters Score -1215366 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 24478 members Entering Unmasked Estep Score: -1215829.375000 Penalty: 924.527283 Iteration 8Q: 3 clusters Score -1215829 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 24900 members Entering Unmasked Estep Score: -1216170.500000 Penalty: 924.527283 Iteration 9Q: 3 clusters Score -1216170 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 25200 members Entering Unmasked Estep Score: -1216400.750000 Penalty: 924.527283 Iteration 10Q: 3 clusters Score -1216401 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 25405 members Entering Unmasked Estep Score: -1216559.375000 Penalty: 924.527283 Iteration 11Q: 3 clusters Score -1216559 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 25545 members Entering Unmasked Estep Score: -1216665.875000 Penalty: 924.527283 Iteration 12Q: 3 clusters Score -1216666 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 25659 members Entering Unmasked Estep Score: -1216757.750000 Penalty: 924.527283 Iteration 13Q: 3 clusters Score -1216758 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 25721 members Entering Unmasked Estep Score: -1216816.750000 Penalty: 924.527283 Iteration 14Q: 3 clusters Score -1216817 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 25751 members Entering Unmasked Estep Score: -1216842.125000 Penalty: 924.527283 Iteration 15Q: 3 clusters Score -1216842 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 25769 members Entering Unmasked Estep Score: -1216868.875000 Penalty: 924.527283 Iteration 16Q: 3 clusters Score -1216869 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 25775 members Entering Unmasked Estep Score: -1216879.125000 Penalty: 924.527283 Iteration 17Q: 3 clusters Score -1216879 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 25777 members Entering Unmasked Estep Score: -1216889.500000 Penalty: 924.527283 Iteration 18Q: 3 clusters Score -1216890 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 25779 members Entering Unmasked Estep Score: -1216897.250000 Penalty: 924.527283 Iteration 19Q: 3 clusters Score -1216897 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 25778 members Entering Unmasked Estep Score: -1216901.000000 Penalty: 924.527283 Iteration 20F: 3 clusters Score -1216901 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27067 members Entering Unmasked Estep Score: -1287804.500000 Penalty: 464.376221 Iteration 0F: 2 clusters Score -1287804 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13400 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -1269643.500000 Penalty: 928.752441 Iteration 0F: 3 clusters Score -1269644 nChanged 13007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 15454 members Entering Unmasked Estep Score: -1277338.125000 Penalty: 928.752441 Iteration 1F: 3 clusters Score -1277338 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 16507 members Entering Unmasked Estep Score: -1278016.500000 Penalty: 928.752441 Iteration 2Q: 3 clusters Score -1278016 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 17948 members Entering Unmasked Estep Score: -1279110.000000 Penalty: 928.752441 Iteration 3F: 3 clusters Score -1279110 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 19771 members Entering Unmasked Estep Score: -1280694.000000 Penalty: 928.752441 Iteration 4F: 3 clusters Score -1280694 nChanged 2042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -1282518.500000 Penalty: 928.752441 Iteration 5F: 3 clusters Score -1282518 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 23542 members Entering Unmasked Estep Score: -1284264.125000 Penalty: 928.752441 Iteration 6F: 3 clusters Score -1284264 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 24948 members Entering Unmasked Estep Score: -1285632.500000 Penalty: 928.752441 Iteration 7F: 3 clusters Score -1285632 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 25845 members Entering Unmasked Estep Score: -1286469.250000 Penalty: 928.752441 Iteration 8Q: 3 clusters Score -1286469 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 26309 members Entering Unmasked Estep Score: -1286884.375000 Penalty: 928.752441 Iteration 9Q: 3 clusters Score -1286884 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 26584 members Entering Unmasked Estep Score: -1287143.000000 Penalty: 928.752441 Iteration 10Q: 3 clusters Score -1287143 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 26715 members Entering Unmasked Estep Score: -1287244.875000 Penalty: 928.752441 Iteration 11Q: 3 clusters Score -1287245 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 26780 members Entering Unmasked Estep Score: -1287311.875000 Penalty: 928.752441 Iteration 12Q: 3 clusters Score -1287312 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 26822 members Entering Unmasked Estep Score: -1287352.875000 Penalty: 928.752441 Iteration 13Q: 3 clusters Score -1287353 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 26847 members Entering Unmasked Estep Score: -1287376.500000 Penalty: 928.752441 Iteration 14Q: 3 clusters Score -1287376 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 26863 members Entering Unmasked Estep Score: -1287391.875000 Penalty: 928.752441 Iteration 15Q: 3 clusters Score -1287392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 26873 members Entering Unmasked Estep Score: -1287400.375000 Penalty: 928.752441 Iteration 16Q: 3 clusters Score -1287400 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 26879 members Entering Unmasked Estep Score: -1287407.125000 Penalty: 928.752441 Iteration 17Q: 3 clusters Score -1287407 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 26883 members Entering Unmasked Estep Score: -1287413.750000 Penalty: 928.752441 Iteration 18Q: 3 clusters Score -1287414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 26887 members Entering Unmasked Estep Score: -1287419.750000 Penalty: 928.752441 Iteration 19Q: 3 clusters Score -1287420 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 26889 members Entering Unmasked Estep Score: -1287421.625000 Penalty: 928.752441 Iteration 20F: 3 clusters Score -1287422 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 26889 members Entering Unmasked Estep Score: -1287422.375000 Penalty: 928.752441 Iteration 21Q: 3 clusters Score -1287422 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -1287423.625000 Penalty: 928.752441 Iteration 22Q: 3 clusters Score -1287424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -1287424.125000 Penalty: 928.752441 Iteration 23Q: 3 clusters Score -1287424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -1287424.750000 Penalty: 928.752441 Iteration 24Q: 3 clusters Score -1287425 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 26890 members Entering Unmasked Estep Score: -1287424.750000 Penalty: 928.752441 Iteration 25F: 3 clusters Score -1287425 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Entering Unmasked Estep Score: -156704.265625 Penalty: 364.410889 Iteration 0F: 2 clusters Score -156704.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -154599.609375 Penalty: 728.821777 Iteration 0F: 3 clusters Score -154599.6 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -155285.515625 Penalty: 728.821777 Iteration 1F: 3 clusters Score -155285.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -155340.750000 Penalty: 728.821777 Iteration 2F: 3 clusters Score -155340.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -155382.093750 Penalty: 728.821777 Iteration 3Q: 3 clusters Score -155382.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -155408.484375 Penalty: 728.821777 Iteration 4Q: 3 clusters Score -155408.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -155439.515625 Penalty: 728.821777 Iteration 5Q: 3 clusters Score -155439.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -155465.875000 Penalty: 728.821777 Iteration 6Q: 3 clusters Score -155465.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -155487.765625 Penalty: 728.821777 Iteration 7Q: 3 clusters Score -155487.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -155502.546875 Penalty: 728.821777 Iteration 8Q: 3 clusters Score -155502.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -155520.468750 Penalty: 728.821777 Iteration 9Q: 3 clusters Score -155520.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -155533.859375 Penalty: 728.821777 Iteration 10Q: 3 clusters Score -155533.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -155553.828125 Penalty: 728.821777 Iteration 11Q: 3 clusters Score -155553.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -155567.671875 Penalty: 728.821777 Iteration 12Q: 3 clusters Score -155567.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -155578.859375 Penalty: 728.821777 Iteration 13Q: 3 clusters Score -155578.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -155589.296875 Penalty: 728.821777 Iteration 14Q: 3 clusters Score -155589.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -155600.765625 Penalty: 728.821777 Iteration 15Q: 3 clusters Score -155600.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -155609.390625 Penalty: 728.821777 Iteration 16Q: 3 clusters Score -155609.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -155617.171875 Penalty: 728.821777 Iteration 17Q: 3 clusters Score -155617.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -155625.515625 Penalty: 728.821777 Iteration 18Q: 3 clusters Score -155625.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -155635.156250 Penalty: 728.821777 Iteration 19Q: 3 clusters Score -155635.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -155647.796875 Penalty: 728.821777 Iteration 20F: 3 clusters Score -155647.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -155661.890625 Penalty: 728.821777 Iteration 21Q: 3 clusters Score -155661.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -155683.265625 Penalty: 728.821777 Iteration 22Q: 3 clusters Score -155683.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -155710.421875 Penalty: 728.821777 Iteration 23Q: 3 clusters Score -155710.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -155747.671875 Penalty: 728.821777 Iteration 24Q: 3 clusters Score -155747.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -155786.234375 Penalty: 728.821777 Iteration 25Q: 3 clusters Score -155786.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -155823.781250 Penalty: 728.821777 Iteration 26Q: 3 clusters Score -155823.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -155852.093750 Penalty: 728.821777 Iteration 27Q: 3 clusters Score -155852.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -155884.859375 Penalty: 728.821777 Iteration 28Q: 3 clusters Score -155884.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -155913.359375 Penalty: 728.821777 Iteration 29Q: 3 clusters Score -155913.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -155935.687500 Penalty: 728.821777 Iteration 30Q: 3 clusters Score -155935.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -155959.609375 Penalty: 728.821777 Iteration 31Q: 3 clusters Score -155959.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -155982.593750 Penalty: 728.821777 Iteration 32Q: 3 clusters Score -155982.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -156008.000000 Penalty: 728.821777 Iteration 33Q: 3 clusters Score -156008 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -156032.937500 Penalty: 728.821777 Iteration 34Q: 3 clusters Score -156032.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -156049.640625 Penalty: 728.821777 Iteration 35Q: 3 clusters Score -156049.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -156060.921875 Penalty: 728.821777 Iteration 36Q: 3 clusters Score -156060.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -156069.968750 Penalty: 728.821777 Iteration 37Q: 3 clusters Score -156070 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -156077.062500 Penalty: 728.821777 Iteration 38Q: 3 clusters Score -156077.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -156082.812500 Penalty: 728.821777 Iteration 39Q: 3 clusters Score -156082.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -156089.984375 Penalty: 728.821777 Iteration 40F: 3 clusters Score -156090 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -156095.921875 Penalty: 728.821777 Iteration 41Q: 3 clusters Score -156095.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -156101.500000 Penalty: 728.821777 Iteration 42Q: 3 clusters Score -156101.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -156107.859375 Penalty: 728.821777 Iteration 43Q: 3 clusters Score -156107.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -156113.468750 Penalty: 728.821777 Iteration 44Q: 3 clusters Score -156113.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -156118.890625 Penalty: 728.821777 Iteration 45Q: 3 clusters Score -156118.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -156122.437500 Penalty: 728.821777 Iteration 46Q: 3 clusters Score -156122.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -156126.796875 Penalty: 728.821777 Iteration 47Q: 3 clusters Score -156126.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -156129.578125 Penalty: 728.821777 Iteration 48Q: 3 clusters Score -156129.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -156133.375000 Penalty: 728.821777 Iteration 49Q: 3 clusters Score -156133.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -156136.437500 Penalty: 728.821777 Iteration 50Q: 3 clusters Score -156136.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -156138.515625 Penalty: 728.821777 Iteration 51Q: 3 clusters Score -156138.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -156139.625000 Penalty: 728.821777 Iteration 52Q: 3 clusters Score -156139.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -156142.046875 Penalty: 728.821777 Iteration 53Q: 3 clusters Score -156142 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -156146.437500 Penalty: 728.821777 Iteration 54Q: 3 clusters Score -156146.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -156149.796875 Penalty: 728.821777 Iteration 55Q: 3 clusters Score -156149.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -156150.921875 Penalty: 728.821777 Iteration 56Q: 3 clusters Score -156150.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -156154.328125 Penalty: 728.821777 Iteration 57Q: 3 clusters Score -156154.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -156160.421875 Penalty: 728.821777 Iteration 58Q: 3 clusters Score -156160.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -156169.125000 Penalty: 728.821777 Iteration 59Q: 3 clusters Score -156169.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -156176.546875 Penalty: 728.821777 Iteration 60F: 3 clusters Score -156176.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -156181.750000 Penalty: 728.821777 Iteration 61Q: 3 clusters Score -156181.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -156186.890625 Penalty: 728.821777 Iteration 62Q: 3 clusters Score -156186.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -156191.734375 Penalty: 728.821777 Iteration 63Q: 3 clusters Score -156191.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -156197.078125 Penalty: 728.821777 Iteration 64Q: 3 clusters Score -156197.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -156203.328125 Penalty: 728.821777 Iteration 65Q: 3 clusters Score -156203.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -156207.265625 Penalty: 728.821777 Iteration 66Q: 3 clusters Score -156207.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -156212.750000 Penalty: 728.821777 Iteration 67Q: 3 clusters Score -156212.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -156220.281250 Penalty: 728.821777 Iteration 68Q: 3 clusters Score -156220.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -156232.734375 Penalty: 728.821777 Iteration 69Q: 3 clusters Score -156232.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -156246.015625 Penalty: 728.821777 Iteration 70Q: 3 clusters Score -156246 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -156262.296875 Penalty: 728.821777 Iteration 71Q: 3 clusters Score -156262.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -156279.281250 Penalty: 728.821777 Iteration 72Q: 3 clusters Score -156279.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -156295.484375 Penalty: 728.821777 Iteration 73Q: 3 clusters Score -156295.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -156306.578125 Penalty: 728.821777 Iteration 74Q: 3 clusters Score -156306.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -156315.312500 Penalty: 728.821777 Iteration 75Q: 3 clusters Score -156315.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -156320.109375 Penalty: 728.821777 Iteration 76Q: 3 clusters Score -156320.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -156324.218750 Penalty: 728.821777 Iteration 77Q: 3 clusters Score -156324.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -156330.312500 Penalty: 728.821777 Iteration 78Q: 3 clusters Score -156330.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -156335.750000 Penalty: 728.821777 Iteration 79Q: 3 clusters Score -156335.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -156341.093750 Penalty: 728.821777 Iteration 80F: 3 clusters Score -156341.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -156346.281250 Penalty: 728.821777 Iteration 81Q: 3 clusters Score -156346.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -156352.078125 Penalty: 728.821777 Iteration 82Q: 3 clusters Score -156352.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -156354.687500 Penalty: 728.821777 Iteration 83Q: 3 clusters Score -156354.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -156357.828125 Penalty: 728.821777 Iteration 84Q: 3 clusters Score -156357.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -156359.906250 Penalty: 728.821777 Iteration 85Q: 3 clusters Score -156359.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -156363.015625 Penalty: 728.821777 Iteration 86Q: 3 clusters Score -156363 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -156367.218750 Penalty: 728.821777 Iteration 87Q: 3 clusters Score -156367.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -156367.640625 Penalty: 728.821777 Iteration 88Q: 3 clusters Score -156367.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -156368.093750 Penalty: 728.821777 Iteration 89Q: 3 clusters Score -156368.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -156368.093750 Penalty: 728.821777 Iteration 90F: 3 clusters Score -156368.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Entering Unmasked Estep Score: -99467.281250 Penalty: 344.054688 Iteration 0F: 2 clusters Score -99467.28 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 949 members Entering Unmasked Estep Score: -98067.523438 Penalty: 688.109375 Iteration 0F: 3 clusters Score -98067.52 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -98481.453125 Penalty: 688.109375 Iteration 1F: 3 clusters Score -98481.45 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -98536.187500 Penalty: 688.109375 Iteration 2F: 3 clusters Score -98536.19 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -98590.890625 Penalty: 688.109375 Iteration 3Q: 3 clusters Score -98590.89 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -98626.609375 Penalty: 688.109375 Iteration 4Q: 3 clusters Score -98626.61 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -98658.218750 Penalty: 688.109375 Iteration 5Q: 3 clusters Score -98658.22 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -98692.187500 Penalty: 688.109375 Iteration 6Q: 3 clusters Score -98692.19 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -98729.648438 Penalty: 688.109375 Iteration 7Q: 3 clusters Score -98729.65 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -98776.187500 Penalty: 688.109375 Iteration 8Q: 3 clusters Score -98776.19 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -98836.929688 Penalty: 688.109375 Iteration 9Q: 3 clusters Score -98836.93 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -98913.898438 Penalty: 688.109375 Iteration 10Q: 3 clusters Score -98913.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -98979.242188 Penalty: 688.109375 Iteration 11Q: 3 clusters Score -98979.24 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -99019.898438 Penalty: 688.109375 Iteration 12Q: 3 clusters Score -99019.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -99049.585938 Penalty: 688.109375 Iteration 13Q: 3 clusters Score -99049.59 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -99074.234375 Penalty: 688.109375 Iteration 14Q: 3 clusters Score -99074.23 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -99095.281250 Penalty: 688.109375 Iteration 15Q: 3 clusters Score -99095.28 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -99109.960938 Penalty: 688.109375 Iteration 16Q: 3 clusters Score -99109.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -99125.632812 Penalty: 688.109375 Iteration 17Q: 3 clusters Score -99125.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -99135.867188 Penalty: 688.109375 Iteration 18Q: 3 clusters Score -99135.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -99143.796875 Penalty: 688.109375 Iteration 19Q: 3 clusters Score -99143.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -99151.593750 Penalty: 688.109375 Iteration 20F: 3 clusters Score -99151.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -99156.031250 Penalty: 688.109375 Iteration 21Q: 3 clusters Score -99156.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -99159.304688 Penalty: 688.109375 Iteration 22Q: 3 clusters Score -99159.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -99162.625000 Penalty: 688.109375 Iteration 23Q: 3 clusters Score -99162.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -99165.531250 Penalty: 688.109375 Iteration 24Q: 3 clusters Score -99165.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -99168.320312 Penalty: 688.109375 Iteration 25Q: 3 clusters Score -99168.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -99170.406250 Penalty: 688.109375 Iteration 26Q: 3 clusters Score -99170.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -99172.054688 Penalty: 688.109375 Iteration 27Q: 3 clusters Score -99172.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -99174.218750 Penalty: 688.109375 Iteration 28Q: 3 clusters Score -99174.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -99177.046875 Penalty: 688.109375 Iteration 29Q: 3 clusters Score -99177.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -99179.562500 Penalty: 688.109375 Iteration 30Q: 3 clusters Score -99179.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -99180.648438 Penalty: 688.109375 Iteration 31Q: 3 clusters Score -99180.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -99181.210938 Penalty: 688.109375 Iteration 32Q: 3 clusters Score -99181.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -99181.320312 Penalty: 688.109375 Iteration 33Q: 3 clusters Score -99181.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -99181.812500 Penalty: 688.109375 Iteration 34Q: 3 clusters Score -99181.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -99182.398438 Penalty: 688.109375 Iteration 35Q: 3 clusters Score -99182.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -99185.500000 Penalty: 688.109375 Iteration 36Q: 3 clusters Score -99185.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -99186.000000 Penalty: 688.109375 Iteration 37Q: 3 clusters Score -99186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -99186.679688 Penalty: 688.109375 Iteration 38Q: 3 clusters Score -99186.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -99186.804688 Penalty: 688.109375 Iteration 39Q: 3 clusters Score -99186.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -99187.125000 Penalty: 688.109375 Iteration 40F: 3 clusters Score -99187.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -33102.105469 Penalty: 302.469818 Iteration 0F: 2 clusters Score -33102.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -32455.949219 Penalty: 604.939636 Iteration 0F: 3 clusters Score -32455.95 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -32807.554688 Penalty: 604.939636 Iteration 1F: 3 clusters Score -32807.55 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -33003.683594 Penalty: 604.939636 Iteration 2F: 3 clusters Score -33003.68 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -33073.816406 Penalty: 604.939636 Iteration 3F: 3 clusters Score -33073.82 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -33111.941406 Penalty: 604.939636 Iteration 4Q: 3 clusters Score -33111.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -33135.484375 Penalty: 604.939636 Iteration 5Q: 3 clusters Score -33135.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -33144.046875 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -33144.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -33151.378906 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -33151.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -33156.835938 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -33156.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -33163.003906 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -33163 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -33176.128906 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -33176.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -33181.257812 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -33181.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -33183.851562 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -33183.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -33185.164062 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -33185.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -33186.214844 Penalty: 604.939636 Iteration 14F: 3 clusters Score -33186.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -33187.175781 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -33187.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -33187.175781 Penalty: 604.939636 Iteration 16F: 3 clusters Score -33187.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25839 members Mstep: Class 9 contains 27067 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 187 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2542 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48507 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2606 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203171 members Mstep: Class 31 contains 313 members Mstep: Class 32 contains 584 members Entering Unmasked Estep Score: -24282280.000000 Penalty: 19122.671875 Splitting cluster 12 changes total score from -24282478.000000 to -24282280.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Entering Unmasked Estep Score: -3819.905518 Penalty: 213.036972 Iteration 0F: 2 clusters Score -3819.906 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3623.023193 Penalty: 426.073944 Iteration 0F: 3 clusters Score -3623.023 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3654.341064 Penalty: 426.073944 Iteration 1F: 3 clusters Score -3654.341 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3667.817383 Penalty: 426.073944 Iteration 2Q: 3 clusters Score -3667.817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3668.973877 Penalty: 426.073944 Iteration 3Q: 3 clusters Score -3668.974 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3670.440674 Penalty: 426.073944 Iteration 4Q: 3 clusters Score -3670.441 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3671.411133 Penalty: 426.073944 Iteration 5Q: 3 clusters Score -3671.411 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3673.554932 Penalty: 426.073944 Iteration 6Q: 3 clusters Score -3673.555 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -3678.752930 Penalty: 426.073944 Iteration 7Q: 3 clusters Score -3678.753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -3679.843262 Penalty: 426.073944 Iteration 8Q: 3 clusters Score -3679.843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -3679.843262 Penalty: 426.073944 Iteration 9F: 3 clusters Score -3679.843 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Entering Unmasked Estep Score: -196952.906250 Penalty: 376.772369 Iteration 0F: 2 clusters Score -196952.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -194254.125000 Penalty: 753.544739 Iteration 0F: 3 clusters Score -194254.1 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -195361.890625 Penalty: 753.544739 Iteration 1F: 3 clusters Score -195361.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -195605.671875 Penalty: 753.544739 Iteration 2F: 3 clusters Score -195605.7 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -195912.578125 Penalty: 753.544739 Iteration 3F: 3 clusters Score -195912.6 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -196201.859375 Penalty: 753.544739 Iteration 4F: 3 clusters Score -196201.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -196409.640625 Penalty: 753.544739 Iteration 5F: 3 clusters Score -196409.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -196530.453125 Penalty: 753.544739 Iteration 6Q: 3 clusters Score -196530.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -196619.515625 Penalty: 753.544739 Iteration 7Q: 3 clusters Score -196619.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -196688.000000 Penalty: 753.544739 Iteration 8Q: 3 clusters Score -196688 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -196722.000000 Penalty: 753.544739 Iteration 9Q: 3 clusters Score -196722 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -196747.906250 Penalty: 753.544739 Iteration 10Q: 3 clusters Score -196747.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -196763.609375 Penalty: 753.544739 Iteration 11Q: 3 clusters Score -196763.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -196769.984375 Penalty: 753.544739 Iteration 12Q: 3 clusters Score -196770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -196771.390625 Penalty: 753.544739 Iteration 13Q: 3 clusters Score -196771.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -196773.125000 Penalty: 753.544739 Iteration 14Q: 3 clusters Score -196773.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -196773.125000 Penalty: 753.544739 Iteration 15F: 3 clusters Score -196773.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -13511.456055 Penalty: 262.173340 Iteration 0F: 2 clusters Score -13511.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -13135.612305 Penalty: 524.346680 Iteration 0F: 3 clusters Score -13135.61 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -13203.168945 Penalty: 524.346680 Iteration 1F: 3 clusters Score -13203.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -13225.230469 Penalty: 524.346680 Iteration 2F: 3 clusters Score -13225.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -13231.826172 Penalty: 524.346680 Iteration 3Q: 3 clusters Score -13231.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -13232.541992 Penalty: 524.346680 Iteration 4Q: 3 clusters Score -13232.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -13233.588867 Penalty: 524.346680 Iteration 5Q: 3 clusters Score -13233.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13235.713867 Penalty: 524.346680 Iteration 6Q: 3 clusters Score -13235.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -13241.342773 Penalty: 524.346680 Iteration 7Q: 3 clusters Score -13241.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -13249.141602 Penalty: 524.346680 Iteration 8Q: 3 clusters Score -13249.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -13253.949219 Penalty: 524.346680 Iteration 9Q: 3 clusters Score -13253.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13259.760742 Penalty: 524.346680 Iteration 10Q: 3 clusters Score -13259.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -13262.194336 Penalty: 524.346680 Iteration 11Q: 3 clusters Score -13262.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -13263.152344 Penalty: 524.346680 Iteration 12Q: 3 clusters Score -13263.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -13264.680664 Penalty: 524.346680 Iteration 13Q: 3 clusters Score -13264.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -13270.463867 Penalty: 524.346680 Iteration 14Q: 3 clusters Score -13270.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -13279.146484 Penalty: 524.346680 Iteration 15Q: 3 clusters Score -13279.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -13286.283203 Penalty: 524.346680 Iteration 16Q: 3 clusters Score -13286.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -13288.135742 Penalty: 524.346680 Iteration 17Q: 3 clusters Score -13288.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -13289.259766 Penalty: 524.346680 Iteration 18Q: 3 clusters Score -13289.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -13289.259766 Penalty: 524.346680 Iteration 19F: 3 clusters Score -13289.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Entering Unmasked Estep Score: -120656.765625 Penalty: 356.752136 Iteration 0F: 2 clusters Score -120656.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -118865.492188 Penalty: 713.504272 Iteration 0F: 3 clusters Score -118865.5 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -119669.226562 Penalty: 713.504272 Iteration 1F: 3 clusters Score -119669.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -119835.664062 Penalty: 713.504272 Iteration 2F: 3 clusters Score -119835.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -119998.406250 Penalty: 713.504272 Iteration 3F: 3 clusters Score -119998.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -120175.398438 Penalty: 713.504272 Iteration 4F: 3 clusters Score -120175.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -120303.515625 Penalty: 713.504272 Iteration 5Q: 3 clusters Score -120303.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -120408.460938 Penalty: 713.504272 Iteration 6Q: 3 clusters Score -120408.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -120486.765625 Penalty: 713.504272 Iteration 7Q: 3 clusters Score -120486.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -120536.835938 Penalty: 713.504272 Iteration 8Q: 3 clusters Score -120536.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -120558.757812 Penalty: 713.504272 Iteration 9Q: 3 clusters Score -120558.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -120572.148438 Penalty: 713.504272 Iteration 10Q: 3 clusters Score -120572.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -120589.195312 Penalty: 713.504272 Iteration 11Q: 3 clusters Score -120589.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -120604.476562 Penalty: 713.504272 Iteration 12Q: 3 clusters Score -120604.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -120617.000000 Penalty: 713.504272 Iteration 13Q: 3 clusters Score -120617 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -120627.593750 Penalty: 713.504272 Iteration 14Q: 3 clusters Score -120627.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -120634.632812 Penalty: 713.504272 Iteration 15Q: 3 clusters Score -120634.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -120638.492188 Penalty: 713.504272 Iteration 16Q: 3 clusters Score -120638.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -120642.640625 Penalty: 713.504272 Iteration 17Q: 3 clusters Score -120642.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -120646.421875 Penalty: 713.504272 Iteration 18Q: 3 clusters Score -120646.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -120649.531250 Penalty: 713.504272 Iteration 19Q: 3 clusters Score -120649.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -120652.843750 Penalty: 713.504272 Iteration 20F: 3 clusters Score -120652.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -120656.398438 Penalty: 713.504272 Iteration 21Q: 3 clusters Score -120656.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -120660.062500 Penalty: 713.504272 Iteration 22Q: 3 clusters Score -120660.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -120662.820312 Penalty: 713.504272 Iteration 23Q: 3 clusters Score -120662.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -120664.781250 Penalty: 713.504272 Iteration 24Q: 3 clusters Score -120664.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -120665.953125 Penalty: 713.504272 Iteration 25Q: 3 clusters Score -120666 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -120666.203125 Penalty: 713.504272 Iteration 26Q: 3 clusters Score -120666.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -120666.203125 Penalty: 713.504272 Iteration 27F: 3 clusters Score -120666.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25839 members Mstep: Class 9 contains 27067 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 707 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48507 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2606 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203171 members Mstep: Class 31 contains 313 members Mstep: Class 32 contains 1835 members Entering Unmasked Estep Score: -24282258.000000 Penalty: 19122.671875 Splitting cluster 16 changes total score from -24282478.000000 to -24282258.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 17 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -16765.568359 Penalty: 269.309662 Iteration 0F: 2 clusters Score -16765.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -16352.790039 Penalty: 538.619324 Iteration 0F: 3 clusters Score -16352.79 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -16446.839844 Penalty: 538.619324 Iteration 1F: 3 clusters Score -16446.84 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16475.599609 Penalty: 538.619324 Iteration 2F: 3 clusters Score -16475.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16501.583984 Penalty: 538.619324 Iteration 3F: 3 clusters Score -16501.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -16516.763672 Penalty: 538.619324 Iteration 4Q: 3 clusters Score -16516.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -16525.837891 Penalty: 538.619324 Iteration 5Q: 3 clusters Score -16525.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -16536.671875 Penalty: 538.619324 Iteration 6Q: 3 clusters Score -16536.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -16555.941406 Penalty: 538.619324 Iteration 7Q: 3 clusters Score -16555.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -16568.492188 Penalty: 538.619324 Iteration 8Q: 3 clusters Score -16568.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -16589.892578 Penalty: 538.619324 Iteration 9Q: 3 clusters Score -16589.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -16622.570312 Penalty: 538.619324 Iteration 10Q: 3 clusters Score -16622.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -16661.339844 Penalty: 538.619324 Iteration 11Q: 3 clusters Score -16661.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -16677.640625 Penalty: 538.619324 Iteration 12Q: 3 clusters Score -16677.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -16699.337891 Penalty: 538.619324 Iteration 13Q: 3 clusters Score -16699.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -16715.166016 Penalty: 538.619324 Iteration 14Q: 3 clusters Score -16715.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -16722.148438 Penalty: 538.619324 Iteration 15Q: 3 clusters Score -16722.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -16726.326172 Penalty: 538.619324 Iteration 16Q: 3 clusters Score -16726.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -16730.302734 Penalty: 538.619324 Iteration 17Q: 3 clusters Score -16730.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -16735.572266 Penalty: 538.619324 Iteration 18Q: 3 clusters Score -16735.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -16741.000000 Penalty: 538.619324 Iteration 19Q: 3 clusters Score -16741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -16751.908203 Penalty: 538.619324 Iteration 20F: 3 clusters Score -16751.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -16761.244141 Penalty: 538.619324 Iteration 21Q: 3 clusters Score -16761.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -16768.406250 Penalty: 538.619324 Iteration 22Q: 3 clusters Score -16768.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -16773.175781 Penalty: 538.619324 Iteration 23Q: 3 clusters Score -16773.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -16776.398438 Penalty: 538.619324 Iteration 24Q: 3 clusters Score -16776.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -16780.500000 Penalty: 538.619324 Iteration 25Q: 3 clusters Score -16780.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -16781.277344 Penalty: 538.619324 Iteration 26Q: 3 clusters Score -16781.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -16785.564453 Penalty: 538.619324 Iteration 27Q: 3 clusters Score -16785.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -16793.968750 Penalty: 538.619324 Iteration 28Q: 3 clusters Score -16793.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -16804.224609 Penalty: 538.619324 Iteration 29Q: 3 clusters Score -16804.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -16825.455078 Penalty: 538.619324 Iteration 30Q: 3 clusters Score -16825.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16867.417969 Penalty: 538.619324 Iteration 31Q: 3 clusters Score -16867.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16952.576172 Penalty: 538.619324 Iteration 32Q: 3 clusters Score -16952.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -16995.421875 Penalty: 538.619324 Iteration 33Q: 3 clusters Score -16995.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -17002.765625 Penalty: 538.619324 Iteration 34Q: 3 clusters Score -17002.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -17002.765625 Penalty: 538.619324 Iteration 35F: 3 clusters Score -17002.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25839 members Mstep: Class 9 contains 27067 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2542 members Mstep: Class 17 contains 190 members Mstep: Class 18 contains 48507 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2606 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203171 members Mstep: Class 31 contains 313 members Mstep: Class 32 contains 182 members Entering Unmasked Estep Score: -24282388.000000 Penalty: 19122.671875 Splitting cluster 17 changes total score from -24282478.000000 to -24282388.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 18 (48507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48507 members Entering Unmasked Estep Score: -2545395.750000 Penalty: 490.920563 Iteration 0F: 2 clusters Score -2545396 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24287 members Mstep: Class 2 contains 24220 members Entering Unmasked Estep Score: -2512689.750000 Penalty: 981.841125 Iteration 0F: 3 clusters Score -2512690 nChanged 23530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27095 members Mstep: Class 2 contains 21412 members Entering Unmasked Estep Score: -2526774.500000 Penalty: 981.841125 Iteration 1F: 3 clusters Score -2526774 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28769 members Mstep: Class 2 contains 19738 members Entering Unmasked Estep Score: -2527527.500000 Penalty: 981.841125 Iteration 2Q: 3 clusters Score -2527528 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31076 members Mstep: Class 2 contains 17431 members Entering Unmasked Estep Score: -2528715.500000 Penalty: 981.841125 Iteration 3F: 3 clusters Score -2528716 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34179 members Mstep: Class 2 contains 14328 members Entering Unmasked Estep Score: -2530729.250000 Penalty: 981.841125 Iteration 4F: 3 clusters Score -2530729 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38083 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -2533997.000000 Penalty: 981.841125 Iteration 5F: 3 clusters Score -2533997 nChanged 4204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42287 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -2538274.000000 Penalty: 981.841125 Iteration 6F: 3 clusters Score -2538274 nChanged 3478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45765 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -2542088.500000 Penalty: 981.841125 Iteration 7F: 3 clusters Score -2542088 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47652 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -2544066.500000 Penalty: 981.841125 Iteration 8Q: 3 clusters Score -2544066 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48298 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -2544722.000000 Penalty: 981.841125 Iteration 9Q: 3 clusters Score -2544722 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48443 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2544883.750000 Penalty: 981.841125 Iteration 10Q: 3 clusters Score -2544884 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48461 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2544910.000000 Penalty: 981.841125 Iteration 11Q: 3 clusters Score -2544910 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48466 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2544928.250000 Penalty: 981.841125 Iteration 12Q: 3 clusters Score -2544928 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48466 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2544942.250000 Penalty: 981.841125 Iteration 13Q: 3 clusters Score -2544942 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48463 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2544948.000000 Penalty: 981.841125 Iteration 14Q: 3 clusters Score -2544948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48464 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -2544956.500000 Penalty: 981.841125 Iteration 15Q: 3 clusters Score -2544956 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48464 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -2544956.500000 Penalty: 981.841125 Iteration 16F: 3 clusters Score -2544956 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -5115.920898 Penalty: 224.844727 Iteration 0F: 2 clusters Score -5115.921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4872.306641 Penalty: 449.689453 Iteration 0F: 3 clusters Score -4872.307 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4908.412109 Penalty: 449.689453 Iteration 1F: 3 clusters Score -4908.412 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4923.046875 Penalty: 449.689453 Iteration 2Q: 3 clusters Score -4923.047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4925.929199 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -4925.929 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4930.575684 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -4930.576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4933.015625 Penalty: 449.689453 Iteration 5Q: 3 clusters Score -4933.016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4937.041016 Penalty: 449.689453 Iteration 6Q: 3 clusters Score -4937.041 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4939.701660 Penalty: 449.689453 Iteration 7Q: 3 clusters Score -4939.702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4946.541016 Penalty: 449.689453 Iteration 8Q: 3 clusters Score -4946.541 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4946.541016 Penalty: 449.689453 Iteration 9F: 3 clusters Score -4946.541 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Entering Unmasked Estep Score: -84185.023438 Penalty: 334.797821 Iteration 0F: 2 clusters Score -84185.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -82988.296875 Penalty: 669.595642 Iteration 0F: 3 clusters Score -82988.3 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -83395.195312 Penalty: 669.595642 Iteration 1F: 3 clusters Score -83395.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -83518.515625 Penalty: 669.595642 Iteration 2F: 3 clusters Score -83518.52 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -83605.039062 Penalty: 669.595642 Iteration 3F: 3 clusters Score -83605.04 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -83680.109375 Penalty: 669.595642 Iteration 4F: 3 clusters Score -83680.11 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -83735.546875 Penalty: 669.595642 Iteration 5Q: 3 clusters Score -83735.55 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -83760.757812 Penalty: 669.595642 Iteration 6Q: 3 clusters Score -83760.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -83774.375000 Penalty: 669.595642 Iteration 7Q: 3 clusters Score -83774.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -83781.937500 Penalty: 669.595642 Iteration 8Q: 3 clusters Score -83781.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -83789.507812 Penalty: 669.595642 Iteration 9Q: 3 clusters Score -83789.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -83793.304688 Penalty: 669.595642 Iteration 10Q: 3 clusters Score -83793.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -83799.695312 Penalty: 669.595642 Iteration 11Q: 3 clusters Score -83799.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -83806.484375 Penalty: 669.595642 Iteration 12Q: 3 clusters Score -83806.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -83808.453125 Penalty: 669.595642 Iteration 13Q: 3 clusters Score -83808.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -83809.359375 Penalty: 669.595642 Iteration 14Q: 3 clusters Score -83809.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -83810.570312 Penalty: 669.595642 Iteration 15Q: 3 clusters Score -83810.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -83811.632812 Penalty: 669.595642 Iteration 16Q: 3 clusters Score -83811.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -83812.109375 Penalty: 669.595642 Iteration 17Q: 3 clusters Score -83812.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -83812.343750 Penalty: 669.595642 Iteration 18Q: 3 clusters Score -83812.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -83812.382812 Penalty: 669.595642 Iteration 19Q: 3 clusters Score -83812.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -83812.382812 Penalty: 669.595642 Iteration 20F: 3 clusters Score -83812.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Entering Unmasked Estep Score: -191065.484375 Penalty: 378.213318 Iteration 0F: 2 clusters Score -191065.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -188222.453125 Penalty: 756.426636 Iteration 0F: 3 clusters Score -188222.5 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -189385.468750 Penalty: 756.426636 Iteration 1F: 3 clusters Score -189385.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -189681.296875 Penalty: 756.426636 Iteration 2F: 3 clusters Score -189681.3 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -190027.609375 Penalty: 756.426636 Iteration 3F: 3 clusters Score -190027.6 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -190310.578125 Penalty: 756.426636 Iteration 4F: 3 clusters Score -190310.6 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -190474.968750 Penalty: 756.426636 Iteration 5F: 3 clusters Score -190475 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -190600.890625 Penalty: 756.426636 Iteration 6Q: 3 clusters Score -190600.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -190671.437500 Penalty: 756.426636 Iteration 7Q: 3 clusters Score -190671.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -190717.531250 Penalty: 756.426636 Iteration 8Q: 3 clusters Score -190717.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -190761.062500 Penalty: 756.426636 Iteration 9Q: 3 clusters Score -190761.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -190799.109375 Penalty: 756.426636 Iteration 10Q: 3 clusters Score -190799.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -190815.890625 Penalty: 756.426636 Iteration 11Q: 3 clusters Score -190815.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -190830.234375 Penalty: 756.426636 Iteration 12Q: 3 clusters Score -190830.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -190845.656250 Penalty: 756.426636 Iteration 13Q: 3 clusters Score -190845.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -190859.484375 Penalty: 756.426636 Iteration 14Q: 3 clusters Score -190859.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -190872.515625 Penalty: 756.426636 Iteration 15Q: 3 clusters Score -190872.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -190885.718750 Penalty: 756.426636 Iteration 16Q: 3 clusters Score -190885.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -190892.609375 Penalty: 756.426636 Iteration 17Q: 3 clusters Score -190892.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -190897.421875 Penalty: 756.426636 Iteration 18Q: 3 clusters Score -190897.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -190905.515625 Penalty: 756.426636 Iteration 19Q: 3 clusters Score -190905.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -190912.890625 Penalty: 756.426636 Iteration 20F: 3 clusters Score -190912.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -190917.265625 Penalty: 756.426636 Iteration 21Q: 3 clusters Score -190917.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -190920.203125 Penalty: 756.426636 Iteration 22Q: 3 clusters Score -190920.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -190923.312500 Penalty: 756.426636 Iteration 23Q: 3 clusters Score -190923.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -190926.234375 Penalty: 756.426636 Iteration 24Q: 3 clusters Score -190926.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -190927.812500 Penalty: 756.426636 Iteration 25Q: 3 clusters Score -190927.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -190928.375000 Penalty: 756.426636 Iteration 26Q: 3 clusters Score -190928.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -190928.593750 Penalty: 756.426636 Iteration 27Q: 3 clusters Score -190928.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -190928.953125 Penalty: 756.426636 Iteration 28Q: 3 clusters Score -190929 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -190928.953125 Penalty: 756.426636 Iteration 29F: 3 clusters Score -190929 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Entering Unmasked Estep Score: -139597.718750 Penalty: 357.883514 Iteration 0F: 2 clusters Score -139597.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -137776.437500 Penalty: 715.767029 Iteration 0F: 3 clusters Score -137776.4 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -138417.156250 Penalty: 715.767029 Iteration 1F: 3 clusters Score -138417.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -138477.593750 Penalty: 715.767029 Iteration 2F: 3 clusters Score -138477.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -138549.593750 Penalty: 715.767029 Iteration 3F: 3 clusters Score -138549.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -138631.859375 Penalty: 715.767029 Iteration 4F: 3 clusters Score -138631.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -138711.687500 Penalty: 715.767029 Iteration 5F: 3 clusters Score -138711.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -138789.406250 Penalty: 715.767029 Iteration 6Q: 3 clusters Score -138789.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -138873.875000 Penalty: 715.767029 Iteration 7Q: 3 clusters Score -138873.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -138948.625000 Penalty: 715.767029 Iteration 8Q: 3 clusters Score -138948.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -139011.750000 Penalty: 715.767029 Iteration 9Q: 3 clusters Score -139011.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -139071.328125 Penalty: 715.767029 Iteration 10Q: 3 clusters Score -139071.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -139111.796875 Penalty: 715.767029 Iteration 11Q: 3 clusters Score -139111.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -139152.546875 Penalty: 715.767029 Iteration 12Q: 3 clusters Score -139152.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -139184.406250 Penalty: 715.767029 Iteration 13Q: 3 clusters Score -139184.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -139204.218750 Penalty: 715.767029 Iteration 14Q: 3 clusters Score -139204.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -139224.578125 Penalty: 715.767029 Iteration 15Q: 3 clusters Score -139224.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -139246.328125 Penalty: 715.767029 Iteration 16Q: 3 clusters Score -139246.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -139258.343750 Penalty: 715.767029 Iteration 17Q: 3 clusters Score -139258.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -139262.500000 Penalty: 715.767029 Iteration 18Q: 3 clusters Score -139262.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -139265.234375 Penalty: 715.767029 Iteration 19Q: 3 clusters Score -139265.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -139265.906250 Penalty: 715.767029 Iteration 20F: 3 clusters Score -139265.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -139267.890625 Penalty: 715.767029 Iteration 21Q: 3 clusters Score -139267.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -139269.109375 Penalty: 715.767029 Iteration 22Q: 3 clusters Score -139269.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -139273.171875 Penalty: 715.767029 Iteration 23Q: 3 clusters Score -139273.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -139274.234375 Penalty: 715.767029 Iteration 24Q: 3 clusters Score -139274.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -139274.812500 Penalty: 715.767029 Iteration 25Q: 3 clusters Score -139274.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -139275.625000 Penalty: 715.767029 Iteration 26Q: 3 clusters Score -139275.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -139276.390625 Penalty: 715.767029 Iteration 27Q: 3 clusters Score -139276.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -139277.156250 Penalty: 715.767029 Iteration 28Q: 3 clusters Score -139277.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -139277.156250 Penalty: 715.767029 Iteration 29F: 3 clusters Score -139277.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (96 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Entering Unmasked Estep Score: -4086.524170 Penalty: 207.677841 Iteration 0F: 2 clusters Score -4086.524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3883.725586 Penalty: 415.355682 Iteration 0F: 3 clusters Score -3883.726 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3919.651855 Penalty: 415.355682 Iteration 1F: 3 clusters Score -3919.652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3928.285645 Penalty: 415.355682 Iteration 2Q: 3 clusters Score -3928.286 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3928.285645 Penalty: 415.355682 Iteration 3F: 3 clusters Score -3928.286 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Entering Unmasked Estep Score: -3980.437500 Penalty: 210.880173 Iteration 0F: 2 clusters Score -3980.438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3764.072021 Penalty: 421.760345 Iteration 0F: 3 clusters Score -3764.072 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3797.634766 Penalty: 421.760345 Iteration 1F: 3 clusters Score -3797.635 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3818.695312 Penalty: 421.760345 Iteration 2F: 3 clusters Score -3818.695 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3832.247559 Penalty: 421.760345 Iteration 3Q: 3 clusters Score -3832.248 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3842.013916 Penalty: 421.760345 Iteration 4Q: 3 clusters Score -3842.014 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3842.013916 Penalty: 421.760345 Iteration 5F: 3 clusters Score -3842.014 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Entering Unmasked Estep Score: -118201.476562 Penalty: 357.197418 Iteration 0F: 2 clusters Score -118201.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -116399.132812 Penalty: 714.394836 Iteration 0F: 3 clusters Score -116399.1 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -117077.062500 Penalty: 714.394836 Iteration 1F: 3 clusters Score -117077.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -117200.789062 Penalty: 714.394836 Iteration 2F: 3 clusters Score -117200.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -117348.796875 Penalty: 714.394836 Iteration 3F: 3 clusters Score -117348.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -117508.203125 Penalty: 714.394836 Iteration 4F: 3 clusters Score -117508.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -117644.632812 Penalty: 714.394836 Iteration 5F: 3 clusters Score -117644.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -117743.687500 Penalty: 714.394836 Iteration 6Q: 3 clusters Score -117743.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -117816.617188 Penalty: 714.394836 Iteration 7Q: 3 clusters Score -117816.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -117864.570312 Penalty: 714.394836 Iteration 8Q: 3 clusters Score -117864.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -117899.476562 Penalty: 714.394836 Iteration 9Q: 3 clusters Score -117899.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -117928.234375 Penalty: 714.394836 Iteration 10Q: 3 clusters Score -117928.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -117935.554688 Penalty: 714.394836 Iteration 11Q: 3 clusters Score -117935.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -117940.515625 Penalty: 714.394836 Iteration 12Q: 3 clusters Score -117940.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -117945.695312 Penalty: 714.394836 Iteration 13Q: 3 clusters Score -117945.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -117949.585938 Penalty: 714.394836 Iteration 14Q: 3 clusters Score -117949.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -117952.437500 Penalty: 714.394836 Iteration 15Q: 3 clusters Score -117952.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -117957.687500 Penalty: 714.394836 Iteration 16Q: 3 clusters Score -117957.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -117962.484375 Penalty: 714.394836 Iteration 17Q: 3 clusters Score -117962.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -117966.929688 Penalty: 714.394836 Iteration 18Q: 3 clusters Score -117966.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -117971.476562 Penalty: 714.394836 Iteration 19Q: 3 clusters Score -117971.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -117973.992188 Penalty: 714.394836 Iteration 20F: 3 clusters Score -117974 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -117975.414062 Penalty: 714.394836 Iteration 21Q: 3 clusters Score -117975.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -117976.703125 Penalty: 714.394836 Iteration 22Q: 3 clusters Score -117976.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -117977.851562 Penalty: 714.394836 Iteration 23Q: 3 clusters Score -117977.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -117978.398438 Penalty: 714.394836 Iteration 24Q: 3 clusters Score -117978.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -117978.656250 Penalty: 714.394836 Iteration 25Q: 3 clusters Score -117978.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -117979.117188 Penalty: 714.394836 Iteration 26Q: 3 clusters Score -117979.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -117980.750000 Penalty: 714.394836 Iteration 27Q: 3 clusters Score -117980.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -117982.296875 Penalty: 714.394836 Iteration 28Q: 3 clusters Score -117982.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -117982.921875 Penalty: 714.394836 Iteration 29Q: 3 clusters Score -117982.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -117984.398438 Penalty: 714.394836 Iteration 30Q: 3 clusters Score -117984.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -117986.000000 Penalty: 714.394836 Iteration 31Q: 3 clusters Score -117986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -117987.031250 Penalty: 714.394836 Iteration 32Q: 3 clusters Score -117987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -117987.601562 Penalty: 714.394836 Iteration 33Q: 3 clusters Score -117987.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -117987.843750 Penalty: 714.394836 Iteration 34Q: 3 clusters Score -117987.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -117988.140625 Penalty: 714.394836 Iteration 35Q: 3 clusters Score -117988.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -117989.210938 Penalty: 714.394836 Iteration 36Q: 3 clusters Score -117989.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -117990.296875 Penalty: 714.394836 Iteration 37Q: 3 clusters Score -117990.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -117991.007812 Penalty: 714.394836 Iteration 38Q: 3 clusters Score -117991 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -117992.312500 Penalty: 714.394836 Iteration 39Q: 3 clusters Score -117992.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -117993.398438 Penalty: 714.394836 Iteration 40F: 3 clusters Score -117993.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -117994.437500 Penalty: 714.394836 Iteration 41Q: 3 clusters Score -117994.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -117996.382812 Penalty: 714.394836 Iteration 42Q: 3 clusters Score -117996.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -117999.296875 Penalty: 714.394836 Iteration 43Q: 3 clusters Score -117999.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -118003.273438 Penalty: 714.394836 Iteration 44Q: 3 clusters Score -118003.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -118006.140625 Penalty: 714.394836 Iteration 45Q: 3 clusters Score -118006.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -118008.710938 Penalty: 714.394836 Iteration 46Q: 3 clusters Score -118008.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -118010.031250 Penalty: 714.394836 Iteration 47Q: 3 clusters Score -118010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -118010.390625 Penalty: 714.394836 Iteration 48Q: 3 clusters Score -118010.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -118010.804688 Penalty: 714.394836 Iteration 49Q: 3 clusters Score -118010.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -118011.218750 Penalty: 714.394836 Iteration 50Q: 3 clusters Score -118011.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -118011.453125 Penalty: 714.394836 Iteration 51Q: 3 clusters Score -118011.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -118011.453125 Penalty: 714.394836 Iteration 52F: 3 clusters Score -118011.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -8618.203125 Penalty: 243.293381 Iteration 0F: 2 clusters Score -8618.203 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8358.167969 Penalty: 486.586761 Iteration 0F: 3 clusters Score -8358.168 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8449.940430 Penalty: 486.586761 Iteration 1F: 3 clusters Score -8449.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8476.048828 Penalty: 486.586761 Iteration 2F: 3 clusters Score -8476.049 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -8487.324219 Penalty: 486.586761 Iteration 3Q: 3 clusters Score -8487.324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8489.407227 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -8489.407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -8491.400391 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -8491.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8493.570312 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -8493.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8497.395508 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -8497.396 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8499.736328 Penalty: 486.586761 Iteration 8Q: 3 clusters Score -8499.736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8500.984375 Penalty: 486.586761 Iteration 9Q: 3 clusters Score -8500.984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -8500.984375 Penalty: 486.586761 Iteration 10F: 3 clusters Score -8500.984 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Entering Unmasked Estep Score: -29722.755859 Penalty: 299.038879 Iteration 0F: 2 clusters Score -29722.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -29077.582031 Penalty: 598.077759 Iteration 0F: 3 clusters Score -29077.58 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -29250.291016 Penalty: 598.077759 Iteration 1F: 3 clusters Score -29250.29 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -29336.693359 Penalty: 598.077759 Iteration 2F: 3 clusters Score -29336.69 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -29451.626953 Penalty: 598.077759 Iteration 3F: 3 clusters Score -29451.63 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -29539.757812 Penalty: 598.077759 Iteration 4F: 3 clusters Score -29539.76 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -29619.783203 Penalty: 598.077759 Iteration 5F: 3 clusters Score -29619.78 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -29665.365234 Penalty: 598.077759 Iteration 6F: 3 clusters Score -29665.37 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -29711.310547 Penalty: 598.077759 Iteration 7F: 3 clusters Score -29711.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -29743.150391 Penalty: 598.077759 Iteration 8Q: 3 clusters Score -29743.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -29765.943359 Penalty: 598.077759 Iteration 9Q: 3 clusters Score -29765.94 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -29783.673828 Penalty: 598.077759 Iteration 10Q: 3 clusters Score -29783.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29805.181641 Penalty: 598.077759 Iteration 11Q: 3 clusters Score -29805.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29809.621094 Penalty: 598.077759 Iteration 12Q: 3 clusters Score -29809.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -29814.402344 Penalty: 598.077759 Iteration 13Q: 3 clusters Score -29814.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -29817.722656 Penalty: 598.077759 Iteration 14Q: 3 clusters Score -29817.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -29820.277344 Penalty: 598.077759 Iteration 15Q: 3 clusters Score -29820.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -29821.492188 Penalty: 598.077759 Iteration 16Q: 3 clusters Score -29821.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -29822.085938 Penalty: 598.077759 Iteration 17Q: 3 clusters Score -29822.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -29822.730469 Penalty: 598.077759 Iteration 18Q: 3 clusters Score -29822.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -29823.412109 Penalty: 598.077759 Iteration 19Q: 3 clusters Score -29823.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -29823.748047 Penalty: 598.077759 Iteration 20F: 3 clusters Score -29823.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25839 members Mstep: Class 9 contains 27067 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2542 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48507 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2606 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 450 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203171 members Mstep: Class 31 contains 313 members Mstep: Class 32 contains 265 members Entering Unmasked Estep Score: -24282300.000000 Penalty: 19122.671875 Splitting cluster 27 changes total score from -24282478.000000 to -24282300.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Entering Unmasked Estep Score: -34866.847656 Penalty: 305.989044 Iteration 0F: 2 clusters Score -34866.85 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 412 members Entering Unmasked Estep Score: -34167.789062 Penalty: 611.978088 Iteration 0F: 3 clusters Score -34167.79 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -34330.546875 Penalty: 611.978088 Iteration 1F: 3 clusters Score -34330.55 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -34367.855469 Penalty: 611.978088 Iteration 2F: 3 clusters Score -34367.86 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -34388.339844 Penalty: 611.978088 Iteration 3F: 3 clusters Score -34388.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -34404.500000 Penalty: 611.978088 Iteration 4Q: 3 clusters Score -34404.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -34429.570312 Penalty: 611.978088 Iteration 5Q: 3 clusters Score -34429.57 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -34451.042969 Penalty: 611.978088 Iteration 6Q: 3 clusters Score -34451.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -34466.296875 Penalty: 611.978088 Iteration 7Q: 3 clusters Score -34466.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -34475.765625 Penalty: 611.978088 Iteration 8Q: 3 clusters Score -34475.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -34479.898438 Penalty: 611.978088 Iteration 9Q: 3 clusters Score -34479.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -34483.355469 Penalty: 611.978088 Iteration 10Q: 3 clusters Score -34483.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -34487.859375 Penalty: 611.978088 Iteration 11Q: 3 clusters Score -34487.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -34495.589844 Penalty: 611.978088 Iteration 12Q: 3 clusters Score -34495.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -34501.460938 Penalty: 611.978088 Iteration 13Q: 3 clusters Score -34501.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -34502.933594 Penalty: 611.978088 Iteration 14Q: 3 clusters Score -34502.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -34503.714844 Penalty: 611.978088 Iteration 15Q: 3 clusters Score -34503.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -34504.707031 Penalty: 611.978088 Iteration 16Q: 3 clusters Score -34504.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -34504.945312 Penalty: 611.978088 Iteration 17Q: 3 clusters Score -34504.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -34504.945312 Penalty: 611.978088 Iteration 18F: 3 clusters Score -34504.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Entering Unmasked Estep Score: -8626.528320 Penalty: 236.026047 Iteration 0F: 2 clusters Score -8626.528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -8341.784180 Penalty: 472.052094 Iteration 0F: 3 clusters Score -8341.784 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8415.538086 Penalty: 472.052094 Iteration 1F: 3 clusters Score -8415.538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8421.649414 Penalty: 472.052094 Iteration 2Q: 3 clusters Score -8421.649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8423.097656 Penalty: 472.052094 Iteration 3Q: 3 clusters Score -8423.098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8423.097656 Penalty: 472.052094 Iteration 4F: 3 clusters Score -8423.098 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (203171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203171 members Entering Unmasked Estep Score: -9997217.000000 Penalty: 556.092041 Iteration 0F: 2 clusters Score -9997217 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101092 members Mstep: Class 2 contains 102079 members Entering Unmasked Estep Score: -9860983.000000 Penalty: 1112.184082 Iteration 0F: 3 clusters Score -9860983 nChanged 99866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78048 members Mstep: Class 2 contains 125123 members Entering Unmasked Estep Score: -9929511.000000 Penalty: 1112.184082 Iteration 1F: 3 clusters Score -9929511 nChanged 13443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67123 members Mstep: Class 2 contains 136048 members Entering Unmasked Estep Score: -9940120.000000 Penalty: 1112.184082 Iteration 2F: 3 clusters Score -9940120 nChanged 14043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55974 members Mstep: Class 2 contains 147197 members Entering Unmasked Estep Score: -9953724.000000 Penalty: 1112.184082 Iteration 3F: 3 clusters Score -9953724 nChanged 12355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47729 members Mstep: Class 2 contains 155442 members Entering Unmasked Estep Score: -9964688.000000 Penalty: 1112.184082 Iteration 4F: 3 clusters Score -9964688 nChanged 9134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42549 members Mstep: Class 2 contains 160622 members Entering Unmasked Estep Score: -9969994.000000 Penalty: 1112.184082 Iteration 5Q: 3 clusters Score -9969994 nChanged 5825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38598 members Mstep: Class 2 contains 164573 members Entering Unmasked Estep Score: -9972688.000000 Penalty: 1112.184082 Iteration 6Q: 3 clusters Score -9972688 nChanged 4206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34808 members Mstep: Class 2 contains 168363 members Entering Unmasked Estep Score: -9974674.000000 Penalty: 1112.184082 Iteration 7Q: 3 clusters Score -9974674 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30801 members Mstep: Class 2 contains 172370 members Entering Unmasked Estep Score: -9976700.000000 Penalty: 1112.184082 Iteration 8Q: 3 clusters Score -9976700 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26846 members Mstep: Class 2 contains 176325 members Entering Unmasked Estep Score: -9978765.000000 Penalty: 1112.184082 Iteration 9Q: 3 clusters Score -9978765 nChanged 3803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23045 members Mstep: Class 2 contains 180126 members Entering Unmasked Estep Score: -9980836.000000 Penalty: 1112.184082 Iteration 10Q: 3 clusters Score -9980836 nChanged 3681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19364 members Mstep: Class 2 contains 183807 members Entering Unmasked Estep Score: -9983046.000000 Penalty: 1112.184082 Iteration 11Q: 3 clusters Score -9983046 nChanged 3523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 187330 members Entering Unmasked Estep Score: -9985285.000000 Penalty: 1112.184082 Iteration 12Q: 3 clusters Score -9985285 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 190531 members Entering Unmasked Estep Score: -9987596.000000 Penalty: 1112.184082 Iteration 13Q: 3 clusters Score -9987596 nChanged 2879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 193410 members Entering Unmasked Estep Score: -9989532.000000 Penalty: 1112.184082 Iteration 14Q: 3 clusters Score -9989532 nChanged 2409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 195819 members Entering Unmasked Estep Score: -9991285.000000 Penalty: 1112.184082 Iteration 15Q: 3 clusters Score -9991285 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 197867 members Entering Unmasked Estep Score: -9992784.000000 Penalty: 1112.184082 Iteration 16Q: 3 clusters Score -9992784 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 199535 members Entering Unmasked Estep Score: -9994119.000000 Penalty: 1112.184082 Iteration 17Q: 3 clusters Score -9994119 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 200764 members Entering Unmasked Estep Score: -9995070.000000 Penalty: 1112.184082 Iteration 18Q: 3 clusters Score -9995070 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 201610 members Entering Unmasked Estep Score: -9995721.000000 Penalty: 1112.184082 Iteration 19Q: 3 clusters Score -9995721 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 202201 members Entering Unmasked Estep Score: -9996169.000000 Penalty: 1112.184082 Iteration 20F: 3 clusters Score -9996169 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 202553 members Entering Unmasked Estep Score: -9996470.000000 Penalty: 1112.184082 Iteration 21Q: 3 clusters Score -9996470 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 202745 members Entering Unmasked Estep Score: -9996595.000000 Penalty: 1112.184082 Iteration 22Q: 3 clusters Score -9996595 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 202837 members Entering Unmasked Estep Score: -9996659.000000 Penalty: 1112.184082 Iteration 23Q: 3 clusters Score -9996659 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 202903 members Entering Unmasked Estep Score: -9996699.000000 Penalty: 1112.184082 Iteration 24Q: 3 clusters Score -9996699 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 202938 members Entering Unmasked Estep Score: -9996723.000000 Penalty: 1112.184082 Iteration 25Q: 3 clusters Score -9996723 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 202959 members Entering Unmasked Estep Score: -9996727.000000 Penalty: 1112.184082 Iteration 26Q: 3 clusters Score -9996727 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 202971 members Entering Unmasked Estep Score: -9996732.000000 Penalty: 1112.184082 Iteration 27Q: 3 clusters Score -9996732 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 202984 members Entering Unmasked Estep Score: -9996756.000000 Penalty: 1112.184082 Iteration 28Q: 3 clusters Score -9996756 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 202989 members Entering Unmasked Estep Score: -9996763.000000 Penalty: 1112.184082 Iteration 29Q: 3 clusters Score -9996763 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 202989 members Entering Unmasked Estep Score: -9996772.000000 Penalty: 1112.184082 Iteration 30Q: 3 clusters Score -9996772 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 202991 members Entering Unmasked Estep Score: -9996785.000000 Penalty: 1112.184082 Iteration 31Q: 3 clusters Score -9996785 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 202989 members Entering Unmasked Estep Score: -9996791.000000 Penalty: 1112.184082 Iteration 32Q: 3 clusters Score -9996791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 202987 members Entering Unmasked Estep Score: -9996795.000000 Penalty: 1112.184082 Iteration 33Q: 3 clusters Score -9996795 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 202986 members Entering Unmasked Estep Score: -9996802.000000 Penalty: 1112.184082 Iteration 34Q: 3 clusters Score -9996802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 202987 members Entering Unmasked Estep Score: -9996803.000000 Penalty: 1112.184082 Iteration 35Q: 3 clusters Score -9996803 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 202990 members Entering Unmasked Estep Score: -9996802.000000 Penalty: 1112.184082 Iteration 36Q: 3 clusters Score -9996802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 202992 members Entering Unmasked Estep Score: -9996807.000000 Penalty: 1112.184082 Iteration 37Q: 3 clusters Score -9996807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 202993 members Entering Unmasked Estep Score: -9996806.000000 Penalty: 1112.184082 Iteration 38Q: 3 clusters Score -9996806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 202993 members Entering Unmasked Estep Score: -9996806.000000 Penalty: 1112.184082 Iteration 39F: 3 clusters Score -9996806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 202992 members Entering Unmasked Estep Score: -9996806.000000 Penalty: 1112.184082 Iteration 40F: 3 clusters Score -9996806 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 202993 members Entering Unmasked Estep Score: -9996808.000000 Penalty: 1112.184082 Iteration 41Q: 3 clusters Score -9996808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 202994 members Entering Unmasked Estep Score: -9996805.000000 Penalty: 1112.184082 Iteration 42Q: 3 clusters Score -9996805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 202994 members Entering Unmasked Estep Score: -9996805.000000 Penalty: 1112.184082 Iteration 43F: 3 clusters Score -9996805 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (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: -13997.272461 Penalty: 261.452271 Iteration 0F: 2 clusters Score -13997.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -13631.681641 Penalty: 522.904541 Iteration 0F: 3 clusters Score -13631.68 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -13726.808594 Penalty: 522.904541 Iteration 1F: 3 clusters Score -13726.81 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -13756.437500 Penalty: 522.904541 Iteration 2F: 3 clusters Score -13756.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -13777.524414 Penalty: 522.904541 Iteration 3F: 3 clusters Score -13777.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -13830.683594 Penalty: 522.904541 Iteration 4Q: 3 clusters Score -13830.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -13940.540039 Penalty: 522.904541 Iteration 5Q: 3 clusters Score -13940.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14086.585938 Penalty: 522.904541 Iteration 6F: 3 clusters Score -14086.59 nChanged 26 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: -14150.536133 Penalty: 522.904541 Iteration 7F: 3 clusters Score -14150.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14200.349609 Penalty: 522.904541 Iteration 8F: 3 clusters Score -14200.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14245.957031 Penalty: 522.904541 Iteration 9Q: 3 clusters Score -14245.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14379.191406 Penalty: 522.904541 Iteration 10Q: 3 clusters Score -14379.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14461.005859 Penalty: 522.904541 Iteration 11Q: 3 clusters Score -14461.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14461.005859 Penalty: 522.904541 Iteration 12F: 3 clusters Score -14461.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25839 members Mstep: Class 9 contains 27067 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2542 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48507 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2606 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203171 members Mstep: Class 31 contains 115 members Mstep: Class 32 contains 198 members Entering Unmasked Estep Score: -24282604.000000 Penalty: 19122.671875 Splitting cluster 31 changes total score from -24282478.000000 to -24282604.000000 So it's getting split into cluster 32. Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25839 members Mstep: Class 9 contains 27067 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1923 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2542 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48507 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2606 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203171 members Mstep: Class 31 contains 115 members Entering Unmasked Estep ConsiderDeletion Score: -24282622.000000 Penalty: 19122.671875 Iteration 199Q: 33 clusters Score -2.428262e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148714 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2499 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25834 members Mstep: Class 9 contains 27067 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1921 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2542 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48483 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2596 members Mstep: Class 23 contains 88 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203215 members Mstep: Class 31 contains 123 members Mstep: Class 32 contains 198 members Entering Unmasked Estep ConsiderDeletion Score: -24282614.000000 Penalty: 19122.671875 Iteration 200F: 33 clusters Score -2.428261e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148715 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25830 members Mstep: Class 9 contains 27066 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2544 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48465 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1569 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2581 members Mstep: Class 23 contains 84 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203250 members Mstep: Class 31 contains 127 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282616.000000 Penalty: 19122.671875 Iteration 201Q: 33 clusters Score -2.428262e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18348 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25826 members Mstep: Class 9 contains 27064 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48455 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1572 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 82 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203271 members Mstep: Class 31 contains 129 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282618.000000 Penalty: 19122.671875 Iteration 202Q: 33 clusters Score -2.428262e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18349 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148715 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25823 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48441 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1574 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 2559 members Mstep: Class 23 contains 78 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 833 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203295 members Mstep: Class 31 contains 133 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282632.000000 Penalty: 19122.671875 Iteration 203Q: 33 clusters Score -2.428263e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148715 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25822 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 108 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48432 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1577 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2556 members Mstep: Class 23 contains 75 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203304 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282666.000000 Penalty: 19122.671875 Iteration 204Q: 33 clusters Score -2.428267e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148716 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25820 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 107 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48423 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1579 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 76 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203311 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282706.000000 Penalty: 19122.671875 Iteration 205Q: 33 clusters Score -2.428271e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148717 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48412 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2559 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203317 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282734.000000 Penalty: 19122.671875 Iteration 206Q: 33 clusters Score -2.428273e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148718 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25818 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48407 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203323 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282718.000000 Penalty: 19122.671875 Iteration 207Q: 33 clusters Score -2.428272e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148719 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25817 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48399 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2556 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203333 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282728.000000 Penalty: 19122.671875 Iteration 208Q: 33 clusters Score -2.428273e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148719 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25817 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48397 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2554 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203337 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282740.000000 Penalty: 19122.671875 Iteration 209Q: 33 clusters Score -2.428274e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148720 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25818 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48392 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2553 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203341 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282732.000000 Penalty: 19122.671875 Iteration 210Q: 33 clusters Score -2.428273e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148720 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48391 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2552 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203342 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282728.000000 Penalty: 19122.671875 Iteration 211Q: 33 clusters Score -2.428273e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148720 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48386 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2553 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203346 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282714.000000 Penalty: 19122.671875 Iteration 212Q: 33 clusters Score -2.428271e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48385 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2552 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203347 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282708.000000 Penalty: 19122.671875 Iteration 213Q: 33 clusters Score -2.428271e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48385 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4074 members Mstep: Class 22 contains 2551 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203347 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282714.000000 Penalty: 19122.671875 Iteration 214Q: 33 clusters Score -2.428271e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48385 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4075 members Mstep: Class 22 contains 2549 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203349 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282702.000000 Penalty: 19122.671875 Iteration 215Q: 33 clusters Score -2.42827e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148720 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48386 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2546 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203351 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282712.000000 Penalty: 19122.671875 Iteration 216Q: 33 clusters Score -2.428271e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48385 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2545 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203352 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282726.000000 Penalty: 19122.671875 Iteration 217Q: 33 clusters Score -2.428273e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48379 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2544 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203359 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282728.000000 Penalty: 19122.671875 Iteration 218Q: 33 clusters Score -2.428273e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48373 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2544 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203364 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282748.000000 Penalty: 19122.671875 Iteration 219Q: 33 clusters Score -2.428275e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48368 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2544 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203369 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282750.000000 Penalty: 19122.671875 Iteration 220F: 33 clusters Score -2.428275e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48365 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2541 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203375 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282750.000000 Penalty: 19122.671875 Iteration 221Q: 33 clusters Score -2.428275e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48361 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2539 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203381 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282756.000000 Penalty: 19122.671875 Iteration 222Q: 33 clusters Score -2.428276e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48357 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2537 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203387 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282746.000000 Penalty: 19122.671875 Iteration 223Q: 33 clusters Score -2.428275e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48353 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2535 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203393 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282752.000000 Penalty: 19122.671875 Iteration 224Q: 33 clusters Score -2.428275e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48349 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2533 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203399 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282752.000000 Penalty: 19122.671875 Iteration 225Q: 33 clusters Score -2.428275e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48344 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2531 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203406 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282744.000000 Penalty: 19122.671875 Iteration 226Q: 33 clusters Score -2.428274e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48344 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2527 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203409 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282742.000000 Penalty: 19122.671875 Iteration 227Q: 33 clusters Score -2.428274e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48344 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1583 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2526 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203409 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282756.000000 Penalty: 19122.671875 Iteration 228Q: 33 clusters Score -2.428276e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48343 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1586 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203408 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282744.000000 Penalty: 19122.671875 Iteration 229Q: 33 clusters Score -2.428274e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25818 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48341 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203410 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282744.000000 Penalty: 19122.671875 Iteration 230Q: 33 clusters Score -2.428274e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25818 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48338 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203413 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282752.000000 Penalty: 19122.671875 Iteration 231Q: 33 clusters Score -2.428275e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25818 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48335 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203416 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282762.000000 Penalty: 19122.671875 Iteration 232Q: 33 clusters Score -2.428276e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48333 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203417 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282760.000000 Penalty: 19122.671875 Iteration 233Q: 33 clusters Score -2.428276e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48331 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203419 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282760.000000 Penalty: 19122.671875 Iteration 234Q: 33 clusters Score -2.428276e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48324 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203426 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282756.000000 Penalty: 19122.671875 Iteration 235Q: 33 clusters Score -2.428276e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48318 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203433 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282762.000000 Penalty: 19122.671875 Iteration 236Q: 33 clusters Score -2.428276e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148721 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48315 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203436 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282762.000000 Penalty: 19122.671875 Iteration 237Q: 33 clusters Score -2.428276e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148722 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48314 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203436 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282762.000000 Penalty: 19122.671875 Iteration 238Q: 33 clusters Score -2.428276e+07 nChanged 3 Entering ConstructFrom: Score: -24282762.000000 Penalty: 19122.671875 Entering ConstructFrom: Trying to split cluster 1 (18350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18350 members Entering Unmasked Estep Score: -945341.125000 Penalty: 446.691010 Iteration 0F: 2 clusters Score -945341.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -933045.187500 Penalty: 893.382019 Iteration 0F: 3 clusters Score -933045.2 nChanged 8705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8922 members Mstep: Class 2 contains 9428 members Entering Unmasked Estep Score: -938086.937500 Penalty: 893.382019 Iteration 1F: 3 clusters Score -938086.9 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -938286.625000 Penalty: 893.382019 Iteration 2Q: 3 clusters Score -938286.6 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -938538.875000 Penalty: 893.382019 Iteration 3Q: 3 clusters Score -938538.9 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 10839 members Entering Unmasked Estep Score: -938902.812500 Penalty: 893.382019 Iteration 4Q: 3 clusters Score -938902.8 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -939483.375000 Penalty: 893.382019 Iteration 5F: 3 clusters Score -939483.4 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -940355.687500 Penalty: 893.382019 Iteration 6F: 3 clusters Score -940355.7 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -941366.500000 Penalty: 893.382019 Iteration 7F: 3 clusters Score -941366.5 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 15175 members Entering Unmasked Estep Score: -942307.062500 Penalty: 893.382019 Iteration 8F: 3 clusters Score -942307.1 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 16062 members Entering Unmasked Estep Score: -943077.812500 Penalty: 893.382019 Iteration 9F: 3 clusters Score -943077.8 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 16719 members Entering Unmasked Estep Score: -943622.500000 Penalty: 893.382019 Iteration 10Q: 3 clusters Score -943622.5 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 17172 members Entering Unmasked Estep Score: -943980.812500 Penalty: 893.382019 Iteration 11Q: 3 clusters Score -943980.8 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 17545 members Entering Unmasked Estep Score: -944286.562500 Penalty: 893.382019 Iteration 12Q: 3 clusters Score -944286.6 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 17800 members Entering Unmasked Estep Score: -944508.125000 Penalty: 893.382019 Iteration 13Q: 3 clusters Score -944508.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 17984 members Entering Unmasked Estep Score: -944654.937500 Penalty: 893.382019 Iteration 14Q: 3 clusters Score -944654.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 18118 members Entering Unmasked Estep Score: -944776.437500 Penalty: 893.382019 Iteration 15Q: 3 clusters Score -944776.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 18200 members Entering Unmasked Estep Score: -944848.937500 Penalty: 893.382019 Iteration 16Q: 3 clusters Score -944848.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 18247 members Entering Unmasked Estep Score: -944886.750000 Penalty: 893.382019 Iteration 17Q: 3 clusters Score -944886.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 18269 members Entering Unmasked Estep Score: -944904.125000 Penalty: 893.382019 Iteration 18Q: 3 clusters Score -944904.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 18282 members Entering Unmasked Estep Score: -944927.562500 Penalty: 893.382019 Iteration 19Q: 3 clusters Score -944927.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 18288 members Entering Unmasked Estep Score: -944941.437500 Penalty: 893.382019 Iteration 20F: 3 clusters Score -944941.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 18291 members Entering Unmasked Estep Score: -944951.937500 Penalty: 893.382019 Iteration 21Q: 3 clusters Score -944951.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 18295 members Entering Unmasked Estep Score: -944964.312500 Penalty: 893.382019 Iteration 22Q: 3 clusters Score -944964.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 18296 members Entering Unmasked Estep Score: -944968.125000 Penalty: 893.382019 Iteration 23Q: 3 clusters Score -944968.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 18298 members Entering Unmasked Estep Score: -944971.687500 Penalty: 893.382019 Iteration 24Q: 3 clusters Score -944971.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 18299 members Entering Unmasked Estep Score: -944971.625000 Penalty: 893.382019 Iteration 25Q: 3 clusters Score -944971.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 18299 members Entering Unmasked Estep Score: -944971.625000 Penalty: 893.382019 Iteration 26F: 3 clusters Score -944971.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -17096.898438 Penalty: 269.796326 Iteration 0F: 2 clusters Score -17096.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -16706.158203 Penalty: 539.592651 Iteration 0F: 3 clusters Score -16706.16 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -16873.423828 Penalty: 539.592651 Iteration 1F: 3 clusters Score -16873.42 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16926.509766 Penalty: 539.592651 Iteration 2F: 3 clusters Score -16926.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -16956.156250 Penalty: 539.592651 Iteration 3F: 3 clusters Score -16956.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -16964.708984 Penalty: 539.592651 Iteration 4Q: 3 clusters Score -16964.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -16972.587891 Penalty: 539.592651 Iteration 5Q: 3 clusters Score -16972.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -16989.365234 Penalty: 539.592651 Iteration 6Q: 3 clusters Score -16989.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -17007.882812 Penalty: 539.592651 Iteration 7Q: 3 clusters Score -17007.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -17014.498047 Penalty: 539.592651 Iteration 8Q: 3 clusters Score -17014.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -17014.826172 Penalty: 539.592651 Iteration 9Q: 3 clusters Score -17014.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -17015.414062 Penalty: 539.592651 Iteration 10Q: 3 clusters Score -17015.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -17015.414062 Penalty: 539.592651 Iteration 11F: 3 clusters Score -17015.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Entering Unmasked Estep Score: -198208.734375 Penalty: 375.569214 Iteration 0F: 2 clusters Score -198208.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -195588.375000 Penalty: 751.138428 Iteration 0F: 3 clusters Score -195588.4 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -196489.515625 Penalty: 751.138428 Iteration 1F: 3 clusters Score -196489.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -196551.125000 Penalty: 751.138428 Iteration 2Q: 3 clusters Score -196551.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -196615.468750 Penalty: 751.138428 Iteration 3Q: 3 clusters Score -196615.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -196674.968750 Penalty: 751.138428 Iteration 4Q: 3 clusters Score -196675 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -196739.703125 Penalty: 751.138428 Iteration 5Q: 3 clusters Score -196739.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -196835.734375 Penalty: 751.138428 Iteration 6Q: 3 clusters Score -196835.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -196958.140625 Penalty: 751.138428 Iteration 7Q: 3 clusters Score -196958.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -197147.265625 Penalty: 751.138428 Iteration 8F: 3 clusters Score -197147.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -197291.218750 Penalty: 751.138428 Iteration 9F: 3 clusters Score -197291.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -197358.250000 Penalty: 751.138428 Iteration 10Q: 3 clusters Score -197358.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -197385.109375 Penalty: 751.138428 Iteration 11Q: 3 clusters Score -197385.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -197405.109375 Penalty: 751.138428 Iteration 12Q: 3 clusters Score -197405.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -197425.312500 Penalty: 751.138428 Iteration 13Q: 3 clusters Score -197425.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -197439.234375 Penalty: 751.138428 Iteration 14Q: 3 clusters Score -197439.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -197450.671875 Penalty: 751.138428 Iteration 15Q: 3 clusters Score -197450.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -197459.828125 Penalty: 751.138428 Iteration 16Q: 3 clusters Score -197459.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -197466.906250 Penalty: 751.138428 Iteration 17Q: 3 clusters Score -197466.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -197473.750000 Penalty: 751.138428 Iteration 18Q: 3 clusters Score -197473.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -197477.843750 Penalty: 751.138428 Iteration 19Q: 3 clusters Score -197477.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -197481.828125 Penalty: 751.138428 Iteration 20F: 3 clusters Score -197481.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -197484.921875 Penalty: 751.138428 Iteration 21Q: 3 clusters Score -197484.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -197489.859375 Penalty: 751.138428 Iteration 22Q: 3 clusters Score -197489.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -197493.765625 Penalty: 751.138428 Iteration 23Q: 3 clusters Score -197493.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -197498.906250 Penalty: 751.138428 Iteration 24Q: 3 clusters Score -197498.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -197508.828125 Penalty: 751.138428 Iteration 25Q: 3 clusters Score -197508.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -197517.750000 Penalty: 751.138428 Iteration 26Q: 3 clusters Score -197517.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -197524.328125 Penalty: 751.138428 Iteration 27Q: 3 clusters Score -197524.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -197530.812500 Penalty: 751.138428 Iteration 28Q: 3 clusters Score -197530.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -197538.375000 Penalty: 751.138428 Iteration 29Q: 3 clusters Score -197538.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -197545.203125 Penalty: 751.138428 Iteration 30Q: 3 clusters Score -197545.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -197552.625000 Penalty: 751.138428 Iteration 31Q: 3 clusters Score -197552.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -197559.796875 Penalty: 751.138428 Iteration 32Q: 3 clusters Score -197559.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -197566.625000 Penalty: 751.138428 Iteration 33Q: 3 clusters Score -197566.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -197573.015625 Penalty: 751.138428 Iteration 34Q: 3 clusters Score -197573 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -197582.046875 Penalty: 751.138428 Iteration 35Q: 3 clusters Score -197582 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -197590.234375 Penalty: 751.138428 Iteration 36Q: 3 clusters Score -197590.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -197603.843750 Penalty: 751.138428 Iteration 37Q: 3 clusters Score -197603.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -197619.296875 Penalty: 751.138428 Iteration 38Q: 3 clusters Score -197619.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -197642.359375 Penalty: 751.138428 Iteration 39Q: 3 clusters Score -197642.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -197662.765625 Penalty: 751.138428 Iteration 40F: 3 clusters Score -197662.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -197682.890625 Penalty: 751.138428 Iteration 41Q: 3 clusters Score -197682.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -197700.000000 Penalty: 751.138428 Iteration 42Q: 3 clusters Score -197700 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -197719.328125 Penalty: 751.138428 Iteration 43Q: 3 clusters Score -197719.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -197738.156250 Penalty: 751.138428 Iteration 44Q: 3 clusters Score -197738.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -197756.093750 Penalty: 751.138428 Iteration 45Q: 3 clusters Score -197756.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -197766.640625 Penalty: 751.138428 Iteration 46Q: 3 clusters Score -197766.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -197775.531250 Penalty: 751.138428 Iteration 47Q: 3 clusters Score -197775.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -197783.140625 Penalty: 751.138428 Iteration 48Q: 3 clusters Score -197783.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -197789.343750 Penalty: 751.138428 Iteration 49Q: 3 clusters Score -197789.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -197794.984375 Penalty: 751.138428 Iteration 50Q: 3 clusters Score -197795 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -197796.671875 Penalty: 751.138428 Iteration 51Q: 3 clusters Score -197796.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -197799.906250 Penalty: 751.138428 Iteration 52Q: 3 clusters Score -197799.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -197803.093750 Penalty: 751.138428 Iteration 53Q: 3 clusters Score -197803.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -197805.578125 Penalty: 751.138428 Iteration 54Q: 3 clusters Score -197805.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -197808.250000 Penalty: 751.138428 Iteration 55Q: 3 clusters Score -197808.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -197810.109375 Penalty: 751.138428 Iteration 56Q: 3 clusters Score -197810.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -197811.484375 Penalty: 751.138428 Iteration 57Q: 3 clusters Score -197811.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -197812.968750 Penalty: 751.138428 Iteration 58Q: 3 clusters Score -197813 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -197814.750000 Penalty: 751.138428 Iteration 59Q: 3 clusters Score -197814.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -197817.531250 Penalty: 751.138428 Iteration 60F: 3 clusters Score -197817.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -197823.156250 Penalty: 751.138428 Iteration 61Q: 3 clusters Score -197823.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -197825.031250 Penalty: 751.138428 Iteration 62Q: 3 clusters Score -197825 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -197825.812500 Penalty: 751.138428 Iteration 63Q: 3 clusters Score -197825.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -197825.875000 Penalty: 751.138428 Iteration 64Q: 3 clusters Score -197825.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -197826.984375 Penalty: 751.138428 Iteration 65Q: 3 clusters Score -197827 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -197827.468750 Penalty: 751.138428 Iteration 66Q: 3 clusters Score -197827.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -197828.234375 Penalty: 751.138428 Iteration 67Q: 3 clusters Score -197828.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -197828.703125 Penalty: 751.138428 Iteration 68Q: 3 clusters Score -197828.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -197828.546875 Penalty: 751.138428 Iteration 69Q: 3 clusters Score -197828.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -197828.671875 Penalty: 751.138428 Iteration 70Q: 3 clusters Score -197828.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -197828.687500 Penalty: 751.138428 Iteration 71Q: 3 clusters Score -197828.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -197828.359375 Penalty: 751.138428 Iteration 72Q: 3 clusters Score -197828.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -197828.687500 Penalty: 751.138428 Iteration 73Q: 3 clusters Score -197828.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -197828.687500 Penalty: 751.138428 Iteration 74F: 3 clusters Score -197828.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (148723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148723 members Entering Unmasked Estep Score: -7522454.500000 Penalty: 541.897766 Iteration 0F: 2 clusters Score -7522454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74498 members Mstep: Class 2 contains 74225 members Entering Unmasked Estep Score: -7429467.000000 Penalty: 1083.795532 Iteration 0F: 3 clusters Score -7429467 nChanged 72975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78457 members Mstep: Class 2 contains 70266 members Entering Unmasked Estep Score: -7473150.500000 Penalty: 1083.795532 Iteration 1F: 3 clusters Score -7473150 nChanged 4874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80697 members Mstep: Class 2 contains 68026 members Entering Unmasked Estep Score: -7474418.500000 Penalty: 1083.795532 Iteration 2Q: 3 clusters Score -7474418 nChanged 5809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84544 members Mstep: Class 2 contains 64179 members Entering Unmasked Estep Score: -7476588.500000 Penalty: 1083.795532 Iteration 3Q: 3 clusters Score -7476588 nChanged 7365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90523 members Mstep: Class 2 contains 58200 members Entering Unmasked Estep Score: -7480333.000000 Penalty: 1083.795532 Iteration 4Q: 3 clusters Score -7480333 nChanged 9408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98919 members Mstep: Class 2 contains 49804 members Entering Unmasked Estep Score: -7486182.500000 Penalty: 1083.795532 Iteration 5F: 3 clusters Score -7486182 nChanged 10929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109194 members Mstep: Class 2 contains 39529 members Entering Unmasked Estep Score: -7493890.500000 Penalty: 1083.795532 Iteration 6F: 3 clusters Score -7493890 nChanged 11193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119917 members Mstep: Class 2 contains 28806 members Entering Unmasked Estep Score: -7502321.500000 Penalty: 1083.795532 Iteration 7F: 3 clusters Score -7502322 nChanged 9479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129048 members Mstep: Class 2 contains 19675 members Entering Unmasked Estep Score: -7509215.500000 Penalty: 1083.795532 Iteration 8F: 3 clusters Score -7509216 nChanged 6697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135505 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -7513745.000000 Penalty: 1083.795532 Iteration 9Q: 3 clusters Score -7513745 nChanged 4215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139610 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -7516679.000000 Penalty: 1083.795532 Iteration 10Q: 3 clusters Score -7516679 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142385 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -7518495.500000 Penalty: 1083.795532 Iteration 11Q: 3 clusters Score -7518496 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144326 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -7519718.500000 Penalty: 1083.795532 Iteration 12Q: 3 clusters Score -7519718 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145604 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -7520582.500000 Penalty: 1083.795532 Iteration 13Q: 3 clusters Score -7520582 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146459 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -7521124.000000 Penalty: 1083.795532 Iteration 14Q: 3 clusters Score -7521124 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147025 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -7521465.500000 Penalty: 1083.795532 Iteration 15Q: 3 clusters Score -7521466 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147411 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -7521685.000000 Penalty: 1083.795532 Iteration 16Q: 3 clusters Score -7521685 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147672 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -7521841.500000 Penalty: 1083.795532 Iteration 17Q: 3 clusters Score -7521842 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147840 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -7521965.500000 Penalty: 1083.795532 Iteration 18Q: 3 clusters Score -7521966 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147964 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -7522037.500000 Penalty: 1083.795532 Iteration 19Q: 3 clusters Score -7522038 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148035 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -7522087.500000 Penalty: 1083.795532 Iteration 20F: 3 clusters Score -7522088 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148086 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -7522143.500000 Penalty: 1083.795532 Iteration 21Q: 3 clusters Score -7522144 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148122 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -7522167.500000 Penalty: 1083.795532 Iteration 22Q: 3 clusters Score -7522168 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148151 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -7522184.000000 Penalty: 1083.795532 Iteration 23Q: 3 clusters Score -7522184 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148160 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -7522186.500000 Penalty: 1083.795532 Iteration 24Q: 3 clusters Score -7522186 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148167 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -7522190.000000 Penalty: 1083.795532 Iteration 25Q: 3 clusters Score -7522190 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148174 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -7522193.000000 Penalty: 1083.795532 Iteration 26Q: 3 clusters Score -7522193 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148180 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -7522196.500000 Penalty: 1083.795532 Iteration 27Q: 3 clusters Score -7522196 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148174 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -7522207.500000 Penalty: 1083.795532 Iteration 28Q: 3 clusters Score -7522208 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148175 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -7522215.500000 Penalty: 1083.795532 Iteration 29Q: 3 clusters Score -7522216 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148171 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -7522228.000000 Penalty: 1083.795532 Iteration 30Q: 3 clusters Score -7522228 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148177 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -7522229.000000 Penalty: 1083.795532 Iteration 31Q: 3 clusters Score -7522229 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148181 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -7522233.000000 Penalty: 1083.795532 Iteration 32Q: 3 clusters Score -7522233 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148186 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -7522238.500000 Penalty: 1083.795532 Iteration 33Q: 3 clusters Score -7522238 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148185 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -7522242.500000 Penalty: 1083.795532 Iteration 34Q: 3 clusters Score -7522242 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148187 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -7522241.500000 Penalty: 1083.795532 Iteration 35Q: 3 clusters Score -7522242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148188 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -7522244.000000 Penalty: 1083.795532 Iteration 36Q: 3 clusters Score -7522244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148188 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -7522250.000000 Penalty: 1083.795532 Iteration 37Q: 3 clusters Score -7522250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148186 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -7522248.000000 Penalty: 1083.795532 Iteration 38Q: 3 clusters Score -7522248 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148181 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -7522257.500000 Penalty: 1083.795532 Iteration 39Q: 3 clusters Score -7522258 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148175 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -7522253.000000 Penalty: 1083.795532 Iteration 40F: 3 clusters Score -7522253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148173 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -7522258.000000 Penalty: 1083.795532 Iteration 41Q: 3 clusters Score -7522258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148173 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -7522254.000000 Penalty: 1083.795532 Iteration 42Q: 3 clusters Score -7522254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148173 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -7522258.000000 Penalty: 1083.795532 Iteration 43Q: 3 clusters Score -7522258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148174 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -7522256.000000 Penalty: 1083.795532 Iteration 44Q: 3 clusters Score -7522256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148175 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -7522255.500000 Penalty: 1083.795532 Iteration 45Q: 3 clusters Score -7522256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148174 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -7522258.500000 Penalty: 1083.795532 Iteration 46Q: 3 clusters Score -7522258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148174 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -7522258.500000 Penalty: 1083.795532 Iteration 47F: 3 clusters Score -7522258 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -31235.193359 Penalty: 297.747986 Iteration 0F: 2 clusters Score -31235.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -30598.044922 Penalty: 595.495972 Iteration 0F: 3 clusters Score -30598.04 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -30757.974609 Penalty: 595.495972 Iteration 1F: 3 clusters Score -30757.97 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -30805.935547 Penalty: 595.495972 Iteration 2F: 3 clusters Score -30805.94 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -30835.914062 Penalty: 595.495972 Iteration 3F: 3 clusters Score -30835.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -30852.271484 Penalty: 595.495972 Iteration 4Q: 3 clusters Score -30852.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -30861.445312 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -30861.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -30871.345703 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -30871.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -30882.228516 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -30882.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -30889.011719 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -30889.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -30891.402344 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -30891.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -30894.541016 Penalty: 595.495972 Iteration 10Q: 3 clusters Score -30894.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -30895.724609 Penalty: 595.495972 Iteration 11Q: 3 clusters Score -30895.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -30897.203125 Penalty: 595.495972 Iteration 12Q: 3 clusters Score -30897.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -30899.558594 Penalty: 595.495972 Iteration 13Q: 3 clusters Score -30899.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -30902.750000 Penalty: 595.495972 Iteration 14Q: 3 clusters Score -30902.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -30906.437500 Penalty: 595.495972 Iteration 15Q: 3 clusters Score -30906.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -30910.791016 Penalty: 595.495972 Iteration 16Q: 3 clusters Score -30910.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -30914.763672 Penalty: 595.495972 Iteration 17Q: 3 clusters Score -30914.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -30917.849609 Penalty: 595.495972 Iteration 18Q: 3 clusters Score -30917.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -30920.654297 Penalty: 595.495972 Iteration 19Q: 3 clusters Score -30920.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -30921.826172 Penalty: 595.495972 Iteration 20F: 3 clusters Score -30921.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Entering Unmasked Estep Score: -125129.226562 Penalty: 355.994110 Iteration 0F: 2 clusters Score -125129.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -123371.750000 Penalty: 711.988220 Iteration 0F: 3 clusters Score -123371.8 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -124013.492188 Penalty: 711.988220 Iteration 1F: 3 clusters Score -124013.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -124114.226562 Penalty: 711.988220 Iteration 2F: 3 clusters Score -124114.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -124202.046875 Penalty: 711.988220 Iteration 3F: 3 clusters Score -124202 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -124294.796875 Penalty: 711.988220 Iteration 4F: 3 clusters Score -124294.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -124404.437500 Penalty: 711.988220 Iteration 5F: 3 clusters Score -124404.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -124529.773438 Penalty: 711.988220 Iteration 6F: 3 clusters Score -124529.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -124671.250000 Penalty: 711.988220 Iteration 7F: 3 clusters Score -124671.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -124747.281250 Penalty: 711.988220 Iteration 8Q: 3 clusters Score -124747.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -124783.625000 Penalty: 711.988220 Iteration 9Q: 3 clusters Score -124783.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -124807.648438 Penalty: 711.988220 Iteration 10Q: 3 clusters Score -124807.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -124816.429688 Penalty: 711.988220 Iteration 11Q: 3 clusters Score -124816.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -124823.445312 Penalty: 711.988220 Iteration 12Q: 3 clusters Score -124823.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -124830.023438 Penalty: 711.988220 Iteration 13Q: 3 clusters Score -124830 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -124836.898438 Penalty: 711.988220 Iteration 14Q: 3 clusters Score -124836.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -124845.078125 Penalty: 711.988220 Iteration 15Q: 3 clusters Score -124845.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -124847.039062 Penalty: 711.988220 Iteration 16Q: 3 clusters Score -124847 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -124848.609375 Penalty: 711.988220 Iteration 17Q: 3 clusters Score -124848.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -124849.726562 Penalty: 711.988220 Iteration 18Q: 3 clusters Score -124849.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -124850.015625 Penalty: 711.988220 Iteration 19Q: 3 clusters Score -124850 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -124852.359375 Penalty: 711.988220 Iteration 20F: 3 clusters Score -124852.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -124853.757812 Penalty: 711.988220 Iteration 21Q: 3 clusters Score -124853.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -124854.859375 Penalty: 711.988220 Iteration 22Q: 3 clusters Score -124854.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -124856.523438 Penalty: 711.988220 Iteration 23Q: 3 clusters Score -124856.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -124856.640625 Penalty: 711.988220 Iteration 24Q: 3 clusters Score -124856.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -124857.000000 Penalty: 711.988220 Iteration 25Q: 3 clusters Score -124857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -124857.000000 Penalty: 711.988220 Iteration 26F: 3 clusters Score -124857 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3743.942871 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3743.943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3562.638184 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3562.638 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3610.858398 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3610.858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3625.568604 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -3625.569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3630.587891 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -3630.588 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3630.587891 Penalty: 412.466553 Iteration 4F: 3 clusters Score -3630.588 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (25819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25819 members Entering Unmasked Estep Score: -1216283.125000 Penalty: 462.228394 Iteration 0F: 2 clusters Score -1216283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12906 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -1198960.750000 Penalty: 924.456787 Iteration 0F: 3 clusters Score -1198961 nChanged 12409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -1206525.250000 Penalty: 924.456787 Iteration 1F: 3 clusters Score -1206525 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Mstep: Class 2 contains 12549 members Entering Unmasked Estep Score: -1207056.625000 Penalty: 924.456787 Iteration 2Q: 3 clusters Score -1207057 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13414 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -1207734.750000 Penalty: 924.456787 Iteration 3F: 3 clusters Score -1207735 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13548 members Mstep: Class 2 contains 12271 members Entering Unmasked Estep Score: -1208576.250000 Penalty: 924.456787 Iteration 4F: 3 clusters Score -1208576 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 12173 members Entering Unmasked Estep Score: -1209402.500000 Penalty: 924.456787 Iteration 5F: 3 clusters Score -1209402 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13696 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -1210144.875000 Penalty: 924.456787 Iteration 6F: 3 clusters Score -1210145 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -1210757.625000 Penalty: 924.456787 Iteration 7Q: 3 clusters Score -1210758 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13654 members Mstep: Class 2 contains 12165 members Entering Unmasked Estep Score: -1211208.000000 Penalty: 924.456787 Iteration 8Q: 3 clusters Score -1211208 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13666 members Mstep: Class 2 contains 12153 members Entering Unmasked Estep Score: -1211426.500000 Penalty: 924.456787 Iteration 9Q: 3 clusters Score -1211426 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 12083 members Entering Unmasked Estep Score: -1211523.500000 Penalty: 924.456787 Iteration 10Q: 3 clusters Score -1211524 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1211573.000000 Penalty: 924.456787 Iteration 11Q: 3 clusters Score -1211573 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -1211603.125000 Penalty: 924.456787 Iteration 12Q: 3 clusters Score -1211603 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14027 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -1211633.125000 Penalty: 924.456787 Iteration 13Q: 3 clusters Score -1211633 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 11676 members Entering Unmasked Estep Score: -1211668.500000 Penalty: 924.456787 Iteration 14Q: 3 clusters Score -1211668 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -1211697.750000 Penalty: 924.456787 Iteration 15Q: 3 clusters Score -1211698 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -1211736.500000 Penalty: 924.456787 Iteration 16Q: 3 clusters Score -1211736 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -1211785.000000 Penalty: 924.456787 Iteration 17Q: 3 clusters Score -1211785 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14765 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1211819.750000 Penalty: 924.456787 Iteration 18Q: 3 clusters Score -1211820 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -1211867.125000 Penalty: 924.456787 Iteration 19Q: 3 clusters Score -1211867 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 10657 members Entering Unmasked Estep Score: -1211924.750000 Penalty: 924.456787 Iteration 20F: 3 clusters Score -1211925 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -1211975.000000 Penalty: 924.456787 Iteration 21Q: 3 clusters Score -1211975 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1212034.125000 Penalty: 924.456787 Iteration 22Q: 3 clusters Score -1212034 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15874 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -1212086.750000 Penalty: 924.456787 Iteration 23Q: 3 clusters Score -1212087 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 9683 members Entering Unmasked Estep Score: -1212135.750000 Penalty: 924.456787 Iteration 24Q: 3 clusters Score -1212136 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16414 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -1212187.875000 Penalty: 924.456787 Iteration 25Q: 3 clusters Score -1212188 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16722 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -1212261.250000 Penalty: 924.456787 Iteration 26Q: 3 clusters Score -1212261 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17054 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -1212345.000000 Penalty: 924.456787 Iteration 27Q: 3 clusters Score -1212345 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17432 members Mstep: Class 2 contains 8387 members Entering Unmasked Estep Score: -1212443.750000 Penalty: 924.456787 Iteration 28Q: 3 clusters Score -1212444 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17826 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -1212549.125000 Penalty: 924.456787 Iteration 29Q: 3 clusters Score -1212549 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -1212662.750000 Penalty: 924.456787 Iteration 30Q: 3 clusters Score -1212663 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18649 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1212792.875000 Penalty: 924.456787 Iteration 31Q: 3 clusters Score -1212793 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19123 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1212954.375000 Penalty: 924.456787 Iteration 32Q: 3 clusters Score -1212954 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19589 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1213115.000000 Penalty: 924.456787 Iteration 33Q: 3 clusters Score -1213115 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20058 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1213293.500000 Penalty: 924.456787 Iteration 34Q: 3 clusters Score -1213294 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20532 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -1213468.125000 Penalty: 924.456787 Iteration 35Q: 3 clusters Score -1213468 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21007 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1213669.375000 Penalty: 924.456787 Iteration 36Q: 3 clusters Score -1213669 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21480 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1213867.625000 Penalty: 924.456787 Iteration 37Q: 3 clusters Score -1213868 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21941 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1214069.125000 Penalty: 924.456787 Iteration 38Q: 3 clusters Score -1214069 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22379 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1214254.250000 Penalty: 924.456787 Iteration 39Q: 3 clusters Score -1214254 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22783 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1214434.875000 Penalty: 924.456787 Iteration 40F: 3 clusters Score -1214435 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23181 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1214630.500000 Penalty: 924.456787 Iteration 41Q: 3 clusters Score -1214630 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23585 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1214842.000000 Penalty: 924.456787 Iteration 42Q: 3 clusters Score -1214842 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23960 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1215043.250000 Penalty: 924.456787 Iteration 43Q: 3 clusters Score -1215043 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24315 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1215253.375000 Penalty: 924.456787 Iteration 44Q: 3 clusters Score -1215253 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24641 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1215452.750000 Penalty: 924.456787 Iteration 45Q: 3 clusters Score -1215453 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24901 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1215623.500000 Penalty: 924.456787 Iteration 46Q: 3 clusters Score -1215624 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25100 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1215756.375000 Penalty: 924.456787 Iteration 47Q: 3 clusters Score -1215756 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25237 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1215854.250000 Penalty: 924.456787 Iteration 48Q: 3 clusters Score -1215854 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25331 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1215929.250000 Penalty: 924.456787 Iteration 49Q: 3 clusters Score -1215929 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25400 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -1215972.875000 Penalty: 924.456787 Iteration 50Q: 3 clusters Score -1215973 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25447 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1215997.875000 Penalty: 924.456787 Iteration 51Q: 3 clusters Score -1215998 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25481 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1216013.750000 Penalty: 924.456787 Iteration 52Q: 3 clusters Score -1216014 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25506 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1216022.625000 Penalty: 924.456787 Iteration 53Q: 3 clusters Score -1216023 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25523 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1216026.625000 Penalty: 924.456787 Iteration 54Q: 3 clusters Score -1216027 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25535 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1216036.000000 Penalty: 924.456787 Iteration 55Q: 3 clusters Score -1216036 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25545 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -1216037.750000 Penalty: 924.456787 Iteration 56Q: 3 clusters Score -1216038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25552 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1216040.750000 Penalty: 924.456787 Iteration 57Q: 3 clusters Score -1216041 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25557 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1216043.000000 Penalty: 924.456787 Iteration 58Q: 3 clusters Score -1216043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25558 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1216044.375000 Penalty: 924.456787 Iteration 59Q: 3 clusters Score -1216044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25559 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -1216043.500000 Penalty: 924.456787 Iteration 60F: 3 clusters Score -1216044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25560 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1216043.250000 Penalty: 924.456787 Iteration 61Q: 3 clusters Score -1216043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25562 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1216044.625000 Penalty: 924.456787 Iteration 62Q: 3 clusters Score -1216045 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25562 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1216044.625000 Penalty: 924.456787 Iteration 63F: 3 clusters Score -1216045 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27063 members Entering Unmasked Estep Score: -1287626.000000 Penalty: 464.369507 Iteration 0F: 2 clusters Score -1287626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 13437 members Entering Unmasked Estep Score: -1269385.250000 Penalty: 928.739014 Iteration 0F: 3 clusters Score -1269385 nChanged 12997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -1277494.750000 Penalty: 928.739014 Iteration 1F: 3 clusters Score -1277495 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15897 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -1278303.625000 Penalty: 928.739014 Iteration 2F: 3 clusters Score -1278304 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16818 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -1279424.375000 Penalty: 928.739014 Iteration 3F: 3 clusters Score -1279424 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17776 members Mstep: Class 2 contains 9287 members Entering Unmasked Estep Score: -1280700.250000 Penalty: 928.739014 Iteration 4F: 3 clusters Score -1280700 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18659 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -1281846.750000 Penalty: 928.739014 Iteration 5F: 3 clusters Score -1281847 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -1282586.375000 Penalty: 928.739014 Iteration 6Q: 3 clusters Score -1282586 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20059 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1283016.500000 Penalty: 928.739014 Iteration 7Q: 3 clusters Score -1283016 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20658 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -1283302.375000 Penalty: 928.739014 Iteration 8Q: 3 clusters Score -1283302 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -1283539.375000 Penalty: 928.739014 Iteration 9Q: 3 clusters Score -1283539 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21844 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1283805.250000 Penalty: 928.739014 Iteration 10Q: 3 clusters Score -1283805 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22455 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1284074.250000 Penalty: 928.739014 Iteration 11Q: 3 clusters Score -1284074 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23087 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1284406.500000 Penalty: 928.739014 Iteration 12Q: 3 clusters Score -1284406 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23714 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -1284745.500000 Penalty: 928.739014 Iteration 13Q: 3 clusters Score -1284746 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24334 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1285141.125000 Penalty: 928.739014 Iteration 14Q: 3 clusters Score -1285141 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24914 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1285521.000000 Penalty: 928.739014 Iteration 15Q: 3 clusters Score -1285521 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25435 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1285893.000000 Penalty: 928.739014 Iteration 16Q: 3 clusters Score -1285893 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25896 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1286257.875000 Penalty: 928.739014 Iteration 17Q: 3 clusters Score -1286258 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26269 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1286554.875000 Penalty: 928.739014 Iteration 18Q: 3 clusters Score -1286555 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26552 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1286785.500000 Penalty: 928.739014 Iteration 19Q: 3 clusters Score -1286786 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26755 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1286952.750000 Penalty: 928.739014 Iteration 20F: 3 clusters Score -1286953 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26874 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -1287065.000000 Penalty: 928.739014 Iteration 21Q: 3 clusters Score -1287065 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26946 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -1287128.250000 Penalty: 928.739014 Iteration 22Q: 3 clusters Score -1287128 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26983 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -1287175.750000 Penalty: 928.739014 Iteration 23Q: 3 clusters Score -1287176 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27004 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -1287200.250000 Penalty: 928.739014 Iteration 24Q: 3 clusters Score -1287200 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27013 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -1287212.250000 Penalty: 928.739014 Iteration 25Q: 3 clusters Score -1287212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27018 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -1287217.750000 Penalty: 928.739014 Iteration 26Q: 3 clusters Score -1287218 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27018 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -1287217.750000 Penalty: 928.739014 Iteration 27F: 3 clusters Score -1287218 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Entering Unmasked Estep Score: -156704.265625 Penalty: 364.410889 Iteration 0F: 2 clusters Score -156704.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -154566.890625 Penalty: 728.821777 Iteration 0F: 3 clusters Score -154566.9 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -155355.281250 Penalty: 728.821777 Iteration 1F: 3 clusters Score -155355.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -155430.796875 Penalty: 728.821777 Iteration 2F: 3 clusters Score -155430.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -155491.281250 Penalty: 728.821777 Iteration 3F: 3 clusters Score -155491.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -155554.265625 Penalty: 728.821777 Iteration 4Q: 3 clusters Score -155554.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -155627.296875 Penalty: 728.821777 Iteration 5Q: 3 clusters Score -155627.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -155716.062500 Penalty: 728.821777 Iteration 6Q: 3 clusters Score -155716.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -155803.812500 Penalty: 728.821777 Iteration 7Q: 3 clusters Score -155803.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -155900.062500 Penalty: 728.821777 Iteration 8Q: 3 clusters Score -155900.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -156009.484375 Penalty: 728.821777 Iteration 9Q: 3 clusters Score -156009.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -156125.031250 Penalty: 728.821777 Iteration 10Q: 3 clusters Score -156125 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -156213.593750 Penalty: 728.821777 Iteration 11Q: 3 clusters Score -156213.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -156276.562500 Penalty: 728.821777 Iteration 12Q: 3 clusters Score -156276.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -156307.484375 Penalty: 728.821777 Iteration 13Q: 3 clusters Score -156307.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -156332.625000 Penalty: 728.821777 Iteration 14Q: 3 clusters Score -156332.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -156356.859375 Penalty: 728.821777 Iteration 15Q: 3 clusters Score -156356.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -156364.640625 Penalty: 728.821777 Iteration 16Q: 3 clusters Score -156364.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -156370.250000 Penalty: 728.821777 Iteration 17Q: 3 clusters Score -156370.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -156374.468750 Penalty: 728.821777 Iteration 18Q: 3 clusters Score -156374.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -156376.578125 Penalty: 728.821777 Iteration 19Q: 3 clusters Score -156376.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -156380.390625 Penalty: 728.821777 Iteration 20F: 3 clusters Score -156380.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -156387.984375 Penalty: 728.821777 Iteration 21Q: 3 clusters Score -156388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -156388.609375 Penalty: 728.821777 Iteration 22Q: 3 clusters Score -156388.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -156388.609375 Penalty: 728.821777 Iteration 23F: 3 clusters Score -156388.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Entering Unmasked Estep Score: -99309.632812 Penalty: 343.983673 Iteration 0F: 2 clusters Score -99309.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -97915.273438 Penalty: 687.967346 Iteration 0F: 3 clusters Score -97915.27 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -98340.765625 Penalty: 687.967346 Iteration 1F: 3 clusters Score -98340.77 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -98396.484375 Penalty: 687.967346 Iteration 2F: 3 clusters Score -98396.48 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -98435.953125 Penalty: 687.967346 Iteration 3F: 3 clusters Score -98435.95 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -98475.093750 Penalty: 687.967346 Iteration 4Q: 3 clusters Score -98475.09 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -98520.757812 Penalty: 687.967346 Iteration 5Q: 3 clusters Score -98520.76 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -98566.531250 Penalty: 687.967346 Iteration 6Q: 3 clusters Score -98566.53 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -98644.093750 Penalty: 687.967346 Iteration 7Q: 3 clusters Score -98644.09 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -98715.835938 Penalty: 687.967346 Iteration 8Q: 3 clusters Score -98715.84 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -98774.140625 Penalty: 687.967346 Iteration 9Q: 3 clusters Score -98774.14 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -98810.039062 Penalty: 687.967346 Iteration 10Q: 3 clusters Score -98810.04 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -98839.117188 Penalty: 687.967346 Iteration 11Q: 3 clusters Score -98839.12 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -98864.296875 Penalty: 687.967346 Iteration 12Q: 3 clusters Score -98864.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -98888.203125 Penalty: 687.967346 Iteration 13Q: 3 clusters Score -98888.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -98904.101562 Penalty: 687.967346 Iteration 14Q: 3 clusters Score -98904.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -98914.695312 Penalty: 687.967346 Iteration 15Q: 3 clusters Score -98914.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -98924.343750 Penalty: 687.967346 Iteration 16Q: 3 clusters Score -98924.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -98928.742188 Penalty: 687.967346 Iteration 17Q: 3 clusters Score -98928.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -98933.007812 Penalty: 687.967346 Iteration 18Q: 3 clusters Score -98933.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -98937.070312 Penalty: 687.967346 Iteration 19Q: 3 clusters Score -98937.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -98941.828125 Penalty: 687.967346 Iteration 20F: 3 clusters Score -98941.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -98944.000000 Penalty: 687.967346 Iteration 21Q: 3 clusters Score -98944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -98944.960938 Penalty: 687.967346 Iteration 22Q: 3 clusters Score -98944.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -98946.429688 Penalty: 687.967346 Iteration 23Q: 3 clusters Score -98946.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -98946.742188 Penalty: 687.967346 Iteration 24Q: 3 clusters Score -98946.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -98946.742188 Penalty: 687.967346 Iteration 25F: 3 clusters Score -98946.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -33102.105469 Penalty: 302.469818 Iteration 0F: 2 clusters Score -33102.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -32437.820312 Penalty: 604.939636 Iteration 0F: 3 clusters Score -32437.82 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -32703.871094 Penalty: 604.939636 Iteration 1F: 3 clusters Score -32703.87 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -32913.898438 Penalty: 604.939636 Iteration 2F: 3 clusters Score -32913.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -33028.460938 Penalty: 604.939636 Iteration 3F: 3 clusters Score -33028.46 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -33073.503906 Penalty: 604.939636 Iteration 4F: 3 clusters Score -33073.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -33099.792969 Penalty: 604.939636 Iteration 5Q: 3 clusters Score -33099.79 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -33121.046875 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -33121.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -33134.867188 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -33134.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -33150.687500 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -33150.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -33168.863281 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -33168.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -33186.523438 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -33186.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -33201.144531 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -33201.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -33209.011719 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -33209.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -33213.000000 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -33213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -33213.339844 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -33213.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -33214.519531 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -33214.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -33218.511719 Penalty: 604.939636 Iteration 16Q: 3 clusters Score -33218.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33219.308594 Penalty: 604.939636 Iteration 17Q: 3 clusters Score -33219.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33219.308594 Penalty: 604.939636 Iteration 18F: 3 clusters Score -33219.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148723 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 619 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48312 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203437 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Mstep: Class 33 contains 152 members Entering Unmasked Estep Score: -24282578.000000 Penalty: 19720.255859 Splitting cluster 12 changes total score from -24282762.000000 to -24282578.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Entering Unmasked Estep Score: -3736.516846 Penalty: 212.186493 Iteration 0F: 2 clusters Score -3736.517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3541.987549 Penalty: 424.372986 Iteration 0F: 3 clusters Score -3541.988 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3565.871338 Penalty: 424.372986 Iteration 1F: 3 clusters Score -3565.871 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3571.060547 Penalty: 424.372986 Iteration 2Q: 3 clusters Score -3571.061 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3573.102295 Penalty: 424.372986 Iteration 3Q: 3 clusters Score -3573.102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3579.370605 Penalty: 424.372986 Iteration 4Q: 3 clusters Score -3579.371 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3579.370605 Penalty: 424.372986 Iteration 5F: 3 clusters Score -3579.371 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Entering Unmasked Estep Score: -196952.906250 Penalty: 376.772369 Iteration 0F: 2 clusters Score -196952.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -194320.500000 Penalty: 753.544739 Iteration 0F: 3 clusters Score -194320.5 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -195331.046875 Penalty: 753.544739 Iteration 1F: 3 clusters Score -195331 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -195447.625000 Penalty: 753.544739 Iteration 2F: 3 clusters Score -195447.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -195543.109375 Penalty: 753.544739 Iteration 3F: 3 clusters Score -195543.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -195638.312500 Penalty: 753.544739 Iteration 4Q: 3 clusters Score -195638.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -195741.546875 Penalty: 753.544739 Iteration 5Q: 3 clusters Score -195741.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -195848.125000 Penalty: 753.544739 Iteration 6F: 3 clusters Score -195848.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -195976.406250 Penalty: 753.544739 Iteration 7F: 3 clusters Score -195976.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -196134.968750 Penalty: 753.544739 Iteration 8F: 3 clusters Score -196135 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -196307.406250 Penalty: 753.544739 Iteration 9F: 3 clusters Score -196307.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -196471.796875 Penalty: 753.544739 Iteration 10F: 3 clusters Score -196471.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -196594.640625 Penalty: 753.544739 Iteration 11Q: 3 clusters Score -196594.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -196666.015625 Penalty: 753.544739 Iteration 12Q: 3 clusters Score -196666 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -196713.671875 Penalty: 753.544739 Iteration 13Q: 3 clusters Score -196713.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -196747.765625 Penalty: 753.544739 Iteration 14Q: 3 clusters Score -196747.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -196764.296875 Penalty: 753.544739 Iteration 15Q: 3 clusters Score -196764.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -196773.046875 Penalty: 753.544739 Iteration 16Q: 3 clusters Score -196773 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -196776.890625 Penalty: 753.544739 Iteration 17Q: 3 clusters Score -196776.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -196779.796875 Penalty: 753.544739 Iteration 18Q: 3 clusters Score -196779.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -196783.359375 Penalty: 753.544739 Iteration 19Q: 3 clusters Score -196783.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -196783.906250 Penalty: 753.544739 Iteration 20F: 3 clusters Score -196783.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -13511.456055 Penalty: 262.173340 Iteration 0F: 2 clusters Score -13511.46 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 160 members Entering Unmasked Estep Score: -13128.963867 Penalty: 524.346680 Iteration 0F: 3 clusters Score -13128.96 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -13224.687500 Penalty: 524.346680 Iteration 1F: 3 clusters Score -13224.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -13237.578125 Penalty: 524.346680 Iteration 2F: 3 clusters Score -13237.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -13244.784180 Penalty: 524.346680 Iteration 3Q: 3 clusters Score -13244.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -13251.514648 Penalty: 524.346680 Iteration 4Q: 3 clusters Score -13251.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -13258.773438 Penalty: 524.346680 Iteration 5Q: 3 clusters Score -13258.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -13274.049805 Penalty: 524.346680 Iteration 6Q: 3 clusters Score -13274.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13284.206055 Penalty: 524.346680 Iteration 7Q: 3 clusters Score -13284.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -13294.752930 Penalty: 524.346680 Iteration 8Q: 3 clusters Score -13294.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -13306.470703 Penalty: 524.346680 Iteration 9Q: 3 clusters Score -13306.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -13315.121094 Penalty: 524.346680 Iteration 10Q: 3 clusters Score -13315.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -13323.772461 Penalty: 524.346680 Iteration 11Q: 3 clusters Score -13323.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -13327.590820 Penalty: 524.346680 Iteration 12Q: 3 clusters Score -13327.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -13329.736328 Penalty: 524.346680 Iteration 13Q: 3 clusters Score -13329.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -13332.253906 Penalty: 524.346680 Iteration 14Q: 3 clusters Score -13332.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -13335.710938 Penalty: 524.346680 Iteration 15Q: 3 clusters Score -13335.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -13341.881836 Penalty: 524.346680 Iteration 16Q: 3 clusters Score -13341.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -13344.965820 Penalty: 524.346680 Iteration 17Q: 3 clusters Score -13344.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -13348.853516 Penalty: 524.346680 Iteration 18Q: 3 clusters Score -13348.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -13352.022461 Penalty: 524.346680 Iteration 19Q: 3 clusters Score -13352.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -13354.214844 Penalty: 524.346680 Iteration 20F: 3 clusters Score -13354.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Entering Unmasked Estep Score: -120989.125000 Penalty: 356.877258 Iteration 0F: 2 clusters Score -120989.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -119261.679688 Penalty: 713.754517 Iteration 0F: 3 clusters Score -119261.7 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -119814.671875 Penalty: 713.754517 Iteration 1F: 3 clusters Score -119814.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -119895.656250 Penalty: 713.754517 Iteration 2F: 3 clusters Score -119895.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -119949.960938 Penalty: 713.754517 Iteration 3Q: 3 clusters Score -119950 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -119994.601562 Penalty: 713.754517 Iteration 4Q: 3 clusters Score -119994.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -120029.500000 Penalty: 713.754517 Iteration 5Q: 3 clusters Score -120029.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -120062.484375 Penalty: 713.754517 Iteration 6Q: 3 clusters Score -120062.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -120099.117188 Penalty: 713.754517 Iteration 7Q: 3 clusters Score -120099.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -120154.906250 Penalty: 713.754517 Iteration 8Q: 3 clusters Score -120154.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -120242.257812 Penalty: 713.754517 Iteration 9Q: 3 clusters Score -120242.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -120362.906250 Penalty: 713.754517 Iteration 10Q: 3 clusters Score -120362.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -120494.773438 Penalty: 713.754517 Iteration 11Q: 3 clusters Score -120494.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -120583.765625 Penalty: 713.754517 Iteration 12Q: 3 clusters Score -120583.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -120646.726562 Penalty: 713.754517 Iteration 13Q: 3 clusters Score -120646.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -120685.234375 Penalty: 713.754517 Iteration 14Q: 3 clusters Score -120685.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -120709.992188 Penalty: 713.754517 Iteration 15Q: 3 clusters Score -120710 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -120718.757812 Penalty: 713.754517 Iteration 16Q: 3 clusters Score -120718.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -120722.960938 Penalty: 713.754517 Iteration 17Q: 3 clusters Score -120723 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -120728.000000 Penalty: 713.754517 Iteration 18Q: 3 clusters Score -120728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -120731.640625 Penalty: 713.754517 Iteration 19Q: 3 clusters Score -120731.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -120733.687500 Penalty: 713.754517 Iteration 20F: 3 clusters Score -120733.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -120736.007812 Penalty: 713.754517 Iteration 21Q: 3 clusters Score -120736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -120737.804688 Penalty: 713.754517 Iteration 22Q: 3 clusters Score -120737.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -120738.351562 Penalty: 713.754517 Iteration 23Q: 3 clusters Score -120738.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -120738.351562 Penalty: 713.754517 Iteration 24F: 3 clusters Score -120738.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -16765.568359 Penalty: 269.309662 Iteration 0F: 2 clusters Score -16765.57 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 194 members Entering Unmasked Estep Score: -16361.894531 Penalty: 538.619324 Iteration 0F: 3 clusters Score -16361.89 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -16467.761719 Penalty: 538.619324 Iteration 1F: 3 clusters Score -16467.76 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16500.671875 Penalty: 538.619324 Iteration 2F: 3 clusters Score -16500.67 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -16528.160156 Penalty: 538.619324 Iteration 3F: 3 clusters Score -16528.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16536.019531 Penalty: 538.619324 Iteration 4Q: 3 clusters Score -16536.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -16540.068359 Penalty: 538.619324 Iteration 5Q: 3 clusters Score -16540.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16542.613281 Penalty: 538.619324 Iteration 6Q: 3 clusters Score -16542.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -16544.308594 Penalty: 538.619324 Iteration 7Q: 3 clusters Score -16544.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16544.748047 Penalty: 538.619324 Iteration 8Q: 3 clusters Score -16544.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16544.748047 Penalty: 538.619324 Iteration 9F: 3 clusters Score -16544.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (48312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48312 members Entering Unmasked Estep Score: -2535560.250000 Penalty: 490.737335 Iteration 0F: 2 clusters Score -2535560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24214 members Mstep: Class 2 contains 24098 members Entering Unmasked Estep Score: -2503109.000000 Penalty: 981.474670 Iteration 0F: 3 clusters Score -2503109 nChanged 23440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26744 members Mstep: Class 2 contains 21568 members Entering Unmasked Estep Score: -2517463.000000 Penalty: 981.474670 Iteration 1F: 3 clusters Score -2517463 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28389 members Mstep: Class 2 contains 19923 members Entering Unmasked Estep Score: -2518733.250000 Penalty: 981.474670 Iteration 2F: 3 clusters Score -2518733 nChanged 3283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30592 members Mstep: Class 2 contains 17720 members Entering Unmasked Estep Score: -2520852.250000 Penalty: 981.474670 Iteration 3F: 3 clusters Score -2520852 nChanged 3604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33134 members Mstep: Class 2 contains 15178 members Entering Unmasked Estep Score: -2523714.750000 Penalty: 981.474670 Iteration 4F: 3 clusters Score -2523715 nChanged 3547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35673 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -2527167.000000 Penalty: 981.474670 Iteration 5F: 3 clusters Score -2527167 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37465 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -2529910.000000 Penalty: 981.474670 Iteration 6F: 3 clusters Score -2529910 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38432 members Mstep: Class 2 contains 9880 members Entering Unmasked Estep Score: -2531143.750000 Penalty: 981.474670 Iteration 7Q: 3 clusters Score -2531144 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39129 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -2531617.500000 Penalty: 981.474670 Iteration 8Q: 3 clusters Score -2531618 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39776 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -2531906.250000 Penalty: 981.474670 Iteration 9Q: 3 clusters Score -2531906 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40414 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -2532144.250000 Penalty: 981.474670 Iteration 10Q: 3 clusters Score -2532144 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41007 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -2532352.750000 Penalty: 981.474670 Iteration 11Q: 3 clusters Score -2532353 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41566 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -2532581.750000 Penalty: 981.474670 Iteration 12Q: 3 clusters Score -2532582 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42124 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -2532803.250000 Penalty: 981.474670 Iteration 13Q: 3 clusters Score -2532803 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42690 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -2533027.750000 Penalty: 981.474670 Iteration 14Q: 3 clusters Score -2533028 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43190 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -2533225.750000 Penalty: 981.474670 Iteration 15Q: 3 clusters Score -2533226 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43650 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -2533425.250000 Penalty: 981.474670 Iteration 16Q: 3 clusters Score -2533425 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44113 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -2533628.250000 Penalty: 981.474670 Iteration 17Q: 3 clusters Score -2533628 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44561 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -2533821.000000 Penalty: 981.474670 Iteration 18Q: 3 clusters Score -2533821 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44962 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -2534017.000000 Penalty: 981.474670 Iteration 19Q: 3 clusters Score -2534017 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45327 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -2534182.500000 Penalty: 981.474670 Iteration 20F: 3 clusters Score -2534182 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45665 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -2534321.250000 Penalty: 981.474670 Iteration 21Q: 3 clusters Score -2534321 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45923 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -2534420.250000 Penalty: 981.474670 Iteration 22Q: 3 clusters Score -2534420 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46174 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -2534521.500000 Penalty: 981.474670 Iteration 23Q: 3 clusters Score -2534522 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46403 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -2534615.250000 Penalty: 981.474670 Iteration 24Q: 3 clusters Score -2534615 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46592 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -2534707.000000 Penalty: 981.474670 Iteration 25Q: 3 clusters Score -2534707 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46766 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -2534791.500000 Penalty: 981.474670 Iteration 26Q: 3 clusters Score -2534792 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46911 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -2534842.250000 Penalty: 981.474670 Iteration 27Q: 3 clusters Score -2534842 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47035 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -2534875.750000 Penalty: 981.474670 Iteration 28Q: 3 clusters Score -2534876 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47137 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -2534909.750000 Penalty: 981.474670 Iteration 29Q: 3 clusters Score -2534910 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47226 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -2534941.250000 Penalty: 981.474670 Iteration 30Q: 3 clusters Score -2534941 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47309 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -2534972.500000 Penalty: 981.474670 Iteration 31Q: 3 clusters Score -2534972 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47395 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -2535006.000000 Penalty: 981.474670 Iteration 32Q: 3 clusters Score -2535006 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47472 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -2535025.750000 Penalty: 981.474670 Iteration 33Q: 3 clusters Score -2535026 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47550 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -2535054.250000 Penalty: 981.474670 Iteration 34Q: 3 clusters Score -2535054 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47608 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -2535076.750000 Penalty: 981.474670 Iteration 35Q: 3 clusters Score -2535077 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47662 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -2535099.750000 Penalty: 981.474670 Iteration 36Q: 3 clusters Score -2535100 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47702 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -2535105.250000 Penalty: 981.474670 Iteration 37Q: 3 clusters Score -2535105 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47736 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -2535113.500000 Penalty: 981.474670 Iteration 38Q: 3 clusters Score -2535114 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47771 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -2535127.000000 Penalty: 981.474670 Iteration 39Q: 3 clusters Score -2535127 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47800 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -2535135.750000 Penalty: 981.474670 Iteration 40F: 3 clusters Score -2535136 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47828 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -2535143.500000 Penalty: 981.474670 Iteration 41Q: 3 clusters Score -2535144 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47854 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -2535149.500000 Penalty: 981.474670 Iteration 42Q: 3 clusters Score -2535150 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47875 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -2535158.250000 Penalty: 981.474670 Iteration 43Q: 3 clusters Score -2535158 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47896 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -2535164.750000 Penalty: 981.474670 Iteration 44Q: 3 clusters Score -2535165 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47905 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -2535168.250000 Penalty: 981.474670 Iteration 45Q: 3 clusters Score -2535168 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47913 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -2535169.500000 Penalty: 981.474670 Iteration 46Q: 3 clusters Score -2535170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47918 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -2535172.500000 Penalty: 981.474670 Iteration 47Q: 3 clusters Score -2535172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47923 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -2535171.250000 Penalty: 981.474670 Iteration 48Q: 3 clusters Score -2535171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47928 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -2535174.750000 Penalty: 981.474670 Iteration 49Q: 3 clusters Score -2535175 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47936 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -2535179.250000 Penalty: 981.474670 Iteration 50Q: 3 clusters Score -2535179 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47945 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -2535182.750000 Penalty: 981.474670 Iteration 51Q: 3 clusters Score -2535183 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47951 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -2535182.250000 Penalty: 981.474670 Iteration 52Q: 3 clusters Score -2535182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47957 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -2535185.750000 Penalty: 981.474670 Iteration 53Q: 3 clusters Score -2535186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47963 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -2535188.000000 Penalty: 981.474670 Iteration 54Q: 3 clusters Score -2535188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47968 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -2535185.750000 Penalty: 981.474670 Iteration 55Q: 3 clusters Score -2535186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47972 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -2535188.500000 Penalty: 981.474670 Iteration 56Q: 3 clusters Score -2535188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47975 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -2535189.250000 Penalty: 981.474670 Iteration 57Q: 3 clusters Score -2535189 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47979 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -2535192.000000 Penalty: 981.474670 Iteration 58Q: 3 clusters Score -2535192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47979 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -2535192.000000 Penalty: 981.474670 Iteration 59F: 3 clusters Score -2535192 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -5115.920898 Penalty: 224.844727 Iteration 0F: 2 clusters Score -5115.921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -4872.430664 Penalty: 449.689453 Iteration 0F: 3 clusters Score -4872.431 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4926.506348 Penalty: 449.689453 Iteration 1F: 3 clusters Score -4926.506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -4934.808105 Penalty: 449.689453 Iteration 2Q: 3 clusters Score -4934.808 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -4937.643555 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -4937.644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -4940.331543 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -4940.332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -4940.331543 Penalty: 449.689453 Iteration 5F: 3 clusters Score -4940.332 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Entering Unmasked Estep Score: -85147.968750 Penalty: 335.316833 Iteration 0F: 2 clusters Score -85147.97 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 774 members Entering Unmasked Estep Score: -83967.078125 Penalty: 670.633667 Iteration 0F: 3 clusters Score -83967.08 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -84345.679688 Penalty: 670.633667 Iteration 1F: 3 clusters Score -84345.68 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -84408.687500 Penalty: 670.633667 Iteration 2F: 3 clusters Score -84408.69 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -84461.804688 Penalty: 670.633667 Iteration 3F: 3 clusters Score -84461.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -84507.671875 Penalty: 670.633667 Iteration 4Q: 3 clusters Score -84507.67 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -84566.640625 Penalty: 670.633667 Iteration 5Q: 3 clusters Score -84566.64 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -84617.835938 Penalty: 670.633667 Iteration 6Q: 3 clusters Score -84617.84 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -84677.726562 Penalty: 670.633667 Iteration 7Q: 3 clusters Score -84677.73 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -84723.054688 Penalty: 670.633667 Iteration 8Q: 3 clusters Score -84723.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -84736.382812 Penalty: 670.633667 Iteration 9Q: 3 clusters Score -84736.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -84744.757812 Penalty: 670.633667 Iteration 10Q: 3 clusters Score -84744.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -84754.343750 Penalty: 670.633667 Iteration 11Q: 3 clusters Score -84754.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -84760.000000 Penalty: 670.633667 Iteration 12Q: 3 clusters Score -84760 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -84766.789062 Penalty: 670.633667 Iteration 13Q: 3 clusters Score -84766.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -84769.929688 Penalty: 670.633667 Iteration 14Q: 3 clusters Score -84769.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -84773.718750 Penalty: 670.633667 Iteration 15Q: 3 clusters Score -84773.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -84777.382812 Penalty: 670.633667 Iteration 16Q: 3 clusters Score -84777.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -84780.945312 Penalty: 670.633667 Iteration 17Q: 3 clusters Score -84780.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -84783.890625 Penalty: 670.633667 Iteration 18Q: 3 clusters Score -84783.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -84786.492188 Penalty: 670.633667 Iteration 19Q: 3 clusters Score -84786.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -84787.125000 Penalty: 670.633667 Iteration 20F: 3 clusters Score -84787.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -84787.281250 Penalty: 670.633667 Iteration 21Q: 3 clusters Score -84787.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -84787.820312 Penalty: 670.633667 Iteration 22Q: 3 clusters Score -84787.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -84788.078125 Penalty: 670.633667 Iteration 23Q: 3 clusters Score -84788.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -84788.492188 Penalty: 670.633667 Iteration 24Q: 3 clusters Score -84788.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -84789.601562 Penalty: 670.633667 Iteration 25Q: 3 clusters Score -84789.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -84789.875000 Penalty: 670.633667 Iteration 26Q: 3 clusters Score -84789.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -84790.046875 Penalty: 670.633667 Iteration 27Q: 3 clusters Score -84790.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -84790.312500 Penalty: 670.633667 Iteration 28Q: 3 clusters Score -84790.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -84790.312500 Penalty: 670.633667 Iteration 29F: 3 clusters Score -84790.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Entering Unmasked Estep Score: -191166.828125 Penalty: 378.235626 Iteration 0F: 2 clusters Score -191166.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -188415.593750 Penalty: 756.471252 Iteration 0F: 3 clusters Score -188415.6 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -189439.062500 Penalty: 756.471252 Iteration 1F: 3 clusters Score -189439.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -189670.765625 Penalty: 756.471252 Iteration 2F: 3 clusters Score -189670.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -189976.921875 Penalty: 756.471252 Iteration 3F: 3 clusters Score -189976.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -190308.734375 Penalty: 756.471252 Iteration 4F: 3 clusters Score -190308.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -190570.640625 Penalty: 756.471252 Iteration 5F: 3 clusters Score -190570.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -190705.437500 Penalty: 756.471252 Iteration 6Q: 3 clusters Score -190705.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -190755.312500 Penalty: 756.471252 Iteration 7Q: 3 clusters Score -190755.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -190782.781250 Penalty: 756.471252 Iteration 8Q: 3 clusters Score -190782.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -190803.484375 Penalty: 756.471252 Iteration 9Q: 3 clusters Score -190803.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -190823.593750 Penalty: 756.471252 Iteration 10Q: 3 clusters Score -190823.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -190833.968750 Penalty: 756.471252 Iteration 11Q: 3 clusters Score -190834 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -190836.031250 Penalty: 756.471252 Iteration 12Q: 3 clusters Score -190836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -190837.562500 Penalty: 756.471252 Iteration 13Q: 3 clusters Score -190837.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -190838.531250 Penalty: 756.471252 Iteration 14Q: 3 clusters Score -190838.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -190839.281250 Penalty: 756.471252 Iteration 15Q: 3 clusters Score -190839.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -190840.734375 Penalty: 756.471252 Iteration 16Q: 3 clusters Score -190840.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -190842.203125 Penalty: 756.471252 Iteration 17Q: 3 clusters Score -190842.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -190842.203125 Penalty: 756.471252 Iteration 18F: 3 clusters Score -190842.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Entering Unmasked Estep Score: -135340.375000 Penalty: 356.446838 Iteration 0F: 2 clusters Score -135340.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -133566.546875 Penalty: 712.893677 Iteration 0F: 3 clusters Score -133566.5 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -134239.515625 Penalty: 712.893677 Iteration 1F: 3 clusters Score -134239.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -134411.828125 Penalty: 712.893677 Iteration 2F: 3 clusters Score -134411.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -134591.343750 Penalty: 712.893677 Iteration 3F: 3 clusters Score -134591.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -134748.281250 Penalty: 712.893677 Iteration 4F: 3 clusters Score -134748.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -134849.578125 Penalty: 712.893677 Iteration 5F: 3 clusters Score -134849.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -134903.062500 Penalty: 712.893677 Iteration 6Q: 3 clusters Score -134903.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -134924.671875 Penalty: 712.893677 Iteration 7Q: 3 clusters Score -134924.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -134935.890625 Penalty: 712.893677 Iteration 8Q: 3 clusters Score -134935.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -134940.015625 Penalty: 712.893677 Iteration 9Q: 3 clusters Score -134940 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -134943.734375 Penalty: 712.893677 Iteration 10Q: 3 clusters Score -134943.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -134949.531250 Penalty: 712.893677 Iteration 11Q: 3 clusters Score -134949.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -134951.750000 Penalty: 712.893677 Iteration 12Q: 3 clusters Score -134951.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -134953.468750 Penalty: 712.893677 Iteration 13Q: 3 clusters Score -134953.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -134955.250000 Penalty: 712.893677 Iteration 14Q: 3 clusters Score -134955.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -134958.828125 Penalty: 712.893677 Iteration 15Q: 3 clusters Score -134958.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -134960.750000 Penalty: 712.893677 Iteration 16Q: 3 clusters Score -134960.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -134962.718750 Penalty: 712.893677 Iteration 17Q: 3 clusters Score -134962.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -134964.000000 Penalty: 712.893677 Iteration 18Q: 3 clusters Score -134964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -134965.578125 Penalty: 712.893677 Iteration 19Q: 3 clusters Score -134965.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -134968.578125 Penalty: 712.893677 Iteration 20F: 3 clusters Score -134968.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -134972.062500 Penalty: 712.893677 Iteration 21Q: 3 clusters Score -134972.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -134973.609375 Penalty: 712.893677 Iteration 22Q: 3 clusters Score -134973.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -134974.437500 Penalty: 712.893677 Iteration 23Q: 3 clusters Score -134974.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -134975.062500 Penalty: 712.893677 Iteration 24Q: 3 clusters Score -134975.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -134976.312500 Penalty: 712.893677 Iteration 25Q: 3 clusters Score -134976.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -134978.375000 Penalty: 712.893677 Iteration 26Q: 3 clusters Score -134978.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -134978.671875 Penalty: 712.893677 Iteration 27Q: 3 clusters Score -134978.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -134979.250000 Penalty: 712.893677 Iteration 28Q: 3 clusters Score -134979.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -134979.312500 Penalty: 712.893677 Iteration 29Q: 3 clusters Score -134979.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -134979.312500 Penalty: 712.893677 Iteration 30F: 3 clusters Score -134979.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (77 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Entering Unmasked Estep Score: -3348.016113 Penalty: 197.643143 Iteration 0F: 2 clusters Score -3348.016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3152.494629 Penalty: 395.286285 Iteration 0F: 3 clusters Score -3152.495 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3177.658936 Penalty: 395.286285 Iteration 1F: 3 clusters Score -3177.659 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -3184.366943 Penalty: 395.286285 Iteration 2Q: 3 clusters Score -3184.367 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3186.875000 Penalty: 395.286285 Iteration 3Q: 3 clusters Score -3186.875 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3186.875000 Penalty: 395.286285 Iteration 4F: 3 clusters Score -3186.875 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Entering Unmasked Estep Score: -3980.437500 Penalty: 210.880173 Iteration 0F: 2 clusters Score -3980.438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3766.479004 Penalty: 421.760345 Iteration 0F: 3 clusters Score -3766.479 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3809.872070 Penalty: 421.760345 Iteration 1F: 3 clusters Score -3809.872 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3816.621094 Penalty: 421.760345 Iteration 2Q: 3 clusters Score -3816.621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3822.564697 Penalty: 421.760345 Iteration 3Q: 3 clusters Score -3822.565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -3822.564697 Penalty: 421.760345 Iteration 4F: 3 clusters Score -3822.565 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Entering Unmasked Estep Score: -118201.476562 Penalty: 357.197418 Iteration 0F: 2 clusters Score -118201.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -116394.781250 Penalty: 714.394836 Iteration 0F: 3 clusters Score -116394.8 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -117202.671875 Penalty: 714.394836 Iteration 1F: 3 clusters Score -117202.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -117394.859375 Penalty: 714.394836 Iteration 2F: 3 clusters Score -117394.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -117557.351562 Penalty: 714.394836 Iteration 3F: 3 clusters Score -117557.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -117714.414062 Penalty: 714.394836 Iteration 4F: 3 clusters Score -117714.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -117818.460938 Penalty: 714.394836 Iteration 5F: 3 clusters Score -117818.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -117892.125000 Penalty: 714.394836 Iteration 6Q: 3 clusters Score -117892.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -117940.335938 Penalty: 714.394836 Iteration 7Q: 3 clusters Score -117940.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -117961.687500 Penalty: 714.394836 Iteration 8Q: 3 clusters Score -117961.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -117976.335938 Penalty: 714.394836 Iteration 9Q: 3 clusters Score -117976.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -117984.640625 Penalty: 714.394836 Iteration 10Q: 3 clusters Score -117984.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -117990.609375 Penalty: 714.394836 Iteration 11Q: 3 clusters Score -117990.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -117993.101562 Penalty: 714.394836 Iteration 12Q: 3 clusters Score -117993.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -117995.164062 Penalty: 714.394836 Iteration 13Q: 3 clusters Score -117995.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -117999.882812 Penalty: 714.394836 Iteration 14Q: 3 clusters Score -117999.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -118005.914062 Penalty: 714.394836 Iteration 15Q: 3 clusters Score -118005.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -118008.250000 Penalty: 714.394836 Iteration 16Q: 3 clusters Score -118008.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -118009.140625 Penalty: 714.394836 Iteration 17Q: 3 clusters Score -118009.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -118009.789062 Penalty: 714.394836 Iteration 18Q: 3 clusters Score -118009.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -118010.218750 Penalty: 714.394836 Iteration 19Q: 3 clusters Score -118010.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -118010.546875 Penalty: 714.394836 Iteration 20F: 3 clusters Score -118010.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -118010.679688 Penalty: 714.394836 Iteration 21Q: 3 clusters Score -118010.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -118010.679688 Penalty: 714.394836 Iteration 22F: 3 clusters Score -118010.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -8618.203125 Penalty: 243.293381 Iteration 0F: 2 clusters Score -8618.203 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8342.211914 Penalty: 486.586761 Iteration 0F: 3 clusters Score -8342.212 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -8414.904297 Penalty: 486.586761 Iteration 1F: 3 clusters Score -8414.904 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -8453.099609 Penalty: 486.586761 Iteration 2F: 3 clusters Score -8453.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -8469.083984 Penalty: 486.586761 Iteration 3Q: 3 clusters Score -8469.084 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -8479.181641 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -8479.182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -8483.984375 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -8483.984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -8487.696289 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -8487.696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -8494.083984 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -8494.084 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -8496.539062 Penalty: 486.586761 Iteration 8Q: 3 clusters Score -8496.539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -8499.078125 Penalty: 486.586761 Iteration 9Q: 3 clusters Score -8499.078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -8501.912109 Penalty: 486.586761 Iteration 10Q: 3 clusters Score -8501.912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -8506.219727 Penalty: 486.586761 Iteration 11Q: 3 clusters Score -8506.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -8506.219727 Penalty: 486.586761 Iteration 12F: 3 clusters Score -8506.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Entering Unmasked Estep Score: -29722.755859 Penalty: 299.038879 Iteration 0F: 2 clusters Score -29722.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -29116.619141 Penalty: 598.077759 Iteration 0F: 3 clusters Score -29116.62 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -29330.322266 Penalty: 598.077759 Iteration 1F: 3 clusters Score -29330.32 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -29406.978516 Penalty: 598.077759 Iteration 2F: 3 clusters Score -29406.98 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -29501.939453 Penalty: 598.077759 Iteration 3F: 3 clusters Score -29501.94 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -29563.566406 Penalty: 598.077759 Iteration 4F: 3 clusters Score -29563.57 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -29615.492188 Penalty: 598.077759 Iteration 5F: 3 clusters Score -29615.49 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -29661.580078 Penalty: 598.077759 Iteration 6F: 3 clusters Score -29661.58 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -29687.410156 Penalty: 598.077759 Iteration 7Q: 3 clusters Score -29687.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -29714.351562 Penalty: 598.077759 Iteration 8Q: 3 clusters Score -29714.35 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -29732.625000 Penalty: 598.077759 Iteration 9Q: 3 clusters Score -29732.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -29748.126953 Penalty: 598.077759 Iteration 10Q: 3 clusters Score -29748.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -29757.257812 Penalty: 598.077759 Iteration 11Q: 3 clusters Score -29757.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -29763.462891 Penalty: 598.077759 Iteration 12Q: 3 clusters Score -29763.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -29776.851562 Penalty: 598.077759 Iteration 13Q: 3 clusters Score -29776.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -29781.728516 Penalty: 598.077759 Iteration 14Q: 3 clusters Score -29781.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -29788.337891 Penalty: 598.077759 Iteration 15Q: 3 clusters Score -29788.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -29795.757812 Penalty: 598.077759 Iteration 16Q: 3 clusters Score -29795.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -29804.222656 Penalty: 598.077759 Iteration 17Q: 3 clusters Score -29804.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -29811.353516 Penalty: 598.077759 Iteration 18Q: 3 clusters Score -29811.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -29815.597656 Penalty: 598.077759 Iteration 19Q: 3 clusters Score -29815.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -29820.353516 Penalty: 598.077759 Iteration 20F: 3 clusters Score -29820.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -29821.988281 Penalty: 598.077759 Iteration 21Q: 3 clusters Score -29821.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -29821.988281 Penalty: 598.077759 Iteration 22F: 3 clusters Score -29821.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148723 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48312 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 262 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203437 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Mstep: Class 33 contains 453 members Entering Unmasked Estep Score: -24282554.000000 Penalty: 19720.255859 Splitting cluster 27 changes total score from -24282762.000000 to -24282554.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 28 (834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Entering Unmasked Estep Score: -34911.800781 Penalty: 306.043610 Iteration 0F: 2 clusters Score -34911.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -34185.152344 Penalty: 612.087219 Iteration 0F: 3 clusters Score -34185.15 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -34371.527344 Penalty: 612.087219 Iteration 1F: 3 clusters Score -34371.53 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -34413.796875 Penalty: 612.087219 Iteration 2F: 3 clusters Score -34413.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -34449.011719 Penalty: 612.087219 Iteration 3F: 3 clusters Score -34449.01 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -34478.742188 Penalty: 612.087219 Iteration 4Q: 3 clusters Score -34478.74 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -34512.457031 Penalty: 612.087219 Iteration 5F: 3 clusters Score -34512.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -34529.406250 Penalty: 612.087219 Iteration 6Q: 3 clusters Score -34529.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -34543.199219 Penalty: 612.087219 Iteration 7Q: 3 clusters Score -34543.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -34551.863281 Penalty: 612.087219 Iteration 8Q: 3 clusters Score -34551.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -34558.832031 Penalty: 612.087219 Iteration 9Q: 3 clusters Score -34558.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -34565.472656 Penalty: 612.087219 Iteration 10Q: 3 clusters Score -34565.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -34568.070312 Penalty: 612.087219 Iteration 11Q: 3 clusters Score -34568.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -34569.402344 Penalty: 612.087219 Iteration 12Q: 3 clusters Score -34569.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -34570.296875 Penalty: 612.087219 Iteration 13Q: 3 clusters Score -34570.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -34571.582031 Penalty: 612.087219 Iteration 14Q: 3 clusters Score -34571.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -34573.351562 Penalty: 612.087219 Iteration 15Q: 3 clusters Score -34573.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -34574.722656 Penalty: 612.087219 Iteration 16Q: 3 clusters Score -34574.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -34575.355469 Penalty: 612.087219 Iteration 17Q: 3 clusters Score -34575.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -34575.941406 Penalty: 612.087219 Iteration 18Q: 3 clusters Score -34575.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -34576.136719 Penalty: 612.087219 Iteration 19Q: 3 clusters Score -34576.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -34576.242188 Penalty: 612.087219 Iteration 20F: 3 clusters Score -34576.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Entering Unmasked Estep Score: -8626.528320 Penalty: 236.026047 Iteration 0F: 2 clusters Score -8626.528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -8353.872070 Penalty: 472.052094 Iteration 0F: 3 clusters Score -8353.872 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8406.204102 Penalty: 472.052094 Iteration 1F: 3 clusters Score -8406.204 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8418.150391 Penalty: 472.052094 Iteration 2F: 3 clusters Score -8418.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8425.451172 Penalty: 472.052094 Iteration 3Q: 3 clusters Score -8425.451 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -8428.782227 Penalty: 472.052094 Iteration 4Q: 3 clusters Score -8428.782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -8429.435547 Penalty: 472.052094 Iteration 5Q: 3 clusters Score -8429.436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8431.766602 Penalty: 472.052094 Iteration 6Q: 3 clusters Score -8431.767 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -8432.036133 Penalty: 472.052094 Iteration 7Q: 3 clusters Score -8432.036 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -8432.036133 Penalty: 472.052094 Iteration 8F: 3 clusters Score -8432.036 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (203437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203437 members Entering Unmasked Estep Score: -10010162.000000 Penalty: 556.151611 Iteration 0F: 2 clusters Score -1.001016e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101641 members Mstep: Class 2 contains 101796 members Entering Unmasked Estep Score: -9873703.000000 Penalty: 1112.303223 Iteration 0F: 3 clusters Score -9873703 nChanged 100329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99946 members Mstep: Class 2 contains 103491 members Entering Unmasked Estep Score: -9933897.000000 Penalty: 1112.303223 Iteration 1F: 3 clusters Score -9933897 nChanged 5528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99102 members Mstep: Class 2 contains 104335 members Entering Unmasked Estep Score: -9935125.000000 Penalty: 1112.303223 Iteration 2Q: 3 clusters Score -9935125 nChanged 6295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97625 members Mstep: Class 2 contains 105812 members Entering Unmasked Estep Score: -9937004.000000 Penalty: 1112.303223 Iteration 3Q: 3 clusters Score -9937004 nChanged 7412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95107 members Mstep: Class 2 contains 108330 members Entering Unmasked Estep Score: -9939799.000000 Penalty: 1112.303223 Iteration 4Q: 3 clusters Score -9939799 nChanged 9217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91232 members Mstep: Class 2 contains 112205 members Entering Unmasked Estep Score: -9944866.000000 Penalty: 1112.303223 Iteration 5Q: 3 clusters Score -9944866 nChanged 11588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86036 members Mstep: Class 2 contains 117401 members Entering Unmasked Estep Score: -9953176.000000 Penalty: 1112.303223 Iteration 6F: 3 clusters Score -9953176 nChanged 13609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80711 members Mstep: Class 2 contains 122726 members Entering Unmasked Estep Score: -9964105.000000 Penalty: 1112.303223 Iteration 7F: 3 clusters Score -9964105 nChanged 13224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76713 members Mstep: Class 2 contains 126724 members Entering Unmasked Estep Score: -9972952.000000 Penalty: 1112.303223 Iteration 8F: 3 clusters Score -9972952 nChanged 9748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74091 members Mstep: Class 2 contains 129346 members Entering Unmasked Estep Score: -9976780.000000 Penalty: 1112.303223 Iteration 9Q: 3 clusters Score -9976780 nChanged 5471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71930 members Mstep: Class 2 contains 131507 members Entering Unmasked Estep Score: -9977907.000000 Penalty: 1112.303223 Iteration 10Q: 3 clusters Score -9977907 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69723 members Mstep: Class 2 contains 133714 members Entering Unmasked Estep Score: -9978512.000000 Penalty: 1112.303223 Iteration 11Q: 3 clusters Score -9978512 nChanged 2453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67440 members Mstep: Class 2 contains 135997 members Entering Unmasked Estep Score: -9978956.000000 Penalty: 1112.303223 Iteration 12Q: 3 clusters Score -9978956 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65021 members Mstep: Class 2 contains 138416 members Entering Unmasked Estep Score: -9979588.000000 Penalty: 1112.303223 Iteration 13Q: 3 clusters Score -9979588 nChanged 2567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62462 members Mstep: Class 2 contains 140975 members Entering Unmasked Estep Score: -9980282.000000 Penalty: 1112.303223 Iteration 14Q: 3 clusters Score -9980282 nChanged 2649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59817 members Mstep: Class 2 contains 143620 members Entering Unmasked Estep Score: -9980917.000000 Penalty: 1112.303223 Iteration 15Q: 3 clusters Score -9980917 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57056 members Mstep: Class 2 contains 146381 members Entering Unmasked Estep Score: -9981563.000000 Penalty: 1112.303223 Iteration 16Q: 3 clusters Score -9981563 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54121 members Mstep: Class 2 contains 149316 members Entering Unmasked Estep Score: -9982229.000000 Penalty: 1112.303223 Iteration 17Q: 3 clusters Score -9982229 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51128 members Mstep: Class 2 contains 152309 members Entering Unmasked Estep Score: -9983039.000000 Penalty: 1112.303223 Iteration 18Q: 3 clusters Score -9983039 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47949 members Mstep: Class 2 contains 155488 members Entering Unmasked Estep Score: -9983964.000000 Penalty: 1112.303223 Iteration 19Q: 3 clusters Score -9983964 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44643 members Mstep: Class 2 contains 158794 members Entering Unmasked Estep Score: -9985088.000000 Penalty: 1112.303223 Iteration 20F: 3 clusters Score -9985088 nChanged 3491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41152 members Mstep: Class 2 contains 162285 members Entering Unmasked Estep Score: -9986254.000000 Penalty: 1112.303223 Iteration 21Q: 3 clusters Score -9986254 nChanged 3612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37540 members Mstep: Class 2 contains 165897 members Entering Unmasked Estep Score: -9987717.000000 Penalty: 1112.303223 Iteration 22Q: 3 clusters Score -9987717 nChanged 3752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33788 members Mstep: Class 2 contains 169649 members Entering Unmasked Estep Score: -9989377.000000 Penalty: 1112.303223 Iteration 23Q: 3 clusters Score -9989377 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29937 members Mstep: Class 2 contains 173500 members Entering Unmasked Estep Score: -9991153.000000 Penalty: 1112.303223 Iteration 24Q: 3 clusters Score -9991153 nChanged 3774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26163 members Mstep: Class 2 contains 177274 members Entering Unmasked Estep Score: -9992867.000000 Penalty: 1112.303223 Iteration 25Q: 3 clusters Score -9992867 nChanged 3635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22528 members Mstep: Class 2 contains 180909 members Entering Unmasked Estep Score: -9994787.000000 Penalty: 1112.303223 Iteration 26Q: 3 clusters Score -9994787 nChanged 3563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18965 members Mstep: Class 2 contains 184472 members Entering Unmasked Estep Score: -9996795.000000 Penalty: 1112.303223 Iteration 27Q: 3 clusters Score -9996795 nChanged 3438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15527 members Mstep: Class 2 contains 187910 members Entering Unmasked Estep Score: -9998956.000000 Penalty: 1112.303223 Iteration 28Q: 3 clusters Score -9998956 nChanged 3108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Mstep: Class 2 contains 191018 members Entering Unmasked Estep Score: -10000996.000000 Penalty: 1112.303223 Iteration 29Q: 3 clusters Score -1.0001e+07 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 193769 members Entering Unmasked Estep Score: -10002722.000000 Penalty: 1112.303223 Iteration 30Q: 3 clusters Score -1.000272e+07 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 196162 members Entering Unmasked Estep Score: -10004314.000000 Penalty: 1112.303223 Iteration 31Q: 3 clusters Score -1.000431e+07 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 198197 members Entering Unmasked Estep Score: -10005780.000000 Penalty: 1112.303223 Iteration 32Q: 3 clusters Score -1.000578e+07 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 199830 members Entering Unmasked Estep Score: -10006957.000000 Penalty: 1112.303223 Iteration 33Q: 3 clusters Score -1.000696e+07 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 201136 members Entering Unmasked Estep Score: -10007931.000000 Penalty: 1112.303223 Iteration 34Q: 3 clusters Score -1.000793e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 202081 members Entering Unmasked Estep Score: -10008704.000000 Penalty: 1112.303223 Iteration 35Q: 3 clusters Score -1.00087e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 202701 members Entering Unmasked Estep Score: -10009175.000000 Penalty: 1112.303223 Iteration 36Q: 3 clusters Score -1.000918e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 203030 members Entering Unmasked Estep Score: -10009390.000000 Penalty: 1112.303223 Iteration 37Q: 3 clusters Score -1.000939e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 203191 members Entering Unmasked Estep Score: -10009523.000000 Penalty: 1112.303223 Iteration 38Q: 3 clusters Score -1.000952e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 203258 members Entering Unmasked Estep Score: -10009589.000000 Penalty: 1112.303223 Iteration 39Q: 3 clusters Score -1.000959e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 203290 members Entering Unmasked Estep Score: -10009615.000000 Penalty: 1112.303223 Iteration 40F: 3 clusters Score -1.000962e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 203311 members Entering Unmasked Estep Score: -10009640.000000 Penalty: 1112.303223 Iteration 41Q: 3 clusters Score -1.000964e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 203329 members Entering Unmasked Estep Score: -10009656.000000 Penalty: 1112.303223 Iteration 42Q: 3 clusters Score -1.000966e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 203338 members Entering Unmasked Estep Score: -10009670.000000 Penalty: 1112.303223 Iteration 43Q: 3 clusters Score -1.000967e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 203346 members Entering Unmasked Estep Score: -10009674.000000 Penalty: 1112.303223 Iteration 44Q: 3 clusters Score -1.000967e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 203353 members Entering Unmasked Estep Score: -10009671.000000 Penalty: 1112.303223 Iteration 45Q: 3 clusters Score -1.000967e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 203354 members Entering Unmasked Estep Score: -10009672.000000 Penalty: 1112.303223 Iteration 46Q: 3 clusters Score -1.000967e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 203355 members Entering Unmasked Estep Score: -10009673.000000 Penalty: 1112.303223 Iteration 47Q: 3 clusters Score -1.000967e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 203355 members Entering Unmasked Estep Score: -10009673.000000 Penalty: 1112.303223 Iteration 48F: 3 clusters Score -1.000967e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -6355.514160 Penalty: 223.190002 Iteration 0F: 2 clusters Score -6355.514 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6107.064941 Penalty: 446.380005 Iteration 0F: 3 clusters Score -6107.065 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6139.261719 Penalty: 446.380005 Iteration 1F: 3 clusters Score -6139.262 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6165.916504 Penalty: 446.380005 Iteration 2F: 3 clusters Score -6165.917 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6180.384277 Penalty: 446.380005 Iteration 3F: 3 clusters Score -6180.384 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6187.838379 Penalty: 446.380005 Iteration 4Q: 3 clusters Score -6187.838 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6191.401367 Penalty: 446.380005 Iteration 5Q: 3 clusters Score -6191.401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6192.101074 Penalty: 446.380005 Iteration 6Q: 3 clusters Score -6192.101 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6192.101074 Penalty: 446.380005 Iteration 7F: 3 clusters Score -6192.101 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -9332.564453 Penalty: 240.845367 Iteration 0F: 2 clusters Score -9332.564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9046.977539 Penalty: 481.690735 Iteration 0F: 3 clusters Score -9046.978 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9108.205078 Penalty: 481.690735 Iteration 1F: 3 clusters Score -9108.205 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -9122.184570 Penalty: 481.690735 Iteration 2F: 3 clusters Score -9122.185 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -9125.373047 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -9125.373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9127.150391 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -9127.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9127.150391 Penalty: 481.690735 Iteration 5F: 3 clusters Score -9127.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148723 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48312 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203437 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282758.000000 Penalty: 19122.671875 Iteration 239Q: 33 clusters Score -2.428276e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148723 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 771 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48312 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203437 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Entering Unmasked Estep ConsiderDeletion Score: -24282758.000000 Penalty: 19122.671875 Iteration 240F: 33 clusters Score -2.428276e+07 nChanged 0 Entering ConstructFrom: Score: -24282758.000000 Penalty: 19122.671875 Entering ConstructFrom: Trying to split cluster 1 (18350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18350 members Entering Unmasked Estep Score: -945341.125000 Penalty: 446.691010 Iteration 0F: 2 clusters Score -945341.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9201 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -933074.500000 Penalty: 893.382019 Iteration 0F: 3 clusters Score -933074.5 nChanged 8701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -937896.812500 Penalty: 893.382019 Iteration 1F: 3 clusters Score -937896.8 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -938021.687500 Penalty: 893.382019 Iteration 2Q: 3 clusters Score -938021.7 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -938153.562500 Penalty: 893.382019 Iteration 3Q: 3 clusters Score -938153.6 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -938343.500000 Penalty: 893.382019 Iteration 4Q: 3 clusters Score -938343.5 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -938668.937500 Penalty: 893.382019 Iteration 5Q: 3 clusters Score -938668.9 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -939312.875000 Penalty: 893.382019 Iteration 6F: 3 clusters Score -939312.9 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13961 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -940480.875000 Penalty: 893.382019 Iteration 7F: 3 clusters Score -940480.9 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -942257.562500 Penalty: 893.382019 Iteration 8F: 3 clusters Score -942257.6 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17282 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -943858.062500 Penalty: 893.382019 Iteration 9F: 3 clusters Score -943858.1 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18033 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -944642.500000 Penalty: 893.382019 Iteration 10Q: 3 clusters Score -944642.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -944867.687500 Penalty: 893.382019 Iteration 11Q: 3 clusters Score -944867.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18296 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -944918.437500 Penalty: 893.382019 Iteration 12Q: 3 clusters Score -944918.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18309 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -944945.875000 Penalty: 893.382019 Iteration 13Q: 3 clusters Score -944945.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -944956.125000 Penalty: 893.382019 Iteration 14Q: 3 clusters Score -944956.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -944959.875000 Penalty: 893.382019 Iteration 15Q: 3 clusters Score -944959.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18310 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -944960.375000 Penalty: 893.382019 Iteration 16Q: 3 clusters Score -944960.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -944963.125000 Penalty: 893.382019 Iteration 17Q: 3 clusters Score -944963.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -944963.125000 Penalty: 893.382019 Iteration 18F: 3 clusters Score -944963.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Entering Unmasked Estep Score: -17096.898438 Penalty: 269.796326 Iteration 0F: 2 clusters Score -17096.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -16699.230469 Penalty: 539.592651 Iteration 0F: 3 clusters Score -16699.23 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -16824.423828 Penalty: 539.592651 Iteration 1F: 3 clusters Score -16824.42 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -16878.841797 Penalty: 539.592651 Iteration 2F: 3 clusters Score -16878.84 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -16952.558594 Penalty: 539.592651 Iteration 3F: 3 clusters Score -16952.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -16996.392578 Penalty: 539.592651 Iteration 4F: 3 clusters Score -16996.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -17007.789062 Penalty: 539.592651 Iteration 5Q: 3 clusters Score -17007.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -17008.619141 Penalty: 539.592651 Iteration 6Q: 3 clusters Score -17008.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -17011.035156 Penalty: 539.592651 Iteration 7Q: 3 clusters Score -17011.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -17011.199219 Penalty: 539.592651 Iteration 8Q: 3 clusters Score -17011.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -17012.625000 Penalty: 539.592651 Iteration 9Q: 3 clusters Score -17012.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -17013.404297 Penalty: 539.592651 Iteration 10Q: 3 clusters Score -17013.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -17013.783203 Penalty: 539.592651 Iteration 11Q: 3 clusters Score -17013.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -17014.660156 Penalty: 539.592651 Iteration 12Q: 3 clusters Score -17014.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -17014.660156 Penalty: 539.592651 Iteration 13F: 3 clusters Score -17014.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Entering Unmasked Estep Score: -198208.734375 Penalty: 375.569214 Iteration 0F: 2 clusters Score -198208.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -195533.875000 Penalty: 751.138428 Iteration 0F: 3 clusters Score -195533.9 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -196443.375000 Penalty: 751.138428 Iteration 1F: 3 clusters Score -196443.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -196548.375000 Penalty: 751.138428 Iteration 2F: 3 clusters Score -196548.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -196647.812500 Penalty: 751.138428 Iteration 3Q: 3 clusters Score -196647.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -196810.203125 Penalty: 751.138428 Iteration 4Q: 3 clusters Score -196810.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -197030.468750 Penalty: 751.138428 Iteration 5F: 3 clusters Score -197030.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -197264.812500 Penalty: 751.138428 Iteration 6F: 3 clusters Score -197264.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -197428.953125 Penalty: 751.138428 Iteration 7F: 3 clusters Score -197429 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -197519.140625 Penalty: 751.138428 Iteration 8Q: 3 clusters Score -197519.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -197563.531250 Penalty: 751.138428 Iteration 9Q: 3 clusters Score -197563.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -197602.500000 Penalty: 751.138428 Iteration 10Q: 3 clusters Score -197602.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -197636.875000 Penalty: 751.138428 Iteration 11Q: 3 clusters Score -197636.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -197670.328125 Penalty: 751.138428 Iteration 12Q: 3 clusters Score -197670.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -197704.515625 Penalty: 751.138428 Iteration 13Q: 3 clusters Score -197704.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -197728.578125 Penalty: 751.138428 Iteration 14Q: 3 clusters Score -197728.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -197745.828125 Penalty: 751.138428 Iteration 15Q: 3 clusters Score -197745.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -197763.843750 Penalty: 751.138428 Iteration 16Q: 3 clusters Score -197763.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -197774.312500 Penalty: 751.138428 Iteration 17Q: 3 clusters Score -197774.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -197785.453125 Penalty: 751.138428 Iteration 18Q: 3 clusters Score -197785.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -197790.968750 Penalty: 751.138428 Iteration 19Q: 3 clusters Score -197791 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -197795.703125 Penalty: 751.138428 Iteration 20F: 3 clusters Score -197795.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -197799.109375 Penalty: 751.138428 Iteration 21Q: 3 clusters Score -197799.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -197800.609375 Penalty: 751.138428 Iteration 22Q: 3 clusters Score -197800.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -197801.921875 Penalty: 751.138428 Iteration 23Q: 3 clusters Score -197801.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -197802.656250 Penalty: 751.138428 Iteration 24Q: 3 clusters Score -197802.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -197803.968750 Penalty: 751.138428 Iteration 25Q: 3 clusters Score -197804 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -197804.812500 Penalty: 751.138428 Iteration 26Q: 3 clusters Score -197804.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -197805.265625 Penalty: 751.138428 Iteration 27Q: 3 clusters Score -197805.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -197805.906250 Penalty: 751.138428 Iteration 28Q: 3 clusters Score -197805.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -197805.906250 Penalty: 751.138428 Iteration 29F: 3 clusters Score -197805.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (148723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148723 members Entering Unmasked Estep Score: -7522454.500000 Penalty: 541.897766 Iteration 0F: 2 clusters Score -7522454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74526 members Mstep: Class 2 contains 74197 members Entering Unmasked Estep Score: -7429544.000000 Penalty: 1083.795532 Iteration 0F: 3 clusters Score -7429544 nChanged 72977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82869 members Mstep: Class 2 contains 65854 members Entering Unmasked Estep Score: -7474157.500000 Penalty: 1083.795532 Iteration 1F: 3 clusters Score -7474158 nChanged 7813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89132 members Mstep: Class 2 contains 59591 members Entering Unmasked Estep Score: -7477389.000000 Penalty: 1083.795532 Iteration 2F: 3 clusters Score -7477389 nChanged 10025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98129 members Mstep: Class 2 contains 50594 members Entering Unmasked Estep Score: -7482918.500000 Penalty: 1083.795532 Iteration 3F: 3 clusters Score -7482918 nChanged 11988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109631 members Mstep: Class 2 contains 39092 members Entering Unmasked Estep Score: -7490933.000000 Penalty: 1083.795532 Iteration 4F: 3 clusters Score -7490933 nChanged 13214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122717 members Mstep: Class 2 contains 26006 members Entering Unmasked Estep Score: -7500880.500000 Penalty: 1083.795532 Iteration 5F: 3 clusters Score -7500880 nChanged 12091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134788 members Mstep: Class 2 contains 13935 members Entering Unmasked Estep Score: -7510486.500000 Penalty: 1083.795532 Iteration 6F: 3 clusters Score -7510486 nChanged 8530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143318 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -7517881.000000 Penalty: 1083.795532 Iteration 7F: 3 clusters Score -7517881 nChanged 4143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147461 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -7521124.000000 Penalty: 1083.795532 Iteration 8Q: 3 clusters Score -7521124 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148514 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -7521786.000000 Penalty: 1083.795532 Iteration 9Q: 3 clusters Score -7521786 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148673 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -7521898.000000 Penalty: 1083.795532 Iteration 10Q: 3 clusters Score -7521898 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148700 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -7521939.500000 Penalty: 1083.795532 Iteration 11Q: 3 clusters Score -7521940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148700 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -7521948.500000 Penalty: 1083.795532 Iteration 12Q: 3 clusters Score -7521948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148700 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -7521948.500000 Penalty: 1083.795532 Iteration 13F: 3 clusters Score -7521948 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -31235.193359 Penalty: 297.747986 Iteration 0F: 2 clusters Score -31235.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -30620.521484 Penalty: 595.495972 Iteration 0F: 3 clusters Score -30620.52 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -30791.496094 Penalty: 595.495972 Iteration 1F: 3 clusters Score -30791.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -30820.716797 Penalty: 595.495972 Iteration 2F: 3 clusters Score -30820.72 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -30838.679688 Penalty: 595.495972 Iteration 3Q: 3 clusters Score -30838.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -30853.843750 Penalty: 595.495972 Iteration 4Q: 3 clusters Score -30853.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -30866.167969 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -30866.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -30877.029297 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -30877.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -30881.257812 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -30881.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -30884.087891 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -30884.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -30886.791016 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -30886.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -30888.595703 Penalty: 595.495972 Iteration 10Q: 3 clusters Score -30888.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -30891.089844 Penalty: 595.495972 Iteration 11Q: 3 clusters Score -30891.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -30892.312500 Penalty: 595.495972 Iteration 12Q: 3 clusters Score -30892.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -30893.220703 Penalty: 595.495972 Iteration 13Q: 3 clusters Score -30893.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -30893.806641 Penalty: 595.495972 Iteration 14Q: 3 clusters Score -30893.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -30894.572266 Penalty: 595.495972 Iteration 15Q: 3 clusters Score -30894.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -30895.382812 Penalty: 595.495972 Iteration 16Q: 3 clusters Score -30895.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -30897.019531 Penalty: 595.495972 Iteration 17Q: 3 clusters Score -30897.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -30897.554688 Penalty: 595.495972 Iteration 18Q: 3 clusters Score -30897.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -30898.082031 Penalty: 595.495972 Iteration 19Q: 3 clusters Score -30898.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -30898.082031 Penalty: 595.495972 Iteration 20F: 3 clusters Score -30898.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Entering Unmasked Estep Score: -125129.226562 Penalty: 355.994110 Iteration 0F: 2 clusters Score -125129.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -123353.460938 Penalty: 711.988220 Iteration 0F: 3 clusters Score -123353.5 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -123921.742188 Penalty: 711.988220 Iteration 1F: 3 clusters Score -123921.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -124006.781250 Penalty: 711.988220 Iteration 2F: 3 clusters Score -124006.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -124071.453125 Penalty: 711.988220 Iteration 3Q: 3 clusters Score -124071.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -124121.343750 Penalty: 711.988220 Iteration 4Q: 3 clusters Score -124121.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -124173.531250 Penalty: 711.988220 Iteration 5Q: 3 clusters Score -124173.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -124235.570312 Penalty: 711.988220 Iteration 6Q: 3 clusters Score -124235.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -124318.625000 Penalty: 711.988220 Iteration 7Q: 3 clusters Score -124318.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -124425.210938 Penalty: 711.988220 Iteration 8Q: 3 clusters Score -124425.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -124496.515625 Penalty: 711.988220 Iteration 9Q: 3 clusters Score -124496.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -124533.671875 Penalty: 711.988220 Iteration 10Q: 3 clusters Score -124533.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -124561.750000 Penalty: 711.988220 Iteration 11Q: 3 clusters Score -124561.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -124582.640625 Penalty: 711.988220 Iteration 12Q: 3 clusters Score -124582.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -124602.195312 Penalty: 711.988220 Iteration 13Q: 3 clusters Score -124602.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -124619.085938 Penalty: 711.988220 Iteration 14Q: 3 clusters Score -124619.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -124633.820312 Penalty: 711.988220 Iteration 15Q: 3 clusters Score -124633.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -124646.960938 Penalty: 711.988220 Iteration 16Q: 3 clusters Score -124647 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -124662.625000 Penalty: 711.988220 Iteration 17Q: 3 clusters Score -124662.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -124673.140625 Penalty: 711.988220 Iteration 18Q: 3 clusters Score -124673.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -124683.757812 Penalty: 711.988220 Iteration 19Q: 3 clusters Score -124683.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -124696.789062 Penalty: 711.988220 Iteration 20F: 3 clusters Score -124696.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -124713.101562 Penalty: 711.988220 Iteration 21Q: 3 clusters Score -124713.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -124729.812500 Penalty: 711.988220 Iteration 22Q: 3 clusters Score -124729.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -124746.289062 Penalty: 711.988220 Iteration 23Q: 3 clusters Score -124746.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -124759.304688 Penalty: 711.988220 Iteration 24Q: 3 clusters Score -124759.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -124771.351562 Penalty: 711.988220 Iteration 25Q: 3 clusters Score -124771.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -124780.695312 Penalty: 711.988220 Iteration 26Q: 3 clusters Score -124780.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -124788.640625 Penalty: 711.988220 Iteration 27Q: 3 clusters Score -124788.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -124798.578125 Penalty: 711.988220 Iteration 28Q: 3 clusters Score -124798.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -124805.710938 Penalty: 711.988220 Iteration 29Q: 3 clusters Score -124805.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -124812.015625 Penalty: 711.988220 Iteration 30Q: 3 clusters Score -124812 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -124816.554688 Penalty: 711.988220 Iteration 31Q: 3 clusters Score -124816.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -124820.023438 Penalty: 711.988220 Iteration 32Q: 3 clusters Score -124820 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -124822.367188 Penalty: 711.988220 Iteration 33Q: 3 clusters Score -124822.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -124824.179688 Penalty: 711.988220 Iteration 34Q: 3 clusters Score -124824.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -124825.648438 Penalty: 711.988220 Iteration 35Q: 3 clusters Score -124825.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -124826.039062 Penalty: 711.988220 Iteration 36Q: 3 clusters Score -124826 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -124826.273438 Penalty: 711.988220 Iteration 37Q: 3 clusters Score -124826.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -124826.382812 Penalty: 711.988220 Iteration 38Q: 3 clusters Score -124826.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -124826.828125 Penalty: 711.988220 Iteration 39Q: 3 clusters Score -124826.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -124827.164062 Penalty: 711.988220 Iteration 40F: 3 clusters Score -124827.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -124827.601562 Penalty: 711.988220 Iteration 41Q: 3 clusters Score -124827.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -124827.421875 Penalty: 711.988220 Iteration 42Q: 3 clusters Score -124827.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -124827.421875 Penalty: 711.988220 Iteration 43F: 3 clusters Score -124827.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (93 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Entering Unmasked Estep Score: -3743.942871 Penalty: 206.233276 Iteration 0F: 2 clusters Score -3743.943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3564.835938 Penalty: 412.466553 Iteration 0F: 3 clusters Score -3564.836 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3615.077393 Penalty: 412.466553 Iteration 1F: 3 clusters Score -3615.077 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3621.993408 Penalty: 412.466553 Iteration 2Q: 3 clusters Score -3621.993 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3626.049072 Penalty: 412.466553 Iteration 3Q: 3 clusters Score -3626.049 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3639.223633 Penalty: 412.466553 Iteration 4Q: 3 clusters Score -3639.224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3644.801270 Penalty: 412.466553 Iteration 5Q: 3 clusters Score -3644.801 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3651.492920 Penalty: 412.466553 Iteration 6Q: 3 clusters Score -3651.493 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3651.492920 Penalty: 412.466553 Iteration 7F: 3 clusters Score -3651.493 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (25819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25819 members Entering Unmasked Estep Score: -1216283.125000 Penalty: 462.228394 Iteration 0F: 2 clusters Score -1216283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12899 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -1199145.125000 Penalty: 924.456787 Iteration 0F: 3 clusters Score -1199145 nChanged 12256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13751 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -1206629.875000 Penalty: 924.456787 Iteration 1F: 3 clusters Score -1206630 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 11475 members Entering Unmasked Estep Score: -1207291.250000 Penalty: 924.456787 Iteration 2F: 3 clusters Score -1207291 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -1208057.125000 Penalty: 924.456787 Iteration 3F: 3 clusters Score -1208057 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -1208841.250000 Penalty: 924.456787 Iteration 4F: 3 clusters Score -1208841 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16509 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -1209557.625000 Penalty: 924.456787 Iteration 5F: 3 clusters Score -1209558 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17107 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -1210115.000000 Penalty: 924.456787 Iteration 6Q: 3 clusters Score -1210115 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1210548.000000 Penalty: 924.456787 Iteration 7Q: 3 clusters Score -1210548 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17911 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -1210825.625000 Penalty: 924.456787 Iteration 8Q: 3 clusters Score -1210826 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18181 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1211029.250000 Penalty: 924.456787 Iteration 9Q: 3 clusters Score -1211029 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18451 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -1211224.750000 Penalty: 924.456787 Iteration 10Q: 3 clusters Score -1211225 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -1211425.875000 Penalty: 924.456787 Iteration 11Q: 3 clusters Score -1211426 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19038 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -1211621.625000 Penalty: 924.456787 Iteration 12Q: 3 clusters Score -1211622 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1211807.375000 Penalty: 924.456787 Iteration 13Q: 3 clusters Score -1211807 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19671 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -1212007.375000 Penalty: 924.456787 Iteration 14Q: 3 clusters Score -1212007 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20029 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1212257.000000 Penalty: 924.456787 Iteration 15Q: 3 clusters Score -1212257 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20465 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1212620.250000 Penalty: 924.456787 Iteration 16Q: 3 clusters Score -1212620 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20930 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1213086.500000 Penalty: 924.456787 Iteration 17Q: 3 clusters Score -1213086 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21346 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1213617.125000 Penalty: 924.456787 Iteration 18Q: 3 clusters Score -1213617 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21650 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1214245.750000 Penalty: 924.456787 Iteration 19Q: 3 clusters Score -1214246 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21878 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1214778.250000 Penalty: 924.456787 Iteration 20F: 3 clusters Score -1214778 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22108 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -1215037.125000 Penalty: 924.456787 Iteration 21Q: 3 clusters Score -1215037 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22323 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1215194.000000 Penalty: 924.456787 Iteration 22Q: 3 clusters Score -1215194 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22511 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1215302.750000 Penalty: 924.456787 Iteration 23Q: 3 clusters Score -1215303 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22674 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -1215382.375000 Penalty: 924.456787 Iteration 24Q: 3 clusters Score -1215382 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22829 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1215456.250000 Penalty: 924.456787 Iteration 25Q: 3 clusters Score -1215456 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22959 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1215508.875000 Penalty: 924.456787 Iteration 26Q: 3 clusters Score -1215509 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23071 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1215543.625000 Penalty: 924.456787 Iteration 27Q: 3 clusters Score -1215544 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23173 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1215581.500000 Penalty: 924.456787 Iteration 28Q: 3 clusters Score -1215582 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23266 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1215595.875000 Penalty: 924.456787 Iteration 29Q: 3 clusters Score -1215596 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23342 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -1215617.625000 Penalty: 924.456787 Iteration 30Q: 3 clusters Score -1215618 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23397 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1215623.000000 Penalty: 924.456787 Iteration 31Q: 3 clusters Score -1215623 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23441 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1215626.875000 Penalty: 924.456787 Iteration 32Q: 3 clusters Score -1215627 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23482 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -1215636.500000 Penalty: 924.456787 Iteration 33Q: 3 clusters Score -1215636 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23522 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -1215641.500000 Penalty: 924.456787 Iteration 34Q: 3 clusters Score -1215642 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23568 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1215649.125000 Penalty: 924.456787 Iteration 35Q: 3 clusters Score -1215649 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23615 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1215658.125000 Penalty: 924.456787 Iteration 36Q: 3 clusters Score -1215658 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23652 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -1215663.250000 Penalty: 924.456787 Iteration 37Q: 3 clusters Score -1215663 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23687 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1215671.500000 Penalty: 924.456787 Iteration 38Q: 3 clusters Score -1215672 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23722 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -1215668.375000 Penalty: 924.456787 Iteration 39Q: 3 clusters Score -1215668 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23757 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -1215670.500000 Penalty: 924.456787 Iteration 40F: 3 clusters Score -1215670 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23782 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1215671.375000 Penalty: 924.456787 Iteration 41Q: 3 clusters Score -1215671 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23807 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1215673.125000 Penalty: 924.456787 Iteration 42Q: 3 clusters Score -1215673 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23825 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -1215674.625000 Penalty: 924.456787 Iteration 43Q: 3 clusters Score -1215675 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23846 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1215675.625000 Penalty: 924.456787 Iteration 44Q: 3 clusters Score -1215676 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23861 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -1215676.250000 Penalty: 924.456787 Iteration 45Q: 3 clusters Score -1215676 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23875 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1215680.000000 Penalty: 924.456787 Iteration 46Q: 3 clusters Score -1215680 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23888 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -1215680.500000 Penalty: 924.456787 Iteration 47Q: 3 clusters Score -1215680 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23903 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1215684.125000 Penalty: 924.456787 Iteration 48Q: 3 clusters Score -1215684 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23923 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -1215687.250000 Penalty: 924.456787 Iteration 49Q: 3 clusters Score -1215687 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23944 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -1215690.500000 Penalty: 924.456787 Iteration 50Q: 3 clusters Score -1215690 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23965 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -1215691.625000 Penalty: 924.456787 Iteration 51Q: 3 clusters Score -1215692 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23983 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1215690.875000 Penalty: 924.456787 Iteration 52Q: 3 clusters Score -1215691 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24003 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1215693.500000 Penalty: 924.456787 Iteration 53Q: 3 clusters Score -1215694 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24022 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1215697.000000 Penalty: 924.456787 Iteration 54Q: 3 clusters Score -1215697 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -1215695.250000 Penalty: 924.456787 Iteration 55Q: 3 clusters Score -1215695 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24049 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1215697.250000 Penalty: 924.456787 Iteration 56Q: 3 clusters Score -1215697 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24062 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -1215703.250000 Penalty: 924.456787 Iteration 57Q: 3 clusters Score -1215703 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24078 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1215706.125000 Penalty: 924.456787 Iteration 58Q: 3 clusters Score -1215706 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24094 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1215707.750000 Penalty: 924.456787 Iteration 59Q: 3 clusters Score -1215708 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24101 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1215704.875000 Penalty: 924.456787 Iteration 60F: 3 clusters Score -1215705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24105 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1215707.000000 Penalty: 924.456787 Iteration 61Q: 3 clusters Score -1215707 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24109 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -1215708.250000 Penalty: 924.456787 Iteration 62Q: 3 clusters Score -1215708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24111 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1215707.375000 Penalty: 924.456787 Iteration 63Q: 3 clusters Score -1215707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24113 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -1215707.500000 Penalty: 924.456787 Iteration 64Q: 3 clusters Score -1215708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24114 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -1215706.125000 Penalty: 924.456787 Iteration 65Q: 3 clusters Score -1215706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24115 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -1215705.875000 Penalty: 924.456787 Iteration 66Q: 3 clusters Score -1215706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24115 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -1215707.000000 Penalty: 924.456787 Iteration 67Q: 3 clusters Score -1215707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24117 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -1215707.000000 Penalty: 924.456787 Iteration 68Q: 3 clusters Score -1215707 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24120 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1215706.750000 Penalty: 924.456787 Iteration 69Q: 3 clusters Score -1215707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24122 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1215707.875000 Penalty: 924.456787 Iteration 70Q: 3 clusters Score -1215708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24123 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1215707.000000 Penalty: 924.456787 Iteration 71Q: 3 clusters Score -1215707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24124 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1215707.750000 Penalty: 924.456787 Iteration 72Q: 3 clusters Score -1215708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24124 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1215707.750000 Penalty: 924.456787 Iteration 73F: 3 clusters Score -1215708 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (27063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27063 members Entering Unmasked Estep Score: -1287626.000000 Penalty: 464.369507 Iteration 0F: 2 clusters Score -1287626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 13574 members Entering Unmasked Estep Score: -1269548.125000 Penalty: 928.739014 Iteration 0F: 3 clusters Score -1269548 nChanged 12930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12609 members Mstep: Class 2 contains 14454 members Entering Unmasked Estep Score: -1277186.750000 Penalty: 928.739014 Iteration 1F: 3 clusters Score -1277187 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 14966 members Entering Unmasked Estep Score: -1277681.875000 Penalty: 928.739014 Iteration 2Q: 3 clusters Score -1277682 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 15683 members Entering Unmasked Estep Score: -1278419.375000 Penalty: 928.739014 Iteration 3Q: 3 clusters Score -1278419 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 16612 members Entering Unmasked Estep Score: -1279515.875000 Penalty: 928.739014 Iteration 4F: 3 clusters Score -1279516 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 17640 members Entering Unmasked Estep Score: -1280907.125000 Penalty: 928.739014 Iteration 5F: 3 clusters Score -1280907 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 18509 members Entering Unmasked Estep Score: -1282113.750000 Penalty: 928.739014 Iteration 6F: 3 clusters Score -1282114 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 19187 members Entering Unmasked Estep Score: -1282802.125000 Penalty: 928.739014 Iteration 7Q: 3 clusters Score -1282802 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 19742 members Entering Unmasked Estep Score: -1283108.625000 Penalty: 928.739014 Iteration 8Q: 3 clusters Score -1283109 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 20263 members Entering Unmasked Estep Score: -1283315.250000 Penalty: 928.739014 Iteration 9Q: 3 clusters Score -1283315 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 20804 members Entering Unmasked Estep Score: -1283509.500000 Penalty: 928.739014 Iteration 10Q: 3 clusters Score -1283510 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 21333 members Entering Unmasked Estep Score: -1283712.750000 Penalty: 928.739014 Iteration 11Q: 3 clusters Score -1283713 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 21884 members Entering Unmasked Estep Score: -1283940.125000 Penalty: 928.739014 Iteration 12Q: 3 clusters Score -1283940 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 22437 members Entering Unmasked Estep Score: -1284183.250000 Penalty: 928.739014 Iteration 13Q: 3 clusters Score -1284183 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 23022 members Entering Unmasked Estep Score: -1284479.500000 Penalty: 928.739014 Iteration 14Q: 3 clusters Score -1284480 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 23628 members Entering Unmasked Estep Score: -1284811.125000 Penalty: 928.739014 Iteration 15Q: 3 clusters Score -1284811 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 24237 members Entering Unmasked Estep Score: -1285184.750000 Penalty: 928.739014 Iteration 16Q: 3 clusters Score -1285185 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -1285588.875000 Penalty: 928.739014 Iteration 17Q: 3 clusters Score -1285589 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 25364 members Entering Unmasked Estep Score: -1285971.125000 Penalty: 928.739014 Iteration 18Q: 3 clusters Score -1285971 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 25818 members Entering Unmasked Estep Score: -1286323.875000 Penalty: 928.739014 Iteration 19Q: 3 clusters Score -1286324 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 26190 members Entering Unmasked Estep Score: -1286633.250000 Penalty: 928.739014 Iteration 20F: 3 clusters Score -1286633 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 26470 members Entering Unmasked Estep Score: -1286860.875000 Penalty: 928.739014 Iteration 21Q: 3 clusters Score -1286861 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 26656 members Entering Unmasked Estep Score: -1287005.500000 Penalty: 928.739014 Iteration 22Q: 3 clusters Score -1287006 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 26748 members Entering Unmasked Estep Score: -1287083.000000 Penalty: 928.739014 Iteration 23Q: 3 clusters Score -1287083 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 26810 members Entering Unmasked Estep Score: -1287132.375000 Penalty: 928.739014 Iteration 24Q: 3 clusters Score -1287132 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 26845 members Entering Unmasked Estep Score: -1287157.750000 Penalty: 928.739014 Iteration 25Q: 3 clusters Score -1287158 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 26866 members Entering Unmasked Estep Score: -1287174.000000 Penalty: 928.739014 Iteration 26Q: 3 clusters Score -1287174 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 26891 members Entering Unmasked Estep Score: -1287185.375000 Penalty: 928.739014 Iteration 27Q: 3 clusters Score -1287185 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 26903 members Entering Unmasked Estep Score: -1287192.250000 Penalty: 928.739014 Iteration 28Q: 3 clusters Score -1287192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 26912 members Entering Unmasked Estep Score: -1287199.125000 Penalty: 928.739014 Iteration 29Q: 3 clusters Score -1287199 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 26920 members Entering Unmasked Estep Score: -1287204.500000 Penalty: 928.739014 Iteration 30Q: 3 clusters Score -1287204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 26926 members Entering Unmasked Estep Score: -1287207.750000 Penalty: 928.739014 Iteration 31Q: 3 clusters Score -1287208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 26930 members Entering Unmasked Estep Score: -1287210.625000 Penalty: 928.739014 Iteration 32Q: 3 clusters Score -1287211 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 26936 members Entering Unmasked Estep Score: -1287214.375000 Penalty: 928.739014 Iteration 33Q: 3 clusters Score -1287214 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 26944 members Entering Unmasked Estep Score: -1287217.000000 Penalty: 928.739014 Iteration 34Q: 3 clusters Score -1287217 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 26948 members Entering Unmasked Estep Score: -1287221.125000 Penalty: 928.739014 Iteration 35Q: 3 clusters Score -1287221 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 26948 members Entering Unmasked Estep Score: -1287220.875000 Penalty: 928.739014 Iteration 36Q: 3 clusters Score -1287221 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 26948 members Entering Unmasked Estep Score: -1287220.875000 Penalty: 928.739014 Iteration 37F: 3 clusters Score -1287221 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Entering Unmasked Estep Score: -156704.265625 Penalty: 364.410889 Iteration 0F: 2 clusters Score -156704.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -154592.343750 Penalty: 728.821777 Iteration 0F: 3 clusters Score -154592.3 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -155328.218750 Penalty: 728.821777 Iteration 1F: 3 clusters Score -155328.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -155452.046875 Penalty: 728.821777 Iteration 2F: 3 clusters Score -155452 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -155571.578125 Penalty: 728.821777 Iteration 3F: 3 clusters Score -155571.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -155667.281250 Penalty: 728.821777 Iteration 4F: 3 clusters Score -155667.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -155771.812500 Penalty: 728.821777 Iteration 5F: 3 clusters Score -155771.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -155879.046875 Penalty: 728.821777 Iteration 6Q: 3 clusters Score -155879 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -156014.062500 Penalty: 728.821777 Iteration 7Q: 3 clusters Score -156014.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -156138.796875 Penalty: 728.821777 Iteration 8Q: 3 clusters Score -156138.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -156229.359375 Penalty: 728.821777 Iteration 9Q: 3 clusters Score -156229.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -156290.890625 Penalty: 728.821777 Iteration 10Q: 3 clusters Score -156290.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -156321.890625 Penalty: 728.821777 Iteration 11Q: 3 clusters Score -156321.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -156348.953125 Penalty: 728.821777 Iteration 12Q: 3 clusters Score -156349 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -156371.203125 Penalty: 728.821777 Iteration 13Q: 3 clusters Score -156371.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -156379.765625 Penalty: 728.821777 Iteration 14Q: 3 clusters Score -156379.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -156383.718750 Penalty: 728.821777 Iteration 15Q: 3 clusters Score -156383.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -156386.109375 Penalty: 728.821777 Iteration 16Q: 3 clusters Score -156386.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -156388.000000 Penalty: 728.821777 Iteration 17Q: 3 clusters Score -156388 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -156390.703125 Penalty: 728.821777 Iteration 18Q: 3 clusters Score -156390.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -156391.812500 Penalty: 728.821777 Iteration 19Q: 3 clusters Score -156391.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -156392.281250 Penalty: 728.821777 Iteration 20F: 3 clusters Score -156392.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -156392.703125 Penalty: 728.821777 Iteration 21Q: 3 clusters Score -156392.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -156392.703125 Penalty: 728.821777 Iteration 22F: 3 clusters Score -156392.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Entering Unmasked Estep Score: -99309.632812 Penalty: 343.983673 Iteration 0F: 2 clusters Score -99309.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -97903.656250 Penalty: 687.967346 Iteration 0F: 3 clusters Score -97903.66 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -98431.726562 Penalty: 687.967346 Iteration 1F: 3 clusters Score -98431.73 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -98536.390625 Penalty: 687.967346 Iteration 2F: 3 clusters Score -98536.39 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -98605.148438 Penalty: 687.967346 Iteration 3F: 3 clusters Score -98605.15 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -98677.226562 Penalty: 687.967346 Iteration 4F: 3 clusters Score -98677.23 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -98774.523438 Penalty: 687.967346 Iteration 5F: 3 clusters Score -98774.52 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -98851.210938 Penalty: 687.967346 Iteration 6F: 3 clusters Score -98851.21 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -98894.226562 Penalty: 687.967346 Iteration 7Q: 3 clusters Score -98894.23 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -98925.226562 Penalty: 687.967346 Iteration 8Q: 3 clusters Score -98925.23 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -98947.765625 Penalty: 687.967346 Iteration 9Q: 3 clusters Score -98947.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -98965.523438 Penalty: 687.967346 Iteration 10Q: 3 clusters Score -98965.52 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -98978.765625 Penalty: 687.967346 Iteration 11Q: 3 clusters Score -98978.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -98988.476562 Penalty: 687.967346 Iteration 12Q: 3 clusters Score -98988.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -98993.414062 Penalty: 687.967346 Iteration 13Q: 3 clusters Score -98993.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -98997.273438 Penalty: 687.967346 Iteration 14Q: 3 clusters Score -98997.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -99000.273438 Penalty: 687.967346 Iteration 15Q: 3 clusters Score -99000.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -99003.757812 Penalty: 687.967346 Iteration 16Q: 3 clusters Score -99003.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -99006.015625 Penalty: 687.967346 Iteration 17Q: 3 clusters Score -99006.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -99007.375000 Penalty: 687.967346 Iteration 18Q: 3 clusters Score -99007.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -99007.679688 Penalty: 687.967346 Iteration 19Q: 3 clusters Score -99007.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -99008.132812 Penalty: 687.967346 Iteration 20F: 3 clusters Score -99008.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -33102.105469 Penalty: 302.469818 Iteration 0F: 2 clusters Score -33102.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -32429.150391 Penalty: 604.939636 Iteration 0F: 3 clusters Score -32429.15 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -32623.224609 Penalty: 604.939636 Iteration 1F: 3 clusters Score -32623.22 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -32797.730469 Penalty: 604.939636 Iteration 2F: 3 clusters Score -32797.73 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -32887.593750 Penalty: 604.939636 Iteration 3F: 3 clusters Score -32887.59 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -32934.179688 Penalty: 604.939636 Iteration 4F: 3 clusters Score -32934.18 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -32975.546875 Penalty: 604.939636 Iteration 5F: 3 clusters Score -32975.55 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -32999.273438 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -32999.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -33018.894531 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -33018.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -33042.238281 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -33042.24 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -33063.757812 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -33063.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -33091.722656 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -33091.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -33116.886719 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -33116.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -33133.339844 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -33133.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -33147.546875 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -33147.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -33156.207031 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -33156.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -33163.746094 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -33163.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -33170.156250 Penalty: 604.939636 Iteration 16Q: 3 clusters Score -33170.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -33173.746094 Penalty: 604.939636 Iteration 17Q: 3 clusters Score -33173.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -33174.984375 Penalty: 604.939636 Iteration 18Q: 3 clusters Score -33174.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -33176.503906 Penalty: 604.939636 Iteration 19Q: 3 clusters Score -33176.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -33177.707031 Penalty: 604.939636 Iteration 20F: 3 clusters Score -33177.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -33178.046875 Penalty: 604.939636 Iteration 21Q: 3 clusters Score -33178.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -33178.046875 Penalty: 604.939636 Iteration 22F: 3 clusters Score -33178.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 376 members Mstep: Class 3 contains 3844 members Mstep: Class 4 contains 148723 members Mstep: Class 5 contains 695 members Mstep: Class 6 contains 2500 members Mstep: Class 7 contains 93 members Mstep: Class 8 contains 25819 members Mstep: Class 9 contains 27063 members Mstep: Class 10 contains 3008 members Mstep: Class 11 contains 1920 members Mstep: Class 12 contains 558 members Mstep: Class 13 contains 106 members Mstep: Class 14 contains 3947 members Mstep: Class 15 contains 318 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 372 members Mstep: Class 18 contains 48312 members Mstep: Class 19 contains 140 members Mstep: Class 20 contains 1587 members Mstep: Class 21 contains 4076 members Mstep: Class 22 contains 2525 members Mstep: Class 23 contains 77 members Mstep: Class 24 contains 103 members Mstep: Class 25 contains 2567 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 834 members Mstep: Class 29 contains 179 members Mstep: Class 30 contains 203437 members Mstep: Class 31 contains 135 members Mstep: Class 32 contains 199 members Mstep: Class 33 contains 213 members Entering Unmasked Estep Score: -24282538.000000 Penalty: 19720.255859 Splitting cluster 12 changes total score from -24282758.000000 to -24282538.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Entering Unmasked Estep Score: -3736.516846 Penalty: 212.186493 Iteration 0F: 2 clusters Score -3736.517 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3530.139893 Penalty: 424.372986 Iteration 0F: 3 clusters Score -3530.14 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3565.184082 Penalty: 424.372986 Iteration 1F: 3 clusters Score -3565.184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3566.128662 Penalty: 424.372986 Iteration 2Q: 3 clusters Score -3566.129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3567.148193 Penalty: 424.372986 Iteration 3Q: 3 clusters Score -3567.148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3567.658447 Penalty: 424.372986 Iteration 4Q: 3 clusters Score -3567.658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3567.658447 Penalty: 424.372986 Iteration 5F: 3 clusters Score -3567.658 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Entering Unmasked Estep Score: -196952.906250 Penalty: 376.772369 Iteration 0F: 2 clusters Score -196952.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -194345.562500 Penalty: 753.544739 Iteration 0F: 3 clusters Score -194345.6 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -195223.859375 Penalty: 753.544739 Iteration 1F: 3 clusters Score -195223.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -195358.671875 Penalty: 753.544739 Iteration 2F: 3 clusters Score -195358.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -195487.609375 Penalty: 753.544739 Iteration 3F: 3 clusters Score -195487.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -195616.453125 Penalty: 753.544739 Iteration 4F: 3 clusters Score -195616.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -195705.953125 Penalty: 753.544739 Iteration 5Q: 3 clusters Score -195706 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -195776.125000 Penalty: 753.544739 Iteration 6Q: 3 clusters Score -195776.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -195823.968750 Penalty: 753.544739 Iteration 7Q: 3 clusters Score -195824 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -195847.359375 Penalty: 753.544739 Iteration 8Q: 3 clusters Score -195847.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -195869.578125 Penalty: 753.544739 Iteration 9Q: 3 clusters Score -195869.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -195889.890625 Penalty: 753.544739 Iteration 10Q: 3 clusters Score -195889.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -195902.265625 Penalty: 753.544739 Iteration 11Q: 3 clusters Score -195902.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -195914.828125 Penalty: 753.544739 Iteration 12Q: 3 clusters Score -195914.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -195930.250000 Penalty: 753.544739 Iteration 13Q: 3 clusters Score -195930.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -195943.781250 Penalty: 753.544739 Iteration 14Q: 3 clusters Score -195943.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -195956.500000 Penalty: 753.544739 Iteration 15Q: 3 clusters Score -195956.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -195967.890625 Penalty: 753.544739 Iteration 16Q: 3 clusters Score -195967.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -195977.937500 Penalty: 753.544739 Iteration 17Q: 3 clusters Score -195977.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -195986.218750 Penalty: 753.544739 Iteration 18Q: 3 clusters Score -195986.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -195994.203125 Penalty: 753.544739 Iteration 19Q: 3 clusters Score -195994.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -196003.687500 Penalty: 753.544739 Iteration 20F: 3 clusters Score -196003.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -196011.562500 Penalty: 753.544739 Iteration 21Q: 3 clusters Score -196011.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -196017.312500 Penalty: 753.544739 Iteration 22Q: 3 clusters Score -196017.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -196021.593750 Penalty: 753.544739 Iteration 23Q: 3 clusters Score -196021.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -196025.437500 Penalty: 753.544739 Iteration 24Q: 3 clusters Score -196025.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -196028.593750 Penalty: 753.544739 Iteration 25Q: 3 clusters Score -196028.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -196032.078125 Penalty: 753.544739 Iteration 26Q: 3 clusters Score -196032.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -196032.828125 Penalty: 753.544739 Iteration 27Q: 3 clusters Score -196032.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -196033.312500 Penalty: 753.544739 Iteration 28Q: 3 clusters Score -196033.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -196033.468750 Penalty: 753.544739 Iteration 29Q: 3 clusters Score -196033.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -196034.359375 Penalty: 753.544739 Iteration 30Q: 3 clusters Score -196034.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -196034.484375 Penalty: 753.544739 Iteration 31Q: 3 clusters Score -196034.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -196034.703125 Penalty: 753.544739 Iteration 32Q: 3 clusters Score -196034.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -196034.656250 Penalty: 753.544739 Iteration 33Q: 3 clusters Score -196034.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -196035.218750 Penalty: 753.544739 Iteration 34Q: 3 clusters Score -196035.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -196035.218750 Penalty: 753.544739 Iteration 35F: 3 clusters Score -196035.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -13511.456055 Penalty: 262.173340 Iteration 0F: 2 clusters Score -13511.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -13139.283203 Penalty: 524.346680 Iteration 0F: 3 clusters Score -13139.28 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -13223.403320 Penalty: 524.346680 Iteration 1F: 3 clusters Score -13223.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -13253.000000 Penalty: 524.346680 Iteration 2F: 3 clusters Score -13253 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13278.687500 Penalty: 524.346680 Iteration 3F: 3 clusters Score -13278.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -13289.507812 Penalty: 524.346680 Iteration 4Q: 3 clusters Score -13289.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -13296.069336 Penalty: 524.346680 Iteration 5Q: 3 clusters Score -13296.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -13297.758789 Penalty: 524.346680 Iteration 6Q: 3 clusters Score -13297.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13298.680664 Penalty: 524.346680 Iteration 7Q: 3 clusters Score -13298.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13298.680664 Penalty: 524.346680 Iteration 8F: 3 clusters Score -13298.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Entering Unmasked Estep Score: -120989.125000 Penalty: 356.877258 Iteration 0F: 2 clusters Score -120989.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -119202.625000 Penalty: 713.754517 Iteration 0F: 3 clusters Score -119202.6 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -119780.789062 Penalty: 713.754517 Iteration 1F: 3 clusters Score -119780.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -119874.523438 Penalty: 713.754517 Iteration 2F: 3 clusters Score -119874.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -119989.406250 Penalty: 713.754517 Iteration 3F: 3 clusters Score -119989.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -120111.406250 Penalty: 713.754517 Iteration 4F: 3 clusters Score -120111.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -120238.453125 Penalty: 713.754517 Iteration 5F: 3 clusters Score -120238.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -120339.937500 Penalty: 713.754517 Iteration 6F: 3 clusters Score -120339.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -120414.187500 Penalty: 713.754517 Iteration 7Q: 3 clusters Score -120414.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -120484.390625 Penalty: 713.754517 Iteration 8Q: 3 clusters Score -120484.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -120546.281250 Penalty: 713.754517 Iteration 9Q: 3 clusters Score -120546.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -120590.421875 Penalty: 713.754517 Iteration 10Q: 3 clusters Score -120590.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -120615.546875 Penalty: 713.754517 Iteration 11Q: 3 clusters Score -120615.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -120637.367188 Penalty: 713.754517 Iteration 12Q: 3 clusters Score -120637.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -120648.539062 Penalty: 713.754517 Iteration 13Q: 3 clusters Score -120648.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -120657.492188 Penalty: 713.754517 Iteration 14Q: 3 clusters Score -120657.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -120661.820312 Penalty: 713.754517 Iteration 15Q: 3 clusters Score -120661.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -120666.140625 Penalty: 713.754517 Iteration 16Q: 3 clusters Score -120666.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -120670.718750 Penalty: 713.754517 Iteration 17Q: 3 clusters Score -120670.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -120673.593750 Penalty: 713.754517 Iteration 18Q: 3 clusters Score -120673.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -120676.242188 Penalty: 713.754517 Iteration 19Q: 3 clusters Score -120676.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -120677.468750 Penalty: 713.754517 Iteration 20F: 3 clusters Score -120677.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Entering Unmasked Estep Score: -16765.568359 Penalty: 269.309662 Iteration 0F: 2 clusters Score -16765.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -16366.142578 Penalty: 538.619324 Iteration 0F: 3 clusters Score -16366.14 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -16525.195312 Penalty: 538.619324 Iteration 1F: 3 clusters Score -16525.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -16550.164062 Penalty: 538.619324 Iteration 2F: 3 clusters Score -16550.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -16559.623047 Penalty: 538.619324 Iteration 3Q: 3 clusters Score -16559.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -16562.894531 Penalty: 538.619324 Iteration 4Q: 3 clusters Score -16562.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -16564.367188 Penalty: 538.619324 Iteration 5Q: 3 clusters Score -16564.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -16564.367188 Penalty: 538.619324 Iteration 6F: 3 clusters Score -16564.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (48312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48312 members Entering Unmasked Estep Score: -2535560.250000 Penalty: 490.737335 Iteration 0F: 2 clusters Score -2535560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24009 members Mstep: Class 2 contains 24303 members Entering Unmasked Estep Score: -2503096.500000 Penalty: 981.474670 Iteration 0F: 3 clusters Score -2503096 nChanged 23332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22177 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -2516660.750000 Penalty: 981.474670 Iteration 1F: 3 clusters Score -2516661 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20792 members Mstep: Class 2 contains 27520 members Entering Unmasked Estep Score: -2517306.250000 Penalty: 981.474670 Iteration 2Q: 3 clusters Score -2517306 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18671 members Mstep: Class 2 contains 29641 members Entering Unmasked Estep Score: -2518407.250000 Penalty: 981.474670 Iteration 3Q: 3 clusters Score -2518407 nChanged 3453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15324 members Mstep: Class 2 contains 32988 members Entering Unmasked Estep Score: -2520658.750000 Penalty: 981.474670 Iteration 4F: 3 clusters Score -2520659 nChanged 4553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10819 members Mstep: Class 2 contains 37493 members Entering Unmasked Estep Score: -2524526.750000 Penalty: 981.474670 Iteration 5F: 3 clusters Score -2524527 nChanged 4946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 42427 members Entering Unmasked Estep Score: -2529449.750000 Penalty: 981.474670 Iteration 6F: 3 clusters Score -2529450 nChanged 3478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 45903 members Entering Unmasked Estep Score: -2533048.250000 Penalty: 981.474670 Iteration 7F: 3 clusters Score -2533048 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 47318 members Entering Unmasked Estep Score: -2534519.000000 Penalty: 981.474670 Iteration 8Q: 3 clusters Score -2534519 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 47702 members Entering Unmasked Estep Score: -2535032.250000 Penalty: 981.474670 Iteration 9Q: 3 clusters Score -2535032 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 47790 members Entering Unmasked Estep Score: -2535234.000000 Penalty: 981.474670 Iteration 10Q: 3 clusters Score -2535234 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 47813 members Entering Unmasked Estep Score: -2535298.000000 Penalty: 981.474670 Iteration 11Q: 3 clusters Score -2535298 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 47833 members Entering Unmasked Estep Score: -2535333.500000 Penalty: 981.474670 Iteration 12Q: 3 clusters Score -2535334 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 47839 members Entering Unmasked Estep Score: -2535346.250000 Penalty: 981.474670 Iteration 13Q: 3 clusters Score -2535346 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 47845 members Entering Unmasked Estep Score: -2535352.000000 Penalty: 981.474670 Iteration 14Q: 3 clusters Score -2535352 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 47851 members Entering Unmasked Estep Score: -2535355.250000 Penalty: 981.474670 Iteration 15Q: 3 clusters Score -2535355 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 47851 members Entering Unmasked Estep Score: -2535356.750000 Penalty: 981.474670 Iteration 16Q: 3 clusters Score -2535357 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 47849 members Entering Unmasked Estep Score: -2535357.500000 Penalty: 981.474670 Iteration 17Q: 3 clusters Score -2535358 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 47848 members Entering Unmasked Estep Score: -2535359.000000 Penalty: 981.474670 Iteration 18Q: 3 clusters Score -2535359 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 47848 members Entering Unmasked Estep Score: -2535359.000000 Penalty: 981.474670 Iteration 19F: 3 clusters Score -2535359 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -5115.920898 Penalty: 224.844727 Iteration 0F: 2 clusters Score -5115.921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4881.685059 Penalty: 449.689453 Iteration 0F: 3 clusters Score -4881.685 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4942.193359 Penalty: 449.689453 Iteration 1F: 3 clusters Score -4942.193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4957.784180 Penalty: 449.689453 Iteration 2F: 3 clusters Score -4957.784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4959.540039 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -4959.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4960.423340 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -4960.423 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4960.423340 Penalty: 449.689453 Iteration 5F: 3 clusters Score -4960.423 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Entering Unmasked Estep Score: -85147.968750 Penalty: 335.316833 Iteration 0F: 2 clusters Score -85147.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -83945.523438 Penalty: 670.633667 Iteration 0F: 3 clusters Score -83945.52 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -84329.492188 Penalty: 670.633667 Iteration 1F: 3 clusters Score -84329.49 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -84386.484375 Penalty: 670.633667 Iteration 2F: 3 clusters Score -84386.48 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -84418.109375 Penalty: 670.633667 Iteration 3Q: 3 clusters Score -84418.11 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -84440.164062 Penalty: 670.633667 Iteration 4Q: 3 clusters Score -84440.16 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -84460.085938 Penalty: 670.633667 Iteration 5Q: 3 clusters Score -84460.09 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -84481.398438 Penalty: 670.633667 Iteration 6Q: 3 clusters Score -84481.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -84507.273438 Penalty: 670.633667 Iteration 7Q: 3 clusters Score -84507.27 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -84555.953125 Penalty: 670.633667 Iteration 8Q: 3 clusters Score -84555.95 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -84604.945312 Penalty: 670.633667 Iteration 9Q: 3 clusters Score -84604.95 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -84647.843750 Penalty: 670.633667 Iteration 10Q: 3 clusters Score -84647.84 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -84682.828125 Penalty: 670.633667 Iteration 11Q: 3 clusters Score -84682.83 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -84710.046875 Penalty: 670.633667 Iteration 12Q: 3 clusters Score -84710.05 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -84730.890625 Penalty: 670.633667 Iteration 13Q: 3 clusters Score -84730.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -84748.250000 Penalty: 670.633667 Iteration 14Q: 3 clusters Score -84748.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -84760.625000 Penalty: 670.633667 Iteration 15Q: 3 clusters Score -84760.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -84772.312500 Penalty: 670.633667 Iteration 16Q: 3 clusters Score -84772.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -84776.476562 Penalty: 670.633667 Iteration 17Q: 3 clusters Score -84776.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -84782.242188 Penalty: 670.633667 Iteration 18Q: 3 clusters Score -84782.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -84785.906250 Penalty: 670.633667 Iteration 19Q: 3 clusters Score -84785.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -84791.281250 Penalty: 670.633667 Iteration 20F: 3 clusters Score -84791.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -84796.132812 Penalty: 670.633667 Iteration 21Q: 3 clusters Score -84796.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -84802.539062 Penalty: 670.633667 Iteration 22Q: 3 clusters Score -84802.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -84806.273438 Penalty: 670.633667 Iteration 23Q: 3 clusters Score -84806.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -84812.101562 Penalty: 670.633667 Iteration 24Q: 3 clusters Score -84812.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -84817.085938 Penalty: 670.633667 Iteration 25Q: 3 clusters Score -84817.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -84822.437500 Penalty: 670.633667 Iteration 26Q: 3 clusters Score -84822.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -84826.289062 Penalty: 670.633667 Iteration 27Q: 3 clusters Score -84826.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -84829.187500 Penalty: 670.633667 Iteration 28Q: 3 clusters Score -84829.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -84831.875000 Penalty: 670.633667 Iteration 29Q: 3 clusters Score -84831.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -84833.812500 Penalty: 670.633667 Iteration 30Q: 3 clusters Score -84833.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -84836.156250 Penalty: 670.633667 Iteration 31Q: 3 clusters Score -84836.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -84839.046875 Penalty: 670.633667 Iteration 32Q: 3 clusters Score -84839.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -84841.437500 Penalty: 670.633667 Iteration 33Q: 3 clusters Score -84841.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -84843.437500 Penalty: 670.633667 Iteration 34Q: 3 clusters Score -84843.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -84845.968750 Penalty: 670.633667 Iteration 35Q: 3 clusters Score -84845.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -84848.242188 Penalty: 670.633667 Iteration 36Q: 3 clusters Score -84848.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -84849.445312 Penalty: 670.633667 Iteration 37Q: 3 clusters Score -84849.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -84850.507812 Penalty: 670.633667 Iteration 38Q: 3 clusters Score -84850.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -84851.429688 Penalty: 670.633667 Iteration 39Q: 3 clusters Score -84851.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -84851.906250 Penalty: 670.633667 Iteration 40F: 3 clusters Score -84851.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -84852.789062 Penalty: 670.633667 Iteration 41Q: 3 clusters Score -84852.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -84853.562500 Penalty: 670.633667 Iteration 42Q: 3 clusters Score -84853.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -84855.187500 Penalty: 670.633667 Iteration 43Q: 3 clusters Score -84855.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -84855.664062 Penalty: 670.633667 Iteration 44Q: 3 clusters Score -84855.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -84855.664062 Penalty: 670.633667 Iteration 45F: 3 clusters Score -84855.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (4076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Entering Unmasked Estep Score: -191166.828125 Penalty: 378.235626 Iteration 0F: 2 clusters Score -191166.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -188402.812500 Penalty: 756.471252 Iteration 0F: 3 clusters Score -188402.8 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -189545.375000 Penalty: 756.471252 Iteration 1F: 3 clusters Score -189545.4 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -189821.515625 Penalty: 756.471252 Iteration 2F: 3 clusters Score -189821.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -190105.031250 Penalty: 756.471252 Iteration 3F: 3 clusters Score -190105 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -190386.484375 Penalty: 756.471252 Iteration 4F: 3 clusters Score -190386.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -190600.781250 Penalty: 756.471252 Iteration 5F: 3 clusters Score -190600.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -190730.109375 Penalty: 756.471252 Iteration 6Q: 3 clusters Score -190730.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -190823.500000 Penalty: 756.471252 Iteration 7Q: 3 clusters Score -190823.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -190882.968750 Penalty: 756.471252 Iteration 8Q: 3 clusters Score -190883 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -190926.359375 Penalty: 756.471252 Iteration 9Q: 3 clusters Score -190926.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -190960.484375 Penalty: 756.471252 Iteration 10Q: 3 clusters Score -190960.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -190983.125000 Penalty: 756.471252 Iteration 11Q: 3 clusters Score -190983.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -190996.781250 Penalty: 756.471252 Iteration 12Q: 3 clusters Score -190996.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -191008.109375 Penalty: 756.471252 Iteration 13Q: 3 clusters Score -191008.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -191014.703125 Penalty: 756.471252 Iteration 14Q: 3 clusters Score -191014.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -191017.843750 Penalty: 756.471252 Iteration 15Q: 3 clusters Score -191017.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -191020.812500 Penalty: 756.471252 Iteration 16Q: 3 clusters Score -191020.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -191023.093750 Penalty: 756.471252 Iteration 17Q: 3 clusters Score -191023.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -191024.625000 Penalty: 756.471252 Iteration 18Q: 3 clusters Score -191024.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -191025.671875 Penalty: 756.471252 Iteration 19Q: 3 clusters Score -191025.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -191026.234375 Penalty: 756.471252 Iteration 20F: 3 clusters Score -191026.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -191026.046875 Penalty: 756.471252 Iteration 21Q: 3 clusters Score -191026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -191026.421875 Penalty: 756.471252 Iteration 22Q: 3 clusters Score -191026.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -191026.734375 Penalty: 756.471252 Iteration 23Q: 3 clusters Score -191026.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -191026.734375 Penalty: 756.471252 Iteration 24F: 3 clusters Score -191026.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Entering Unmasked Estep Score: -135340.375000 Penalty: 356.446838 Iteration 0F: 2 clusters Score -135340.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -133554.406250 Penalty: 712.893677 Iteration 0F: 3 clusters Score -133554.4 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -134240.140625 Penalty: 712.893677 Iteration 1F: 3 clusters Score -134240.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -134340.000000 Penalty: 712.893677 Iteration 2F: 3 clusters Score -134340 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -134433.609375 Penalty: 712.893677 Iteration 3F: 3 clusters Score -134433.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -134545.078125 Penalty: 712.893677 Iteration 4F: 3 clusters Score -134545.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -134660.234375 Penalty: 712.893677 Iteration 5F: 3 clusters Score -134660.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -134753.281250 Penalty: 712.893677 Iteration 6Q: 3 clusters Score -134753.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -134834.828125 Penalty: 712.893677 Iteration 7Q: 3 clusters Score -134834.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -134896.171875 Penalty: 712.893677 Iteration 8Q: 3 clusters Score -134896.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -134941.140625 Penalty: 712.893677 Iteration 9Q: 3 clusters Score -134941.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -134962.640625 Penalty: 712.893677 Iteration 10Q: 3 clusters Score -134962.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -134977.796875 Penalty: 712.893677 Iteration 11Q: 3 clusters Score -134977.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -134988.546875 Penalty: 712.893677 Iteration 12Q: 3 clusters Score -134988.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -134995.312500 Penalty: 712.893677 Iteration 13Q: 3 clusters Score -134995.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -135004.468750 Penalty: 712.893677 Iteration 14Q: 3 clusters Score -135004.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -135010.828125 Penalty: 712.893677 Iteration 15Q: 3 clusters Score -135010.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -135016.656250 Penalty: 712.893677 Iteration 16Q: 3 clusters Score -135016.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -135018.828125 Penalty: 712.893677 Iteration 17Q: 3 clusters Score -135018.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -135019.578125 Penalty: 712.893677 Iteration 18Q: 3 clusters Score -135019.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -135019.984375 Penalty: 712.893677 Iteration 19Q: 3 clusters Score -135020 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -135019.984375 Penalty: 712.893677 Iteration 20F: 3 clusters Score -135020 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (77 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Entering Unmasked Estep Score: -3348.016113 Penalty: 197.643143 Iteration 0F: 2 clusters Score -3348.016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3154.576172 Penalty: 395.286285 Iteration 0F: 3 clusters Score -3154.576 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3181.661621 Penalty: 395.286285 Iteration 1F: 3 clusters Score -3181.662 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3182.995361 Penalty: 395.286285 Iteration 2Q: 3 clusters Score -3182.995 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -3186.832275 Penalty: 395.286285 Iteration 3Q: 3 clusters Score -3186.832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3187.794434 Penalty: 395.286285 Iteration 4Q: 3 clusters Score -3187.794 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3187.794434 Penalty: 395.286285 Iteration 5F: 3 clusters Score -3187.794 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Entering Unmasked Estep Score: -3980.437500 Penalty: 210.880173 Iteration 0F: 2 clusters Score -3980.438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3782.677246 Penalty: 421.760345 Iteration 0F: 3 clusters Score -3782.677 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3825.774902 Penalty: 421.760345 Iteration 1F: 3 clusters Score -3825.775 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3864.690918 Penalty: 421.760345 Iteration 2F: 3 clusters Score -3864.691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3870.056152 Penalty: 421.760345 Iteration 3Q: 3 clusters Score -3870.056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3870.056152 Penalty: 421.760345 Iteration 4F: 3 clusters Score -3870.056 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Entering Unmasked Estep Score: -118201.476562 Penalty: 357.197418 Iteration 0F: 2 clusters Score -118201.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -116409.750000 Penalty: 714.394836 Iteration 0F: 3 clusters Score -116409.8 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -116979.273438 Penalty: 714.394836 Iteration 1F: 3 clusters Score -116979.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -117054.070312 Penalty: 714.394836 Iteration 2F: 3 clusters Score -117054.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -117127.171875 Penalty: 714.394836 Iteration 3F: 3 clusters Score -117127.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -117209.164062 Penalty: 714.394836 Iteration 4F: 3 clusters Score -117209.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -117282.187500 Penalty: 714.394836 Iteration 5F: 3 clusters Score -117282.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -117372.218750 Penalty: 714.394836 Iteration 6Q: 3 clusters Score -117372.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -117472.609375 Penalty: 714.394836 Iteration 7Q: 3 clusters Score -117472.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -117576.484375 Penalty: 714.394836 Iteration 8Q: 3 clusters Score -117576.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -117674.179688 Penalty: 714.394836 Iteration 9Q: 3 clusters Score -117674.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -117730.312500 Penalty: 714.394836 Iteration 10Q: 3 clusters Score -117730.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -117768.617188 Penalty: 714.394836 Iteration 11Q: 3 clusters Score -117768.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -117810.203125 Penalty: 714.394836 Iteration 12Q: 3 clusters Score -117810.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -117858.976562 Penalty: 714.394836 Iteration 13Q: 3 clusters Score -117859 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -117892.257812 Penalty: 714.394836 Iteration 14Q: 3 clusters Score -117892.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -117920.656250 Penalty: 714.394836 Iteration 15Q: 3 clusters Score -117920.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -117954.226562 Penalty: 714.394836 Iteration 16Q: 3 clusters Score -117954.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -117982.523438 Penalty: 714.394836 Iteration 17Q: 3 clusters Score -117982.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -118000.914062 Penalty: 714.394836 Iteration 18Q: 3 clusters Score -118000.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -118013.484375 Penalty: 714.394836 Iteration 19Q: 3 clusters Score -118013.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -118020.109375 Penalty: 714.394836 Iteration 20F: 3 clusters Score -118020.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -118024.265625 Penalty: 714.394836 Iteration 21Q: 3 clusters Score -118024.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -118026.453125 Penalty: 714.394836 Iteration 22Q: 3 clusters Score -118026.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -118027.656250 Penalty: 714.394836 Iteration 23Q: 3 clusters Score -118027.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -118027.828125 Penalty: 714.394836 Iteration 24Q: 3 clusters Score -118027.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -118027.828125 Penalty: 714.394836 Iteration 25Q: 3 clusters Score -118027.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -118027.828125 Penalty: 714.394836 Iteration 26F: 3 clusters Score -118027.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Entering Unmasked Estep Score: -8618.203125 Penalty: 243.293381 Iteration 0F: 2 clusters Score -8618.203 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8369.697266 Penalty: 486.586761 Iteration 0F: 3 clusters Score -8369.697 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -8496.672852 Penalty: 486.586761 Iteration 1F: 3 clusters Score -8496.673 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -8522.827148 Penalty: 486.586761 Iteration 2F: 3 clusters Score -8522.827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -8530.705078 Penalty: 486.586761 Iteration 3Q: 3 clusters Score -8530.705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -8540.159180 Penalty: 486.586761 Iteration 4Q: 3 clusters Score -8540.159 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -8545.296875 Penalty: 486.586761 Iteration 5Q: 3 clusters Score -8545.297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -8554.071289 Penalty: 486.586761 Iteration 6Q: 3 clusters Score -8554.071 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -8555.395508 Penalty: 486.586761 Iteration 7Q: 3 clusters Score -8555.396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -8559.048828 Penalty: 486.586761 Iteration 8Q: 3 clusters Score -8559.049 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -8564.798828 Penalty: 486.586761 Iteration 9Q: 3 clusters Score -8564.799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -8564.798828 Penalty: 486.586761 Iteration 10F: 3 clusters Score -8564.799 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Entering Unmasked Estep Score: -29722.755859 Penalty: 299.038879 Iteration 0F: 2 clusters Score -29722.76 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 381 members Entering Unmasked Estep Score: -29111.820312 Penalty: 598.077759 Iteration 0F: 3 clusters Score -29111.82 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -29275.132812 Penalty: 598.077759 Iteration 1F: 3 clusters Score -29275.13 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -29317.109375 Penalty: 598.077759 Iteration 2F: 3 clusters Score -29317.11 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -29357.900391 Penalty: 598.077759 Iteration 3F: 3 clusters Score -29357.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -29404.439453 Penalty: 598.077759 Iteration 4F: 3 clusters Score -29404.44 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -29450.650391 Penalty: 598.077759 Iteration 5F: 3 clusters Score -29450.65 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -29483.160156 Penalty: 598.077759 Iteration 6Q: 3 clusters Score -29483.16 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -29521.402344 Penalty: 598.077759 Iteration 7Q: 3 clusters Score -29521.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -29582.244141 Penalty: 598.077759 Iteration 8Q: 3 clusters Score -29582.24 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -29646.152344 Penalty: 598.077759 Iteration 9Q: 3 clusters Score -29646.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -29690.654297 Penalty: 598.077759 Iteration 10Q: 3 clusters Score -29690.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29708.283203 Penalty: 598.077759 Iteration 11Q: 3 clusters Score -29708.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -29714.914062 Penalty: 598.077759 Iteration 12Q: 3 clusters Score -29714.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -29716.384766 Penalty: 598.077759 Iteration 13Q: 3 clusters Score -29716.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -29717.585938 Penalty: 598.077759 Iteration 14Q: 3 clusters Score -29717.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -29718.607422 Penalty: 598.077759 Iteration 15Q: 3 clusters Score -29718.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -29719.527344 Penalty: 598.077759 Iteration 16Q: 3 clusters Score -29719.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -29719.703125 Penalty: 598.077759 Iteration 17Q: 3 clusters Score -29719.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29720.085938 Penalty: 598.077759 Iteration 18Q: 3 clusters Score -29720.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -29720.085938 Penalty: 598.077759 Iteration 19F: 3 clusters Score -29720.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Entering Unmasked Estep Score: -34911.800781 Penalty: 306.043610 Iteration 0F: 2 clusters Score -34911.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -34220.550781 Penalty: 612.087219 Iteration 0F: 3 clusters Score -34220.55 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -34439.011719 Penalty: 612.087219 Iteration 1F: 3 clusters Score -34439.01 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -34490.343750 Penalty: 612.087219 Iteration 2F: 3 clusters Score -34490.34 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -34519.816406 Penalty: 612.087219 Iteration 3Q: 3 clusters Score -34519.82 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -34539.687500 Penalty: 612.087219 Iteration 4Q: 3 clusters Score -34539.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -34566.253906 Penalty: 612.087219 Iteration 5Q: 3 clusters Score -34566.25 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -34584.023438 Penalty: 612.087219 Iteration 6Q: 3 clusters Score -34584.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -34592.785156 Penalty: 612.087219 Iteration 7Q: 3 clusters Score -34592.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -34603.761719 Penalty: 612.087219 Iteration 8Q: 3 clusters Score -34603.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -34611.003906 Penalty: 612.087219 Iteration 9Q: 3 clusters Score -34611 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -34616.550781 Penalty: 612.087219 Iteration 10Q: 3 clusters Score -34616.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -34620.816406 Penalty: 612.087219 Iteration 11Q: 3 clusters Score -34620.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -34622.195312 Penalty: 612.087219 Iteration 12Q: 3 clusters Score -34622.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -34622.804688 Penalty: 612.087219 Iteration 13Q: 3 clusters Score -34622.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -34623.437500 Penalty: 612.087219 Iteration 14Q: 3 clusters Score -34623.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -34624.347656 Penalty: 612.087219 Iteration 15Q: 3 clusters Score -34624.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -34625.800781 Penalty: 612.087219 Iteration 16Q: 3 clusters Score -34625.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -34626.023438 Penalty: 612.087219 Iteration 17Q: 3 clusters Score -34626.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -34626.023438 Penalty: 612.087219 Iteration 18F: 3 clusters Score -34626.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Entering Unmasked Estep Score: -8626.528320 Penalty: 236.026047 Iteration 0F: 2 clusters Score -8626.528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -8347.004883 Penalty: 472.052094 Iteration 0F: 3 clusters Score -8347.005 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8409.392578 Penalty: 472.052094 Iteration 1F: 3 clusters Score -8409.393 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -8422.908203 Penalty: 472.052094 Iteration 2F: 3 clusters Score -8422.908 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (203437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203437 members Entering Unmasked Estep Score: -10010162.000000 Penalty: 556.151611 Iteration 0F: 2 clusters Score -1.001016e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101902 members Mstep: Class 2 contains 101535 members Entering Unmasked Estep Score: -9874215.000000 Penalty: 1112.303223 Iteration 0F: 3 clusters Score -9874215 nChanged 100152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107708 members Mstep: Class 2 contains 95729 members Entering Unmasked Estep Score: -9936238.000000 Penalty: 1112.303223 Iteration 1F: 3 clusters Score -9936238 nChanged 7807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110327 members Mstep: Class 2 contains 93110 members Entering Unmasked Estep Score: -9939141.000000 Penalty: 1112.303223 Iteration 2Q: 3 clusters Score -9939141 nChanged 9384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114359 members Mstep: Class 2 contains 89078 members Entering Unmasked Estep Score: -9943689.000000 Penalty: 1112.303223 Iteration 3Q: 3 clusters Score -9943689 nChanged 11325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120484 members Mstep: Class 2 contains 82953 members Entering Unmasked Estep Score: -9950841.000000 Penalty: 1112.303223 Iteration 4F: 3 clusters Score -9950841 nChanged 12985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128313 members Mstep: Class 2 contains 75124 members Entering Unmasked Estep Score: -9960541.000000 Penalty: 1112.303223 Iteration 5F: 3 clusters Score -9960541 nChanged 13095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136210 members Mstep: Class 2 contains 67227 members Entering Unmasked Estep Score: -9970280.000000 Penalty: 1112.303223 Iteration 6F: 3 clusters Score -9970280 nChanged 11293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142975 members Mstep: Class 2 contains 60462 members Entering Unmasked Estep Score: -9977104.000000 Penalty: 1112.303223 Iteration 7F: 3 clusters Score -9977104 nChanged 8448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148495 members Mstep: Class 2 contains 54942 members Entering Unmasked Estep Score: -9981027.000000 Penalty: 1112.303223 Iteration 8Q: 3 clusters Score -9981027 nChanged 6270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153575 members Mstep: Class 2 contains 49862 members Entering Unmasked Estep Score: -9983563.000000 Penalty: 1112.303223 Iteration 9Q: 3 clusters Score -9983563 nChanged 5283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158552 members Mstep: Class 2 contains 44885 members Entering Unmasked Estep Score: -9985530.000000 Penalty: 1112.303223 Iteration 10Q: 3 clusters Score -9985530 nChanged 5090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163582 members Mstep: Class 2 contains 39855 members Entering Unmasked Estep Score: -9987672.000000 Penalty: 1112.303223 Iteration 11Q: 3 clusters Score -9987672 nChanged 5181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168761 members Mstep: Class 2 contains 34676 members Entering Unmasked Estep Score: -9989967.000000 Penalty: 1112.303223 Iteration 12Q: 3 clusters Score -9989967 nChanged 5207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173968 members Mstep: Class 2 contains 29469 members Entering Unmasked Estep Score: -9992569.000000 Penalty: 1112.303223 Iteration 13Q: 3 clusters Score -9992569 nChanged 5051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179019 members Mstep: Class 2 contains 24418 members Entering Unmasked Estep Score: -9995104.000000 Penalty: 1112.303223 Iteration 14Q: 3 clusters Score -9995104 nChanged 4775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183794 members Mstep: Class 2 contains 19643 members Entering Unmasked Estep Score: -9997675.000000 Penalty: 1112.303223 Iteration 15Q: 3 clusters Score -9997675 nChanged 4392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188186 members Mstep: Class 2 contains 15251 members Entering Unmasked Estep Score: -10000278.000000 Penalty: 1112.303223 Iteration 16Q: 3 clusters Score -1.000028e+07 nChanged 3838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192024 members Mstep: Class 2 contains 11413 members Entering Unmasked Estep Score: -10002679.000000 Penalty: 1112.303223 Iteration 17Q: 3 clusters Score -1.000268e+07 nChanged 3225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195249 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -10004656.000000 Penalty: 1112.303223 Iteration 18Q: 3 clusters Score -1.000466e+07 nChanged 2656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197905 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -10006435.000000 Penalty: 1112.303223 Iteration 19Q: 3 clusters Score -1.000644e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199866 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -10007663.000000 Penalty: 1112.303223 Iteration 20F: 3 clusters Score -1.000766e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201137 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -10008490.000000 Penalty: 1112.303223 Iteration 21Q: 3 clusters Score -1.000849e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201950 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -10008985.000000 Penalty: 1112.303223 Iteration 22Q: 3 clusters Score -1.000898e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202456 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -10009274.000000 Penalty: 1112.303223 Iteration 23Q: 3 clusters Score -1.000927e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202744 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -10009397.000000 Penalty: 1112.303223 Iteration 24Q: 3 clusters Score -1.00094e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202920 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -10009490.000000 Penalty: 1112.303223 Iteration 25Q: 3 clusters Score -1.000949e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203031 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -10009547.000000 Penalty: 1112.303223 Iteration 26Q: 3 clusters Score -1.000955e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203101 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -10009587.000000 Penalty: 1112.303223 Iteration 27Q: 3 clusters Score -1.000959e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203159 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -10009609.000000 Penalty: 1112.303223 Iteration 28Q: 3 clusters Score -1.000961e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203194 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -10009638.000000 Penalty: 1112.303223 Iteration 29Q: 3 clusters Score -1.000964e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203211 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -10009657.000000 Penalty: 1112.303223 Iteration 30Q: 3 clusters Score -1.000966e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203226 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -10009655.000000 Penalty: 1112.303223 Iteration 31Q: 3 clusters Score -1.000966e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203244 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -10009679.000000 Penalty: 1112.303223 Iteration 32Q: 3 clusters Score -1.000968e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203256 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -10009683.000000 Penalty: 1112.303223 Iteration 33Q: 3 clusters Score -1.000968e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203261 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -10009686.000000 Penalty: 1112.303223 Iteration 34Q: 3 clusters Score -1.000969e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203269 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -10009686.000000 Penalty: 1112.303223 Iteration 35Q: 3 clusters Score -1.000969e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203272 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -10009696.000000 Penalty: 1112.303223 Iteration 36Q: 3 clusters Score -1.00097e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203275 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -10009695.000000 Penalty: 1112.303223 Iteration 37Q: 3 clusters Score -1.00097e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203276 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10009695.000000 Penalty: 1112.303223 Iteration 38Q: 3 clusters Score -1.00097e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203276 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10009695.000000 Penalty: 1112.303223 Iteration 39F: 3 clusters Score -1.00097e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -6355.514160 Penalty: 223.190002 Iteration 0F: 2 clusters Score -6355.514 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6125.617188 Penalty: 446.380005 Iteration 0F: 3 clusters Score -6125.617 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6159.519531 Penalty: 446.380005 Iteration 1F: 3 clusters Score -6159.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6180.734863 Penalty: 446.380005 Iteration 2F: 3 clusters Score -6180.735 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6182.981934 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -6182.982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6183.803711 Penalty: 446.380005 Iteration 4Q: 3 clusters Score -6183.804 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6183.803711 Penalty: 446.380005 Iteration 5F: 3 clusters Score -6183.804 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Entering Unmasked Estep Score: -9332.564453 Penalty: 240.845367 Iteration 0F: 2 clusters Score -9332.564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9027.813477 Penalty: 481.690735 Iteration 0F: 3 clusters Score -9027.813 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -9083.051758 Penalty: 481.690735 Iteration 1F: 3 clusters Score -9083.052 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9103.282227 Penalty: 481.690735 Iteration 2Q: 3 clusters Score -9103.282 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9110.819336 Penalty: 481.690735 Iteration 3Q: 3 clusters Score -9110.819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9112.783203 Penalty: 481.690735 Iteration 4Q: 3 clusters Score -9112.783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9113.161133 Penalty: 481.690735 Iteration 5Q: 3 clusters Score -9113.161 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9113.161133 Penalty: 481.690735 Iteration 6F: 3 clusters Score -9113.161 nChanged 0 --- Evaluating fit on full set of 1517107 points --- Entering Unmasked Estep Score: -72845912.000000 Penalty: 20722.251953 21->33 Clusters: Score -72845912.000000, best is -72841872.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 505702 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23996 members Mstep: Class 2 contains 24216 members Mstep: Class 3 contains 24226 members Mstep: Class 4 contains 24051 members Mstep: Class 5 contains 24075 members Mstep: Class 6 contains 24266 members Mstep: Class 7 contains 24152 members Mstep: Class 8 contains 23904 members Mstep: Class 9 contains 24202 members Mstep: Class 10 contains 24007 members Mstep: Class 11 contains 24186 members Mstep: Class 12 contains 24020 members Mstep: Class 13 contains 24202 members Mstep: Class 14 contains 24077 members Mstep: Class 15 contains 23981 members Mstep: Class 16 contains 24243 members Mstep: Class 17 contains 23933 members Mstep: Class 18 contains 24045 members Mstep: Class 19 contains 24015 members Mstep: Class 20 contains 24000 members Mstep: Class 21 contains 23905 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 38.650791 but Gain 597.583984 Score: -19794080.000000 Penalty: 11951.669922 Iteration 0F: 21 clusters Score -1.979408e+07 nChanged 481656 Entering Unmasked Mstep Mstep: Class 0 contains 2961 members Mstep: Class 1 contains 301346 members Mstep: Class 2 contains 3190 members Mstep: Class 3 contains 9367 members Mstep: Class 4 contains 3860 members Mstep: Class 5 contains 15101 members Mstep: Class 6 contains 22188 members Mstep: Class 7 contains 38579 members Mstep: Class 9 contains 944 members Mstep: Class 10 contains 5400 members Mstep: Class 11 contains 1776 members Mstep: Class 12 contains 5308 members Mstep: Class 13 contains 4558 members Mstep: Class 14 contains 22642 members Mstep: Class 15 contains 31950 members Mstep: Class 16 contains 2398 members Mstep: Class 17 contains 6151 members Mstep: Class 18 contains 16090 members Mstep: Class 19 contains 883 members Mstep: Class 20 contains 6090 members Mstep: Class 21 contains 4920 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 377.971741 but Gain 597.583008 Score: -23559564.000000 Penalty: 11354.086914 Iteration 1F: 20 clusters Score -2.355956e+07 nChanged 137027 Entering Unmasked Mstep Mstep: Class 0 contains 2298 members Mstep: Class 1 contains 348139 members Mstep: Class 2 contains 805 members Mstep: Class 3 contains 4810 members Mstep: Class 5 contains 9744 members Mstep: Class 6 contains 29974 members Mstep: Class 7 contains 24312 members Mstep: Class 9 contains 411 members Mstep: Class 10 contains 12033 members Mstep: Class 11 contains 3569 members Mstep: Class 12 contains 10363 members Mstep: Class 13 contains 9759 members Mstep: Class 14 contains 11416 members Mstep: Class 15 contains 18924 members Mstep: Class 16 contains 2781 members Mstep: Class 17 contains 3101 members Mstep: Class 18 contains 3191 members Mstep: Class 19 contains 606 members Mstep: Class 20 contains 1859 members Mstep: Class 21 contains 7607 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 172.370636 but Gain 597.583984 Score: -23799934.000000 Penalty: 10756.502930 Iteration 2F: 19 clusters Score -2.379993e+07 nChanged 68695 Entering Unmasked Mstep Mstep: Class 0 contains 1858 members Mstep: Class 1 contains 336109 members Mstep: Class 3 contains 4995 members Mstep: Class 5 contains 8191 members Mstep: Class 6 contains 50856 members Mstep: Class 7 contains 18905 members Mstep: Class 9 contains 477 members Mstep: Class 10 contains 14563 members Mstep: Class 11 contains 2851 members Mstep: Class 12 contains 17378 members Mstep: Class 13 contains 13777 members Mstep: Class 14 contains 6437 members Mstep: Class 15 contains 14832 members Mstep: Class 16 contains 1411 members Mstep: Class 17 contains 1711 members Mstep: Class 18 contains 924 members Mstep: Class 19 contains 952 members Mstep: Class 20 contains 404 members Mstep: Class 21 contains 9071 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 434.814117 but Gain 597.583008 Score: -23920176.000000 Penalty: 10158.919922 Iteration 3F: 18 clusters Score -2.392018e+07 nChanged 52151 Entering Unmasked Mstep Mstep: Class 0 contains 1329 members Mstep: Class 1 contains 309777 members Mstep: Class 3 contains 5105 members Mstep: Class 5 contains 5858 members Mstep: Class 6 contains 71320 members Mstep: Class 7 contains 18021 members Mstep: Class 9 contains 638 members Mstep: Class 10 contains 13890 members Mstep: Class 11 contains 2093 members Mstep: Class 12 contains 25124 members Mstep: Class 13 contains 16904 members Mstep: Class 14 contains 3974 members Mstep: Class 15 contains 17747 members Mstep: Class 16 contains 834 members Mstep: Class 17 contains 875 members Mstep: Class 18 contains 678 members Mstep: Class 19 contains 1344 members Mstep: Class 21 contains 10191 members Entering Unmasked Estep ConsiderDeletion Score: -24001044.000000 Penalty: 10158.919922 Iteration 4F: 18 clusters Score -2.400104e+07 nChanged 45706 Entering Unmasked Mstep Mstep: Class 0 contains 546 members Mstep: Class 1 contains 281972 members Mstep: Class 3 contains 5167 members Mstep: Class 5 contains 3770 members Mstep: Class 6 contains 88211 members Mstep: Class 7 contains 16160 members Mstep: Class 9 contains 1243 members Mstep: Class 10 contains 13195 members Mstep: Class 11 contains 1420 members Mstep: Class 12 contains 33187 members Mstep: Class 13 contains 19435 members Mstep: Class 14 contains 3133 members Mstep: Class 15 contains 22949 members Mstep: Class 16 contains 966 members Mstep: Class 17 contains 622 members Mstep: Class 18 contains 858 members Mstep: Class 19 contains 1537 members Mstep: Class 21 contains 11331 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 518.670349 but Gain 597.583984 Score: -24076816.000000 Penalty: 9561.335938 Iteration 5F: 17 clusters Score -2.407682e+07 nChanged 36826 Entering Unmasked Mstep Mstep: Class 0 contains 212 members Mstep: Class 1 contains 257851 members Mstep: Class 3 contains 5212 members Mstep: Class 5 contains 2460 members Mstep: Class 6 contains 100475 members Mstep: Class 7 contains 13742 members Mstep: Class 9 contains 1525 members Mstep: Class 10 contains 13183 members Mstep: Class 11 contains 984 members Mstep: Class 12 contains 40880 members Mstep: Class 13 contains 21424 members Mstep: Class 14 contains 2960 members Mstep: Class 15 contains 28467 members Mstep: Class 16 contains 1353 members Mstep: Class 18 contains 1061 members Mstep: Class 19 contains 1584 members Mstep: Class 21 contains 12329 members Entering Unmasked Estep ConsiderDeletion Score: -24104598.000000 Penalty: 9561.335938 Iteration 6F: 17 clusters Score -2.41046e+07 nChanged 31440 Entering Unmasked Mstep Mstep: Class 0 contains 195 members Mstep: Class 1 contains 235124 members Mstep: Class 3 contains 5241 members Mstep: Class 5 contains 1841 members Mstep: Class 6 contains 110500 members Mstep: Class 7 contains 11359 members Mstep: Class 9 contains 1536 members Mstep: Class 10 contains 13548 members Mstep: Class 11 contains 777 members Mstep: Class 12 contains 48146 members Mstep: Class 13 contains 22828 members Mstep: Class 14 contains 2993 members Mstep: Class 15 contains 34025 members Mstep: Class 16 contains 1944 members Mstep: Class 18 contains 1109 members Mstep: Class 19 contains 1590 members Mstep: Class 21 contains 12946 members Entering Unmasked Estep ConsiderDeletion Score: -24124852.000000 Penalty: 9561.335938 Iteration 7F: 17 clusters Score -2.412485e+07 nChanged 28305 Entering Unmasked Mstep Mstep: Class 0 contains 193 members Mstep: Class 1 contains 213963 members Mstep: Class 3 contains 5264 members Mstep: Class 5 contains 1591 members Mstep: Class 6 contains 118703 members Mstep: Class 7 contains 9224 members Mstep: Class 9 contains 1539 members Mstep: Class 10 contains 14074 members Mstep: Class 11 contains 695 members Mstep: Class 12 contains 55265 members Mstep: Class 13 contains 23709 members Mstep: Class 14 contains 3072 members Mstep: Class 15 contains 39605 members Mstep: Class 16 contains 2721 members Mstep: Class 18 contains 1052 members Mstep: Class 19 contains 1590 members Mstep: Class 21 contains 13442 members Entering Unmasked Estep ConsiderDeletion Score: -24142390.000000 Penalty: 9561.335938 Iteration 8F: 17 clusters Score -2.414239e+07 nChanged 25220 Entering Unmasked Mstep Mstep: Class 0 contains 191 members Mstep: Class 1 contains 195045 members Mstep: Class 3 contains 5270 members Mstep: Class 5 contains 1582 members Mstep: Class 6 contains 125170 members Mstep: Class 7 contains 7460 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 14736 members Mstep: Class 11 contains 678 members Mstep: Class 12 contains 61829 members Mstep: Class 13 contains 24003 members Mstep: Class 14 contains 3151 members Mstep: Class 15 contains 44996 members Mstep: Class 16 contains 3706 members Mstep: Class 18 contains 916 members Mstep: Class 19 contains 1592 members Mstep: Class 21 contains 13839 members Entering Unmasked Estep ConsiderDeletion Score: -24156306.000000 Penalty: 9561.335938 Iteration 9Q: 17 clusters Score -2.415631e+07 nChanged 23274 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 177848 members Mstep: Class 3 contains 5267 members Mstep: Class 5 contains 1674 members Mstep: Class 6 contains 130451 members Mstep: Class 7 contains 5948 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 15503 members Mstep: Class 11 contains 696 members Mstep: Class 12 contains 67924 members Mstep: Class 13 contains 23842 members Mstep: Class 14 contains 3259 members Mstep: Class 15 contains 50205 members Mstep: Class 16 contains 4858 members Mstep: Class 18 contains 732 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 14173 members Entering Unmasked Estep ConsiderDeletion Score: -24167766.000000 Penalty: 9561.335938 Iteration 10Q: 17 clusters Score -2.416777e+07 nChanged 22119 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 161570 members Mstep: Class 3 contains 5270 members Mstep: Class 5 contains 1805 members Mstep: Class 6 contains 135366 members Mstep: Class 7 contains 4742 members Mstep: Class 9 contains 1537 members Mstep: Class 10 contains 16308 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 73600 members Mstep: Class 13 contains 23367 members Mstep: Class 14 contains 3402 members Mstep: Class 15 contains 55170 members Mstep: Class 16 contains 6046 members Mstep: Class 18 contains 607 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 14405 members Entering Unmasked Estep ConsiderDeletion Score: -24178092.000000 Penalty: 9561.335938 Iteration 11Q: 17 clusters Score -2.417809e+07 nChanged 20954 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 146367 members Mstep: Class 3 contains 5264 members Mstep: Class 5 contains 1920 members Mstep: Class 6 contains 140177 members Mstep: Class 7 contains 3789 members Mstep: Class 9 contains 1536 members Mstep: Class 10 contains 16995 members Mstep: Class 11 contains 761 members Mstep: Class 12 contains 78647 members Mstep: Class 13 contains 22710 members Mstep: Class 14 contains 3589 members Mstep: Class 15 contains 59825 members Mstep: Class 16 contains 7206 members Mstep: Class 18 contains 541 members Mstep: Class 19 contains 1594 members Mstep: Class 21 contains 14595 members Entering Unmasked Estep ConsiderDeletion Score: -24187390.000000 Penalty: 9561.335938 Iteration 12Q: 17 clusters Score -2.418739e+07 nChanged 19623 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 132621 members Mstep: Class 3 contains 5257 members Mstep: Class 5 contains 2026 members Mstep: Class 6 contains 144916 members Mstep: Class 7 contains 3102 members Mstep: Class 9 contains 1536 members Mstep: Class 10 contains 17595 members Mstep: Class 11 contains 784 members Mstep: Class 12 contains 83083 members Mstep: Class 13 contains 21811 members Mstep: Class 14 contains 3760 members Mstep: Class 15 contains 63882 members Mstep: Class 16 contains 8325 members Mstep: Class 18 contains 507 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 14716 members Entering Unmasked Estep ConsiderDeletion Score: -24195642.000000 Penalty: 9561.335938 Iteration 13Q: 17 clusters Score -2.419564e+07 nChanged 18682 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 119911 members Mstep: Class 3 contains 5268 members Mstep: Class 5 contains 2125 members Mstep: Class 6 contains 149551 members Mstep: Class 7 contains 2654 members Mstep: Class 9 contains 1537 members Mstep: Class 10 contains 18066 members Mstep: Class 11 contains 801 members Mstep: Class 12 contains 87124 members Mstep: Class 13 contains 20828 members Mstep: Class 14 contains 3937 members Mstep: Class 15 contains 67557 members Mstep: Class 16 contains 9389 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 14677 members Entering Unmasked Estep ConsiderDeletion Score: -24203712.000000 Penalty: 9561.335938 Iteration 14Q: 17 clusters Score -2.420371e+07 nChanged 18080 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 108185 members Mstep: Class 3 contains 5269 members Mstep: Class 5 contains 2195 members Mstep: Class 6 contains 154399 members Mstep: Class 7 contains 2458 members Mstep: Class 9 contains 1537 members Mstep: Class 10 contains 18389 members Mstep: Class 11 contains 804 members Mstep: Class 12 contains 90773 members Mstep: Class 13 contains 19771 members Mstep: Class 14 contains 4080 members Mstep: Class 15 contains 70565 members Mstep: Class 16 contains 10420 members Mstep: Class 18 contains 501 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 14575 members Entering Unmasked Estep ConsiderDeletion Score: -24212248.000000 Penalty: 9561.335938 Iteration 15Q: 17 clusters Score -2.421225e+07 nChanged 17479 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 97679 members Mstep: Class 3 contains 5270 members Mstep: Class 5 contains 2275 members Mstep: Class 6 contains 159296 members Mstep: Class 7 contains 2370 members Mstep: Class 9 contains 1536 members Mstep: Class 10 contains 18601 members Mstep: Class 11 contains 808 members Mstep: Class 12 contains 94104 members Mstep: Class 13 contains 18624 members Mstep: Class 14 contains 4218 members Mstep: Class 15 contains 72818 members Mstep: Class 16 contains 11394 members Mstep: Class 18 contains 512 members Mstep: Class 19 contains 1594 members Mstep: Class 21 contains 14417 members Entering Unmasked Estep ConsiderDeletion Score: -24220946.000000 Penalty: 9561.335938 Iteration 16Q: 17 clusters Score -2.422095e+07 nChanged 16622 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 88545 members Mstep: Class 3 contains 5274 members Mstep: Class 5 contains 2334 members Mstep: Class 6 contains 164092 members Mstep: Class 7 contains 2352 members Mstep: Class 9 contains 1536 members Mstep: Class 10 contains 18730 members Mstep: Class 11 contains 818 members Mstep: Class 12 contains 96839 members Mstep: Class 13 contains 17487 members Mstep: Class 14 contains 4339 members Mstep: Class 15 contains 74388 members Mstep: Class 16 contains 12392 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 1594 members Mstep: Class 21 contains 14270 members Entering Unmasked Estep ConsiderDeletion Score: -24228544.000000 Penalty: 9561.335938 Iteration 17Q: 17 clusters Score -2.422854e+07 nChanged 14916 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 80935 members Mstep: Class 3 contains 5297 members Mstep: Class 5 contains 2420 members Mstep: Class 6 contains 168558 members Mstep: Class 7 contains 2347 members Mstep: Class 9 contains 1536 members Mstep: Class 10 contains 18830 members Mstep: Class 11 contains 829 members Mstep: Class 12 contains 99168 members Mstep: Class 13 contains 16372 members Mstep: Class 14 contains 4412 members Mstep: Class 15 contains 75144 members Mstep: Class 16 contains 13372 members Mstep: Class 18 contains 550 members Mstep: Class 19 contains 1594 members Mstep: Class 21 contains 14152 members Entering Unmasked Estep ConsiderDeletion Score: -24234846.000000 Penalty: 9561.335938 Iteration 18Q: 17 clusters Score -2.423485e+07 nChanged 13214 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 74510 members Mstep: Class 3 contains 5313 members Mstep: Class 5 contains 2507 members Mstep: Class 6 contains 172733 members Mstep: Class 7 contains 2333 members Mstep: Class 9 contains 1537 members Mstep: Class 10 contains 18893 members Mstep: Class 11 contains 838 members Mstep: Class 12 contains 101195 members Mstep: Class 13 contains 15312 members Mstep: Class 14 contains 4484 members Mstep: Class 15 contains 75388 members Mstep: Class 16 contains 14281 members Mstep: Class 18 contains 589 members Mstep: Class 19 contains 1594 members Mstep: Class 21 contains 14009 members Entering Unmasked Estep ConsiderDeletion Score: -24240800.000000 Penalty: 9561.335938 Iteration 19Q: 17 clusters Score -2.42408e+07 nChanged 11498 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 69269 members Mstep: Class 3 contains 5301 members Mstep: Class 5 contains 2629 members Mstep: Class 6 contains 176185 members Mstep: Class 7 contains 2346 members Mstep: Class 9 contains 1537 members Mstep: Class 10 contains 18912 members Mstep: Class 11 contains 845 members Mstep: Class 12 contains 102929 members Mstep: Class 13 contains 14381 members Mstep: Class 14 contains 4525 members Mstep: Class 15 contains 75496 members Mstep: Class 16 contains 15086 members Mstep: Class 18 contains 629 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 13851 members Entering Unmasked Estep ConsiderDeletion Score: -24246296.000000 Penalty: 9561.335938 Iteration 20F: 17 clusters Score -2.42463e+07 nChanged 10403 Entering Unmasked Mstep Mstep: Class 0 contains 185 members Mstep: Class 1 contains 64903 members Mstep: Class 3 contains 5264 members Mstep: Class 5 contains 2744 members Mstep: Class 6 contains 178451 members Mstep: Class 7 contains 2399 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18901 members Mstep: Class 11 contains 831 members Mstep: Class 12 contains 104305 members Mstep: Class 13 contains 13626 members Mstep: Class 14 contains 4562 members Mstep: Class 15 contains 76021 members Mstep: Class 16 contains 16008 members Mstep: Class 18 contains 667 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 13702 members Entering Unmasked Estep ConsiderDeletion Score: -24249780.000000 Penalty: 9561.335938 Iteration 21Q: 17 clusters Score -2.424978e+07 nChanged 8738 Entering Unmasked Mstep Mstep: Class 0 contains 185 members Mstep: Class 1 contains 61709 members Mstep: Class 3 contains 5202 members Mstep: Class 5 contains 2848 members Mstep: Class 6 contains 180489 members Mstep: Class 7 contains 2430 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18894 members Mstep: Class 11 contains 797 members Mstep: Class 12 contains 105520 members Mstep: Class 13 contains 12974 members Mstep: Class 14 contains 4582 members Mstep: Class 15 contains 75861 members Mstep: Class 16 contains 16858 members Mstep: Class 18 contains 684 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 13536 members Entering Unmasked Estep ConsiderDeletion Score: -24252048.000000 Penalty: 9561.335938 Iteration 22Q: 17 clusters Score -2.425205e+07 nChanged 6936 Entering Unmasked Mstep Mstep: Class 0 contains 185 members Mstep: Class 1 contains 59186 members Mstep: Class 3 contains 5149 members Mstep: Class 5 contains 2940 members Mstep: Class 6 contains 182366 members Mstep: Class 7 contains 2455 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18868 members Mstep: Class 11 contains 754 members Mstep: Class 12 contains 106645 members Mstep: Class 13 contains 12444 members Mstep: Class 14 contains 4579 members Mstep: Class 15 contains 75336 members Mstep: Class 16 contains 17545 members Mstep: Class 18 contains 701 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 13416 members Entering Unmasked Estep ConsiderDeletion Score: -24253476.000000 Penalty: 9561.335938 Iteration 23Q: 17 clusters Score -2.425348e+07 nChanged 5859 Entering Unmasked Mstep Mstep: Class 0 contains 185 members Mstep: Class 1 contains 57021 members Mstep: Class 3 contains 5107 members Mstep: Class 5 contains 3020 members Mstep: Class 6 contains 183967 members Mstep: Class 7 contains 2463 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18813 members Mstep: Class 11 contains 727 members Mstep: Class 12 contains 107772 members Mstep: Class 13 contains 12019 members Mstep: Class 14 contains 4568 members Mstep: Class 15 contains 74728 members Mstep: Class 16 contains 18154 members Mstep: Class 18 contains 719 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 13306 members Entering Unmasked Estep ConsiderDeletion Score: -24254454.000000 Penalty: 9561.335938 Iteration 24Q: 17 clusters Score -2.425445e+07 nChanged 5255 Entering Unmasked Mstep Mstep: Class 0 contains 185 members Mstep: Class 1 contains 55067 members Mstep: Class 3 contains 5078 members Mstep: Class 5 contains 3116 members Mstep: Class 6 contains 185375 members Mstep: Class 7 contains 2491 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18787 members Mstep: Class 11 contains 696 members Mstep: Class 12 contains 108913 members Mstep: Class 13 contains 11665 members Mstep: Class 14 contains 4562 members Mstep: Class 15 contains 74029 members Mstep: Class 16 contains 18676 members Mstep: Class 18 contains 735 members Mstep: Class 19 contains 1595 members Mstep: Class 21 contains 13194 members Entering Unmasked Estep ConsiderDeletion Score: -24255222.000000 Penalty: 9561.335938 Iteration 25Q: 17 clusters Score -2.425522e+07 nChanged 4816 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 53281 members Mstep: Class 3 contains 5059 members Mstep: Class 5 contains 3222 members Mstep: Class 6 contains 186661 members Mstep: Class 7 contains 2503 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18747 members Mstep: Class 11 contains 665 members Mstep: Class 12 contains 110047 members Mstep: Class 13 contains 11379 members Mstep: Class 14 contains 4550 members Mstep: Class 15 contains 73279 members Mstep: Class 16 contains 19137 members Mstep: Class 18 contains 749 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 13103 members Entering Unmasked Estep ConsiderDeletion Score: -24255726.000000 Penalty: 9561.335938 Iteration 26Q: 17 clusters Score -2.425573e+07 nChanged 4410 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 51679 members Mstep: Class 3 contains 5045 members Mstep: Class 5 contains 3312 members Mstep: Class 6 contains 187835 members Mstep: Class 7 contains 2506 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18698 members Mstep: Class 11 contains 633 members Mstep: Class 12 contains 111041 members Mstep: Class 13 contains 11160 members Mstep: Class 14 contains 4573 members Mstep: Class 15 contains 72508 members Mstep: Class 16 contains 19578 members Mstep: Class 18 contains 765 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 13049 members Entering Unmasked Estep ConsiderDeletion Score: -24256226.000000 Penalty: 9561.335938 Iteration 27Q: 17 clusters Score -2.425623e+07 nChanged 4036 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 50173 members Mstep: Class 3 contains 5031 members Mstep: Class 5 contains 3403 members Mstep: Class 6 contains 188915 members Mstep: Class 7 contains 2513 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18658 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 112001 members Mstep: Class 13 contains 10999 members Mstep: Class 14 contains 4594 members Mstep: Class 15 contains 71770 members Mstep: Class 16 contains 19954 members Mstep: Class 18 contains 784 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 12983 members Entering Unmasked Estep ConsiderDeletion Score: -24256270.000000 Penalty: 9561.335938 Iteration 28Q: 17 clusters Score -2.425627e+07 nChanged 3800 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 48743 members Mstep: Class 3 contains 5020 members Mstep: Class 5 contains 3496 members Mstep: Class 6 contains 189874 members Mstep: Class 7 contains 2515 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18589 members Mstep: Class 11 contains 585 members Mstep: Class 12 contains 112957 members Mstep: Class 13 contains 10872 members Mstep: Class 14 contains 4619 members Mstep: Class 15 contains 71045 members Mstep: Class 16 contains 20312 members Mstep: Class 18 contains 811 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 12944 members Entering Unmasked Estep ConsiderDeletion Score: -24256632.000000 Penalty: 9561.335938 Iteration 29Q: 17 clusters Score -2.425663e+07 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 47379 members Mstep: Class 3 contains 5012 members Mstep: Class 5 contains 3588 members Mstep: Class 6 contains 190725 members Mstep: Class 7 contains 2508 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18531 members Mstep: Class 11 contains 567 members Mstep: Class 12 contains 113922 members Mstep: Class 13 contains 10770 members Mstep: Class 14 contains 4642 members Mstep: Class 15 contains 70313 members Mstep: Class 16 contains 20649 members Mstep: Class 18 contains 839 members Mstep: Class 19 contains 1597 members Mstep: Class 21 contains 12936 members Entering Unmasked Estep ConsiderDeletion Score: -24256936.000000 Penalty: 9561.335938 Iteration 30Q: 17 clusters Score -2.425694e+07 nChanged 3319 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 46053 members Mstep: Class 3 contains 5010 members Mstep: Class 5 contains 3681 members Mstep: Class 6 contains 191561 members Mstep: Class 7 contains 2512 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18484 members Mstep: Class 11 contains 567 members Mstep: Class 12 contains 114889 members Mstep: Class 13 contains 10708 members Mstep: Class 14 contains 4663 members Mstep: Class 15 contains 69577 members Mstep: Class 16 contains 20899 members Mstep: Class 18 contains 870 members Mstep: Class 19 contains 1597 members Mstep: Class 21 contains 12907 members Entering Unmasked Estep ConsiderDeletion Score: -24257058.000000 Penalty: 9561.335938 Iteration 31Q: 17 clusters Score -2.425706e+07 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 186 members Mstep: Class 1 contains 44739 members Mstep: Class 3 contains 5004 members Mstep: Class 5 contains 3762 members Mstep: Class 6 contains 192265 members Mstep: Class 7 contains 2514 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18443 members Mstep: Class 11 contains 566 members Mstep: Class 12 contains 115937 members Mstep: Class 13 contains 10650 members Mstep: Class 14 contains 4686 members Mstep: Class 15 contains 68889 members Mstep: Class 16 contains 21135 members Mstep: Class 18 contains 915 members Mstep: Class 19 contains 1597 members Mstep: Class 21 contains 12876 members Entering Unmasked Estep ConsiderDeletion Score: -24257140.000000 Penalty: 9561.335938 Iteration 32Q: 17 clusters Score -2.425714e+07 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 187 members Mstep: Class 1 contains 43517 members Mstep: Class 3 contains 5002 members Mstep: Class 5 contains 3821 members Mstep: Class 6 contains 192907 members Mstep: Class 7 contains 2513 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18402 members Mstep: Class 11 contains 571 members Mstep: Class 12 contains 116938 members Mstep: Class 13 contains 10608 members Mstep: Class 14 contains 4708 members Mstep: Class 15 contains 68220 members Mstep: Class 16 contains 21373 members Mstep: Class 18 contains 948 members Mstep: Class 19 contains 1597 members Mstep: Class 21 contains 12852 members Entering Unmasked Estep ConsiderDeletion Score: -24257446.000000 Penalty: 9561.335938 Iteration 33Q: 17 clusters Score -2.425745e+07 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 187 members Mstep: Class 1 contains 42394 members Mstep: Class 3 contains 5000 members Mstep: Class 5 contains 3858 members Mstep: Class 6 contains 193486 members Mstep: Class 7 contains 2505 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18347 members Mstep: Class 11 contains 579 members Mstep: Class 12 contains 117899 members Mstep: Class 13 contains 10576 members Mstep: Class 14 contains 4728 members Mstep: Class 15 contains 67593 members Mstep: Class 16 contains 21597 members Mstep: Class 18 contains 977 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 12842 members Entering Unmasked Estep ConsiderDeletion Score: -24257504.000000 Penalty: 9561.335938 Iteration 34Q: 17 clusters Score -2.42575e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 187 members Mstep: Class 1 contains 41341 members Mstep: Class 3 contains 5000 members Mstep: Class 5 contains 3895 members Mstep: Class 6 contains 193996 members Mstep: Class 7 contains 2498 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18296 members Mstep: Class 11 contains 588 members Mstep: Class 12 contains 118819 members Mstep: Class 13 contains 10559 members Mstep: Class 14 contains 4739 members Mstep: Class 15 contains 67025 members Mstep: Class 16 contains 21791 members Mstep: Class 18 contains 994 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 12840 members Entering Unmasked Estep ConsiderDeletion Score: -24257648.000000 Penalty: 9561.335938 Iteration 35Q: 17 clusters Score -2.425765e+07 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 187 members Mstep: Class 1 contains 40340 members Mstep: Class 3 contains 4998 members Mstep: Class 5 contains 3941 members Mstep: Class 6 contains 194519 members Mstep: Class 7 contains 2502 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18247 members Mstep: Class 11 contains 591 members Mstep: Class 12 contains 119677 members Mstep: Class 13 contains 10540 members Mstep: Class 14 contains 4733 members Mstep: Class 15 contains 66465 members Mstep: Class 16 contains 21950 members Mstep: Class 18 contains 1010 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 12868 members Entering Unmasked Estep ConsiderDeletion Score: -24257718.000000 Penalty: 9561.335938 Iteration 36Q: 17 clusters Score -2.425772e+07 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 187 members Mstep: Class 1 contains 39402 members Mstep: Class 3 contains 4995 members Mstep: Class 5 contains 3977 members Mstep: Class 6 contains 195005 members Mstep: Class 7 contains 2504 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18190 members Mstep: Class 11 contains 594 members Mstep: Class 12 contains 120475 members Mstep: Class 13 contains 10527 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 65934 members Mstep: Class 16 contains 22080 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 12933 members Entering Unmasked Estep ConsiderDeletion Score: -24257792.000000 Penalty: 9561.335938 Iteration 37Q: 17 clusters Score -2.425779e+07 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 187 members Mstep: Class 1 contains 38549 members Mstep: Class 3 contains 4991 members Mstep: Class 5 contains 3997 members Mstep: Class 6 contains 195416 members Mstep: Class 7 contains 2500 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18127 members Mstep: Class 11 contains 599 members Mstep: Class 12 contains 121246 members Mstep: Class 13 contains 10483 members Mstep: Class 14 contains 4739 members Mstep: Class 15 contains 65478 members Mstep: Class 16 contains 22184 members Mstep: Class 18 contains 1058 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 13014 members Entering Unmasked Estep ConsiderDeletion Score: -24257886.000000 Penalty: 9561.335938 Iteration 38Q: 17 clusters Score -2.425789e+07 nChanged 2027 Entering ConstructFrom: Score: -24257886.000000 Penalty: 9561.335938 Entering ConstructFrom: Trying to split cluster 1 (37743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37743 members Entering Unmasked Estep Score: -1944004.500000 Penalty: 479.504272 Iteration 0F: 2 clusters Score -1944004 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18945 members Mstep: Class 2 contains 18798 members Entering Unmasked Estep Score: -1918726.125000 Penalty: 959.008545 Iteration 0F: 3 clusters Score -1918726 nChanged 18226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20891 members Mstep: Class 2 contains 16852 members Entering Unmasked Estep Score: -1930226.500000 Penalty: 959.008545 Iteration 1F: 3 clusters Score -1930226 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21812 members Mstep: Class 2 contains 15931 members Entering Unmasked Estep Score: -1931261.125000 Penalty: 959.008545 Iteration 2F: 3 clusters Score -1931261 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22912 members Mstep: Class 2 contains 14831 members Entering Unmasked Estep Score: -1932657.500000 Penalty: 959.008545 Iteration 3F: 3 clusters Score -1932658 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24126 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -1934457.125000 Penalty: 959.008545 Iteration 4F: 3 clusters Score -1934457 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25273 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -1936312.375000 Penalty: 959.008545 Iteration 5F: 3 clusters Score -1936312 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26179 members Mstep: Class 2 contains 11564 members Entering Unmasked Estep Score: -1937668.000000 Penalty: 959.008545 Iteration 6F: 3 clusters Score -1937668 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26908 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -1938380.625000 Penalty: 959.008545 Iteration 7Q: 3 clusters Score -1938381 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27635 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -1938811.750000 Penalty: 959.008545 Iteration 8Q: 3 clusters Score -1938812 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28408 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1939218.375000 Penalty: 959.008545 Iteration 9Q: 3 clusters Score -1939218 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29157 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1939569.125000 Penalty: 959.008545 Iteration 10Q: 3 clusters Score -1939569 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29949 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1939985.125000 Penalty: 959.008545 Iteration 11Q: 3 clusters Score -1939985 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30748 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1940422.875000 Penalty: 959.008545 Iteration 12Q: 3 clusters Score -1940423 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31471 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1940847.500000 Penalty: 959.008545 Iteration 13Q: 3 clusters Score -1940848 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32143 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1941263.000000 Penalty: 959.008545 Iteration 14Q: 3 clusters Score -1941263 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32743 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1941643.125000 Penalty: 959.008545 Iteration 15Q: 3 clusters Score -1941643 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33297 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1942002.000000 Penalty: 959.008545 Iteration 16Q: 3 clusters Score -1942002 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33808 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1942323.500000 Penalty: 959.008545 Iteration 17Q: 3 clusters Score -1942324 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34262 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1942606.000000 Penalty: 959.008545 Iteration 18Q: 3 clusters Score -1942606 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34645 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1942853.875000 Penalty: 959.008545 Iteration 19Q: 3 clusters Score -1942854 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34969 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1943023.375000 Penalty: 959.008545 Iteration 20F: 3 clusters Score -1943023 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35214 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -1943129.875000 Penalty: 959.008545 Iteration 21Q: 3 clusters Score -1943130 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35423 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -1943206.125000 Penalty: 959.008545 Iteration 22Q: 3 clusters Score -1943206 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35585 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1943255.000000 Penalty: 959.008545 Iteration 23Q: 3 clusters Score -1943255 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35729 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1943295.625000 Penalty: 959.008545 Iteration 24Q: 3 clusters Score -1943296 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35876 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -1943339.250000 Penalty: 959.008545 Iteration 25Q: 3 clusters Score -1943339 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36006 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1943383.000000 Penalty: 959.008545 Iteration 26Q: 3 clusters Score -1943383 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36120 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -1943415.125000 Penalty: 959.008545 Iteration 27Q: 3 clusters Score -1943415 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36208 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -1943449.500000 Penalty: 959.008545 Iteration 28Q: 3 clusters Score -1943450 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36291 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1943469.875000 Penalty: 959.008545 Iteration 29Q: 3 clusters Score -1943470 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36366 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -1943495.125000 Penalty: 959.008545 Iteration 30Q: 3 clusters Score -1943495 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36436 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1943513.500000 Penalty: 959.008545 Iteration 31Q: 3 clusters Score -1943514 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36495 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1943527.625000 Penalty: 959.008545 Iteration 32Q: 3 clusters Score -1943528 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36549 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1943541.250000 Penalty: 959.008545 Iteration 33Q: 3 clusters Score -1943541 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36606 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1943553.625000 Penalty: 959.008545 Iteration 34Q: 3 clusters Score -1943554 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36663 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1943570.500000 Penalty: 959.008545 Iteration 35Q: 3 clusters Score -1943570 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36709 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -1943586.625000 Penalty: 959.008545 Iteration 36Q: 3 clusters Score -1943587 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36754 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1943604.250000 Penalty: 959.008545 Iteration 37Q: 3 clusters Score -1943604 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36796 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1943613.875000 Penalty: 959.008545 Iteration 38Q: 3 clusters Score -1943614 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36831 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -1943621.250000 Penalty: 959.008545 Iteration 39Q: 3 clusters Score -1943621 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36867 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1943629.500000 Penalty: 959.008545 Iteration 40F: 3 clusters Score -1943630 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36893 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1943635.750000 Penalty: 959.008545 Iteration 41Q: 3 clusters Score -1943636 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36916 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1943637.375000 Penalty: 959.008545 Iteration 42Q: 3 clusters Score -1943637 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36931 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1943644.125000 Penalty: 959.008545 Iteration 43Q: 3 clusters Score -1943644 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36950 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1943647.000000 Penalty: 959.008545 Iteration 44Q: 3 clusters Score -1943647 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36970 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1943652.875000 Penalty: 959.008545 Iteration 45Q: 3 clusters Score -1943653 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36983 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1943654.750000 Penalty: 959.008545 Iteration 46Q: 3 clusters Score -1943655 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37000 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1943657.500000 Penalty: 959.008545 Iteration 47Q: 3 clusters Score -1943658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37011 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1943658.250000 Penalty: 959.008545 Iteration 48Q: 3 clusters Score -1943658 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37024 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1943660.375000 Penalty: 959.008545 Iteration 49Q: 3 clusters Score -1943660 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37035 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -1943662.125000 Penalty: 959.008545 Iteration 50Q: 3 clusters Score -1943662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37046 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1943665.625000 Penalty: 959.008545 Iteration 51Q: 3 clusters Score -1943666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37055 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -1943667.875000 Penalty: 959.008545 Iteration 52Q: 3 clusters Score -1943668 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37065 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1943668.875000 Penalty: 959.008545 Iteration 53Q: 3 clusters Score -1943669 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37075 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1943668.750000 Penalty: 959.008545 Iteration 54Q: 3 clusters Score -1943669 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37076 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1943667.625000 Penalty: 959.008545 Iteration 55Q: 3 clusters Score -1943668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37079 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1943668.875000 Penalty: 959.008545 Iteration 56Q: 3 clusters Score -1943669 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37080 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -1943669.875000 Penalty: 959.008545 Iteration 57Q: 3 clusters Score -1943670 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37080 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -1943669.875000 Penalty: 959.008545 Iteration 58F: 3 clusters Score -1943670 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Entering Unmasked Estep Score: -242034.859375 Penalty: 387.459412 Iteration 0F: 2 clusters Score -242034.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -238706.343750 Penalty: 774.918823 Iteration 0F: 3 clusters Score -238706.3 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -241041.781250 Penalty: 774.918823 Iteration 1F: 3 clusters Score -241041.8 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -242775.250000 Penalty: 774.918823 Iteration 2F: 3 clusters Score -242775.2 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -244061.546875 Penalty: 774.918823 Iteration 3F: 3 clusters Score -244061.5 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -244363.125000 Penalty: 774.918823 Iteration 4F: 3 clusters Score -244363.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -244444.046875 Penalty: 774.918823 Iteration 5Q: 3 clusters Score -244444 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -244458.812500 Penalty: 774.918823 Iteration 6Q: 3 clusters Score -244458.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -244459.593750 Penalty: 774.918823 Iteration 7Q: 3 clusters Score -244459.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -244459.734375 Penalty: 774.918823 Iteration 8Q: 3 clusters Score -244459.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -244459.734375 Penalty: 774.918823 Iteration 9F: 3 clusters Score -244459.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 3883 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 195792 members Mstep: Class 7 contains 2501 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18077 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 4740 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 18 contains 1083 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 13102 members Entering Unmasked Estep Score: -24259936.000000 Penalty: 10158.919922 Splitting cluster 3 changes total score from -24257886.000000 to -24259936.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 5 (4000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Entering Unmasked Estep Score: -196732.687500 Penalty: 377.379242 Iteration 0F: 2 clusters Score -196732.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -193965.546875 Penalty: 754.758484 Iteration 0F: 3 clusters Score -193965.5 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -194937.250000 Penalty: 754.758484 Iteration 1F: 3 clusters Score -194937.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -195060.312500 Penalty: 754.758484 Iteration 2F: 3 clusters Score -195060.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -195210.812500 Penalty: 754.758484 Iteration 3F: 3 clusters Score -195210.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -195396.578125 Penalty: 754.758484 Iteration 4F: 3 clusters Score -195396.6 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -195613.984375 Penalty: 754.758484 Iteration 5F: 3 clusters Score -195614 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -195871.828125 Penalty: 754.758484 Iteration 6F: 3 clusters Score -195871.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -196100.875000 Penalty: 754.758484 Iteration 7F: 3 clusters Score -196100.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -196243.531250 Penalty: 754.758484 Iteration 8Q: 3 clusters Score -196243.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -196329.515625 Penalty: 754.758484 Iteration 9Q: 3 clusters Score -196329.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -196398.265625 Penalty: 754.758484 Iteration 10Q: 3 clusters Score -196398.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -196462.171875 Penalty: 754.758484 Iteration 11Q: 3 clusters Score -196462.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -196500.171875 Penalty: 754.758484 Iteration 12Q: 3 clusters Score -196500.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -196517.203125 Penalty: 754.758484 Iteration 13Q: 3 clusters Score -196517.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -196530.171875 Penalty: 754.758484 Iteration 14Q: 3 clusters Score -196530.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -196540.328125 Penalty: 754.758484 Iteration 15Q: 3 clusters Score -196540.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -196545.437500 Penalty: 754.758484 Iteration 16Q: 3 clusters Score -196545.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -196548.125000 Penalty: 754.758484 Iteration 17Q: 3 clusters Score -196548.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -196549.390625 Penalty: 754.758484 Iteration 18Q: 3 clusters Score -196549.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -196550.031250 Penalty: 754.758484 Iteration 19Q: 3 clusters Score -196550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -196550.093750 Penalty: 754.758484 Iteration 20F: 3 clusters Score -196550.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -196550.281250 Penalty: 754.758484 Iteration 21Q: 3 clusters Score -196550.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -196550.281250 Penalty: 754.758484 Iteration 22F: 3 clusters Score -196550.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (195792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195792 members Entering Unmasked Estep Score: -9618843.000000 Penalty: 554.408752 Iteration 0F: 2 clusters Score -9618843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97998 members Mstep: Class 2 contains 97794 members Entering Unmasked Estep Score: -9487099.000000 Penalty: 1108.817505 Iteration 0F: 3 clusters Score -9487099 nChanged 96390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97924 members Mstep: Class 2 contains 97868 members Entering Unmasked Estep Score: -9546437.000000 Penalty: 1108.817505 Iteration 1F: 3 clusters Score -9546437 nChanged 7556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97034 members Mstep: Class 2 contains 98758 members Entering Unmasked Estep Score: -9548739.000000 Penalty: 1108.817505 Iteration 2Q: 3 clusters Score -9548739 nChanged 8187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96003 members Mstep: Class 2 contains 99789 members Entering Unmasked Estep Score: -9551497.000000 Penalty: 1108.817505 Iteration 3Q: 3 clusters Score -9551497 nChanged 8576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95007 members Mstep: Class 2 contains 100785 members Entering Unmasked Estep Score: -9554854.000000 Penalty: 1108.817505 Iteration 4Q: 3 clusters Score -9554854 nChanged 9334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93977 members Mstep: Class 2 contains 101815 members Entering Unmasked Estep Score: -9559327.000000 Penalty: 1108.817505 Iteration 5Q: 3 clusters Score -9559327 nChanged 10140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93083 members Mstep: Class 2 contains 102709 members Entering Unmasked Estep Score: -9565491.000000 Penalty: 1108.817505 Iteration 6F: 3 clusters Score -9565491 nChanged 11047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92330 members Mstep: Class 2 contains 103462 members Entering Unmasked Estep Score: -9573410.000000 Penalty: 1108.817505 Iteration 7F: 3 clusters Score -9573410 nChanged 10948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91650 members Mstep: Class 2 contains 104142 members Entering Unmasked Estep Score: -9580530.000000 Penalty: 1108.817505 Iteration 8F: 3 clusters Score -9580530 nChanged 8662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90728 members Mstep: Class 2 contains 105064 members Entering Unmasked Estep Score: -9583944.000000 Penalty: 1108.817505 Iteration 9Q: 3 clusters Score -9583944 nChanged 4939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89599 members Mstep: Class 2 contains 106193 members Entering Unmasked Estep Score: -9584904.000000 Penalty: 1108.817505 Iteration 10Q: 3 clusters Score -9584904 nChanged 2479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88326 members Mstep: Class 2 contains 107466 members Entering Unmasked Estep Score: -9585130.000000 Penalty: 1108.817505 Iteration 11Q: 3 clusters Score -9585130 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86941 members Mstep: Class 2 contains 108851 members Entering Unmasked Estep Score: -9585332.000000 Penalty: 1108.817505 Iteration 12Q: 3 clusters Score -9585332 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85450 members Mstep: Class 2 contains 110342 members Entering Unmasked Estep Score: -9585585.000000 Penalty: 1108.817505 Iteration 13Q: 3 clusters Score -9585585 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83818 members Mstep: Class 2 contains 111974 members Entering Unmasked Estep Score: -9585788.000000 Penalty: 1108.817505 Iteration 14Q: 3 clusters Score -9585788 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81979 members Mstep: Class 2 contains 113813 members Entering Unmasked Estep Score: -9586024.000000 Penalty: 1108.817505 Iteration 15Q: 3 clusters Score -9586024 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80004 members Mstep: Class 2 contains 115788 members Entering Unmasked Estep Score: -9586315.000000 Penalty: 1108.817505 Iteration 16Q: 3 clusters Score -9586315 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77738 members Mstep: Class 2 contains 118054 members Entering Unmasked Estep Score: -9586745.000000 Penalty: 1108.817505 Iteration 17Q: 3 clusters Score -9586745 nChanged 2550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75294 members Mstep: Class 2 contains 120498 members Entering Unmasked Estep Score: -9587174.000000 Penalty: 1108.817505 Iteration 18Q: 3 clusters Score -9587174 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72718 members Mstep: Class 2 contains 123074 members Entering Unmasked Estep Score: -9587712.000000 Penalty: 1108.817505 Iteration 19Q: 3 clusters Score -9587712 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69948 members Mstep: Class 2 contains 125844 members Entering Unmasked Estep Score: -9588323.000000 Penalty: 1108.817505 Iteration 20F: 3 clusters Score -9588323 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66933 members Mstep: Class 2 contains 128859 members Entering Unmasked Estep Score: -9588997.000000 Penalty: 1108.817505 Iteration 21Q: 3 clusters Score -9588997 nChanged 3271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63712 members Mstep: Class 2 contains 132080 members Entering Unmasked Estep Score: -9589825.000000 Penalty: 1108.817505 Iteration 22Q: 3 clusters Score -9589825 nChanged 3597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60157 members Mstep: Class 2 contains 135635 members Entering Unmasked Estep Score: -9590839.000000 Penalty: 1108.817505 Iteration 23Q: 3 clusters Score -9590839 nChanged 3803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56370 members Mstep: Class 2 contains 139422 members Entering Unmasked Estep Score: -9591964.000000 Penalty: 1108.817505 Iteration 24Q: 3 clusters Score -9591964 nChanged 4043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52353 members Mstep: Class 2 contains 143439 members Entering Unmasked Estep Score: -9593286.000000 Penalty: 1108.817505 Iteration 25Q: 3 clusters Score -9593286 nChanged 4230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48147 members Mstep: Class 2 contains 147645 members Entering Unmasked Estep Score: -9594697.000000 Penalty: 1108.817505 Iteration 26Q: 3 clusters Score -9594697 nChanged 4344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43815 members Mstep: Class 2 contains 151977 members Entering Unmasked Estep Score: -9596372.000000 Penalty: 1108.817505 Iteration 27Q: 3 clusters Score -9596372 nChanged 4367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39452 members Mstep: Class 2 contains 156340 members Entering Unmasked Estep Score: -9598229.000000 Penalty: 1108.817505 Iteration 28Q: 3 clusters Score -9598229 nChanged 4462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34992 members Mstep: Class 2 contains 160800 members Entering Unmasked Estep Score: -9600243.000000 Penalty: 1108.817505 Iteration 29Q: 3 clusters Score -9600243 nChanged 4337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30671 members Mstep: Class 2 contains 165121 members Entering Unmasked Estep Score: -9602112.000000 Penalty: 1108.817505 Iteration 30Q: 3 clusters Score -9602112 nChanged 4058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26625 members Mstep: Class 2 contains 169167 members Entering Unmasked Estep Score: -9604131.000000 Penalty: 1108.817505 Iteration 31Q: 3 clusters Score -9604131 nChanged 3915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22720 members Mstep: Class 2 contains 173072 members Entering Unmasked Estep Score: -9606177.000000 Penalty: 1108.817505 Iteration 32Q: 3 clusters Score -9606177 nChanged 3723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19003 members Mstep: Class 2 contains 176789 members Entering Unmasked Estep Score: -9608391.000000 Penalty: 1108.817505 Iteration 33Q: 3 clusters Score -9608391 nChanged 3476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15531 members Mstep: Class 2 contains 180261 members Entering Unmasked Estep Score: -9610543.000000 Penalty: 1108.817505 Iteration 34Q: 3 clusters Score -9610543 nChanged 2994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 183243 members Entering Unmasked Estep Score: -9612440.000000 Penalty: 1108.817505 Iteration 35Q: 3 clusters Score -9612440 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10065 members Mstep: Class 2 contains 185727 members Entering Unmasked Estep Score: -9613872.000000 Penalty: 1108.817505 Iteration 36Q: 3 clusters Score -9613872 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 187701 members Entering Unmasked Estep Score: -9615057.000000 Penalty: 1108.817505 Iteration 37Q: 3 clusters Score -9615057 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 189246 members Entering Unmasked Estep Score: -9615987.000000 Penalty: 1108.817505 Iteration 38Q: 3 clusters Score -9615987 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 190484 members Entering Unmasked Estep Score: -9616618.000000 Penalty: 1108.817505 Iteration 39Q: 3 clusters Score -9616618 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 191403 members Entering Unmasked Estep Score: -9617282.000000 Penalty: 1108.817505 Iteration 40F: 3 clusters Score -9617282 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 192314 members Entering Unmasked Estep Score: -9617829.000000 Penalty: 1108.817505 Iteration 41Q: 3 clusters Score -9617829 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 192987 members Entering Unmasked Estep Score: -9618259.000000 Penalty: 1108.817505 Iteration 42Q: 3 clusters Score -9618259 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 193459 members Entering Unmasked Estep Score: -9618583.000000 Penalty: 1108.817505 Iteration 43Q: 3 clusters Score -9618583 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 193745 members Entering Unmasked Estep Score: -9618786.000000 Penalty: 1108.817505 Iteration 44Q: 3 clusters Score -9618786 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 193900 members Entering Unmasked Estep Score: -9618943.000000 Penalty: 1108.817505 Iteration 45Q: 3 clusters Score -9618943 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 193977 members Entering Unmasked Estep Score: -9619063.000000 Penalty: 1108.817505 Iteration 46Q: 3 clusters Score -9619063 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 194037 members Entering Unmasked Estep Score: -9619131.000000 Penalty: 1108.817505 Iteration 47Q: 3 clusters Score -9619131 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 194060 members Entering Unmasked Estep Score: -9619185.000000 Penalty: 1108.817505 Iteration 48Q: 3 clusters Score -9619185 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 194076 members Entering Unmasked Estep Score: -9619196.000000 Penalty: 1108.817505 Iteration 49Q: 3 clusters Score -9619196 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 194092 members Entering Unmasked Estep Score: -9619204.000000 Penalty: 1108.817505 Iteration 50Q: 3 clusters Score -9619204 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 194103 members Entering Unmasked Estep Score: -9619226.000000 Penalty: 1108.817505 Iteration 51Q: 3 clusters Score -9619226 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 194113 members Entering Unmasked Estep Score: -9619214.000000 Penalty: 1108.817505 Iteration 52Q: 3 clusters Score -9619214 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 194119 members Entering Unmasked Estep Score: -9619204.000000 Penalty: 1108.817505 Iteration 53Q: 3 clusters Score -9619204 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 194124 members Entering Unmasked Estep Score: -9619222.000000 Penalty: 1108.817505 Iteration 54Q: 3 clusters Score -9619222 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 194133 members Entering Unmasked Estep Score: -9619235.000000 Penalty: 1108.817505 Iteration 55Q: 3 clusters Score -9619235 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 194138 members Entering Unmasked Estep Score: -9619239.000000 Penalty: 1108.817505 Iteration 56Q: 3 clusters Score -9619239 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 194144 members Entering Unmasked Estep Score: -9619230.000000 Penalty: 1108.817505 Iteration 57Q: 3 clusters Score -9619230 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 194152 members Entering Unmasked Estep Score: -9619235.000000 Penalty: 1108.817505 Iteration 58Q: 3 clusters Score -9619235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 194158 members Entering Unmasked Estep Score: -9619233.000000 Penalty: 1108.817505 Iteration 59Q: 3 clusters Score -9619233 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 194166 members Entering Unmasked Estep Score: -9619255.000000 Penalty: 1108.817505 Iteration 60F: 3 clusters Score -9619255 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 194157 members Entering Unmasked Estep Score: -9619258.000000 Penalty: 1108.817505 Iteration 61Q: 3 clusters Score -9619258 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 194140 members Entering Unmasked Estep Score: -9619255.000000 Penalty: 1108.817505 Iteration 62Q: 3 clusters Score -9619255 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 194126 members Entering Unmasked Estep Score: -9619267.000000 Penalty: 1108.817505 Iteration 63Q: 3 clusters Score -9619267 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 194131 members Entering Unmasked Estep Score: -9619276.000000 Penalty: 1108.817505 Iteration 64Q: 3 clusters Score -9619276 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 194142 members Entering Unmasked Estep Score: -9619281.000000 Penalty: 1108.817505 Iteration 65Q: 3 clusters Score -9619281 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 194142 members Entering Unmasked Estep Score: -9619285.000000 Penalty: 1108.817505 Iteration 66Q: 3 clusters Score -9619285 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 194143 members Entering Unmasked Estep Score: -9619290.000000 Penalty: 1108.817505 Iteration 67Q: 3 clusters Score -9619290 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 194142 members Entering Unmasked Estep Score: -9619290.000000 Penalty: 1108.817505 Iteration 68Q: 3 clusters Score -9619290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 194143 members Entering Unmasked Estep Score: -9619285.000000 Penalty: 1108.817505 Iteration 69Q: 3 clusters Score -9619285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 194140 members Entering Unmasked Estep Score: -9619287.000000 Penalty: 1108.817505 Iteration 70Q: 3 clusters Score -9619287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 194139 members Entering Unmasked Estep Score: -9619287.000000 Penalty: 1108.817505 Iteration 71Q: 3 clusters Score -9619287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 194136 members Entering Unmasked Estep Score: -9619282.000000 Penalty: 1108.817505 Iteration 72Q: 3 clusters Score -9619282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 194132 members Entering Unmasked Estep Score: -9619285.000000 Penalty: 1108.817505 Iteration 73Q: 3 clusters Score -9619285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 194127 members Entering Unmasked Estep Score: -9619285.000000 Penalty: 1108.817505 Iteration 74Q: 3 clusters Score -9619285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 194126 members Entering Unmasked Estep Score: -9619278.000000 Penalty: 1108.817505 Iteration 75Q: 3 clusters Score -9619278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 194124 members Entering Unmasked Estep Score: -9619279.000000 Penalty: 1108.817505 Iteration 76Q: 3 clusters Score -9619279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 194122 members Entering Unmasked Estep Score: -9619281.000000 Penalty: 1108.817505 Iteration 77Q: 3 clusters Score -9619281 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 194122 members Entering Unmasked Estep Score: -9619281.000000 Penalty: 1108.817505 Iteration 78F: 3 clusters Score -9619281 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 194122 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 2501 members Mstep: Class 9 contains 1538 members Mstep: Class 10 contains 18077 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 4740 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 18 contains 1083 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 13102 members Entering Unmasked Estep Score: -24260220.000000 Penalty: 10756.502930 Splitting cluster 6 changes total score from -24257886.000000 to -24260220.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 7 (2501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Entering Unmasked Estep Score: -119513.296875 Penalty: 356.012268 Iteration 0F: 2 clusters Score -119513.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -117772.445312 Penalty: 712.024536 Iteration 0F: 3 clusters Score -117772.4 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -118368.734375 Penalty: 712.024536 Iteration 1F: 3 clusters Score -118368.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -118480.546875 Penalty: 712.024536 Iteration 2F: 3 clusters Score -118480.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -118586.054688 Penalty: 712.024536 Iteration 3F: 3 clusters Score -118586.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -118691.781250 Penalty: 712.024536 Iteration 4Q: 3 clusters Score -118691.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -118815.507812 Penalty: 712.024536 Iteration 5F: 3 clusters Score -118815.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -118900.351562 Penalty: 712.024536 Iteration 6Q: 3 clusters Score -118900.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -118944.921875 Penalty: 712.024536 Iteration 7Q: 3 clusters Score -118944.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -118986.687500 Penalty: 712.024536 Iteration 8Q: 3 clusters Score -118986.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -119025.773438 Penalty: 712.024536 Iteration 9Q: 3 clusters Score -119025.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -119064.890625 Penalty: 712.024536 Iteration 10Q: 3 clusters Score -119064.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -119103.718750 Penalty: 712.024536 Iteration 11Q: 3 clusters Score -119103.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -119140.992188 Penalty: 712.024536 Iteration 12Q: 3 clusters Score -119141 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -119174.351562 Penalty: 712.024536 Iteration 13Q: 3 clusters Score -119174.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -119199.148438 Penalty: 712.024536 Iteration 14Q: 3 clusters Score -119199.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -119216.523438 Penalty: 712.024536 Iteration 15Q: 3 clusters Score -119216.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -119241.218750 Penalty: 712.024536 Iteration 16Q: 3 clusters Score -119241.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -119266.171875 Penalty: 712.024536 Iteration 17Q: 3 clusters Score -119266.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -119288.171875 Penalty: 712.024536 Iteration 18Q: 3 clusters Score -119288.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -119306.601562 Penalty: 712.024536 Iteration 19Q: 3 clusters Score -119306.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -119324.179688 Penalty: 712.024536 Iteration 20F: 3 clusters Score -119324.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -119336.031250 Penalty: 712.024536 Iteration 21Q: 3 clusters Score -119336 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -119346.320312 Penalty: 712.024536 Iteration 22Q: 3 clusters Score -119346.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -119360.398438 Penalty: 712.024536 Iteration 23Q: 3 clusters Score -119360.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -119381.164062 Penalty: 712.024536 Iteration 24Q: 3 clusters Score -119381.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -119395.046875 Penalty: 712.024536 Iteration 25Q: 3 clusters Score -119395 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -119405.843750 Penalty: 712.024536 Iteration 26Q: 3 clusters Score -119405.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -119415.929688 Penalty: 712.024536 Iteration 27Q: 3 clusters Score -119415.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -119423.515625 Penalty: 712.024536 Iteration 28Q: 3 clusters Score -119423.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -119430.046875 Penalty: 712.024536 Iteration 29Q: 3 clusters Score -119430 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -119435.789062 Penalty: 712.024536 Iteration 30Q: 3 clusters Score -119435.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -119440.570312 Penalty: 712.024536 Iteration 31Q: 3 clusters Score -119440.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -119446.148438 Penalty: 712.024536 Iteration 32Q: 3 clusters Score -119446.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -119448.179688 Penalty: 712.024536 Iteration 33Q: 3 clusters Score -119448.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -119450.492188 Penalty: 712.024536 Iteration 34Q: 3 clusters Score -119450.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -119452.335938 Penalty: 712.024536 Iteration 35Q: 3 clusters Score -119452.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -119453.984375 Penalty: 712.024536 Iteration 36Q: 3 clusters Score -119454 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -119455.515625 Penalty: 712.024536 Iteration 37Q: 3 clusters Score -119455.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -119456.210938 Penalty: 712.024536 Iteration 38Q: 3 clusters Score -119456.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -119456.210938 Penalty: 712.024536 Iteration 39F: 3 clusters Score -119456.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Entering Unmasked Estep Score: -59870.718750 Penalty: 333.889832 Iteration 0F: 2 clusters Score -59870.72 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 765 members Entering Unmasked Estep Score: -58873.027344 Penalty: 667.779663 Iteration 0F: 3 clusters Score -58873.03 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -59926.878906 Penalty: 667.779663 Iteration 1F: 3 clusters Score -59926.88 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -60302.562500 Penalty: 667.779663 Iteration 2F: 3 clusters Score -60302.56 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -60493.335938 Penalty: 667.779663 Iteration 3F: 3 clusters Score -60493.34 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -60725.636719 Penalty: 667.779663 Iteration 4F: 3 clusters Score -60725.64 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -60991.855469 Penalty: 667.779663 Iteration 5F: 3 clusters Score -60991.86 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -61548.824219 Penalty: 667.779663 Iteration 6F: 3 clusters Score -61548.82 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -62567.832031 Penalty: 667.779663 Iteration 7Q: 3 clusters Score -62567.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -62742.117188 Penalty: 667.779663 Iteration 8Q: 3 clusters Score -62742.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -62790.796875 Penalty: 667.779663 Iteration 9Q: 3 clusters Score -62790.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -62790.796875 Penalty: 667.779663 Iteration 10F: 3 clusters Score -62790.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 194122 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 2501 members Mstep: Class 8 contains 698 members Mstep: Class 9 contains 840 members Mstep: Class 10 contains 18077 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 4740 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 18 contains 1083 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 13102 members Entering Unmasked Estep Score: -24262874.000000 Penalty: 11354.086914 Splitting cluster 9 changes total score from -24257886.000000 to -24262874.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 10 (18077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18077 members Entering Unmasked Estep Score: -847917.687500 Penalty: 446.009003 Iteration 0F: 2 clusters Score -847917.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9011 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -835930.750000 Penalty: 892.018005 Iteration 0F: 3 clusters Score -835930.8 nChanged 8626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -841018.500000 Penalty: 892.018005 Iteration 1F: 3 clusters Score -841018.5 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -841571.312500 Penalty: 892.018005 Iteration 2F: 3 clusters Score -841571.3 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 11504 members Entering Unmasked Estep Score: -842363.562500 Penalty: 892.018005 Iteration 3F: 3 clusters Score -842363.6 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 12645 members Entering Unmasked Estep Score: -843434.812500 Penalty: 892.018005 Iteration 4F: 3 clusters Score -843434.8 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 13975 members Entering Unmasked Estep Score: -844765.250000 Penalty: 892.018005 Iteration 5F: 3 clusters Score -844765.2 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 15366 members Entering Unmasked Estep Score: -846252.937500 Penalty: 892.018005 Iteration 6F: 3 clusters Score -846252.9 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 16426 members Entering Unmasked Estep Score: -847352.687500 Penalty: 892.018005 Iteration 7F: 3 clusters Score -847352.7 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 17084 members Entering Unmasked Estep Score: -847963.062500 Penalty: 892.018005 Iteration 8Q: 3 clusters Score -847963.1 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 17400 members Entering Unmasked Estep Score: -848205.875000 Penalty: 892.018005 Iteration 9Q: 3 clusters Score -848205.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 17535 members Entering Unmasked Estep Score: -848292.000000 Penalty: 892.018005 Iteration 10Q: 3 clusters Score -848292 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -848330.562500 Penalty: 892.018005 Iteration 11Q: 3 clusters Score -848330.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 17623 members Entering Unmasked Estep Score: -848344.000000 Penalty: 892.018005 Iteration 12Q: 3 clusters Score -848344 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 17636 members Entering Unmasked Estep Score: -848352.062500 Penalty: 892.018005 Iteration 13Q: 3 clusters Score -848352.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 17638 members Entering Unmasked Estep Score: -848354.125000 Penalty: 892.018005 Iteration 14Q: 3 clusters Score -848354.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 17642 members Entering Unmasked Estep Score: -848355.125000 Penalty: 892.018005 Iteration 15Q: 3 clusters Score -848355.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 17648 members Entering Unmasked Estep Score: -848355.750000 Penalty: 892.018005 Iteration 16Q: 3 clusters Score -848355.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 17654 members Entering Unmasked Estep Score: -848360.625000 Penalty: 892.018005 Iteration 17Q: 3 clusters Score -848360.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 17662 members Entering Unmasked Estep Score: -848366.562500 Penalty: 892.018005 Iteration 18Q: 3 clusters Score -848366.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -848367.062500 Penalty: 892.018005 Iteration 19Q: 3 clusters Score -848367.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 17664 members Entering Unmasked Estep Score: -848367.812500 Penalty: 892.018005 Iteration 20F: 3 clusters Score -848367.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 17663 members Entering Unmasked Estep Score: -848369.937500 Penalty: 892.018005 Iteration 21Q: 3 clusters Score -848369.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 17661 members Entering Unmasked Estep Score: -848370.062500 Penalty: 892.018005 Iteration 22Q: 3 clusters Score -848370.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 17662 members Entering Unmasked Estep Score: -848370.187500 Penalty: 892.018005 Iteration 23Q: 3 clusters Score -848370.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 17663 members Entering Unmasked Estep Score: -848370.500000 Penalty: 892.018005 Iteration 24Q: 3 clusters Score -848370.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -848370.937500 Penalty: 892.018005 Iteration 25Q: 3 clusters Score -848370.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -848370.062500 Penalty: 892.018005 Iteration 26Q: 3 clusters Score -848370.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -848370.062500 Penalty: 892.018005 Iteration 27F: 3 clusters Score -848370.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 194122 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 2501 members Mstep: Class 8 contains 698 members Mstep: Class 9 contains 840 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 4740 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 17 contains 17666 members Mstep: Class 18 contains 1083 members Mstep: Class 19 contains 1596 members Mstep: Class 21 contains 13102 members Entering Unmasked Estep Score: -24263202.000000 Penalty: 11951.669922 Splitting cluster 10 changes total score from -24257886.000000 to -24263202.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 11 (604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Entering Unmasked Estep Score: -28425.333984 Penalty: 291.362610 Iteration 0F: 2 clusters Score -28425.33 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 309 members Entering Unmasked Estep Score: -27876.685547 Penalty: 582.725220 Iteration 0F: 3 clusters Score -27876.69 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -28005.746094 Penalty: 582.725220 Iteration 1F: 3 clusters Score -28005.75 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -28038.109375 Penalty: 582.725220 Iteration 2F: 3 clusters Score -28038.11 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -28062.837891 Penalty: 582.725220 Iteration 3F: 3 clusters Score -28062.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -28089.820312 Penalty: 582.725220 Iteration 4Q: 3 clusters Score -28089.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -28117.216797 Penalty: 582.725220 Iteration 5Q: 3 clusters Score -28117.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -28134.091797 Penalty: 582.725220 Iteration 6Q: 3 clusters Score -28134.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -28152.562500 Penalty: 582.725220 Iteration 7Q: 3 clusters Score -28152.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -28169.482422 Penalty: 582.725220 Iteration 8Q: 3 clusters Score -28169.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -28184.251953 Penalty: 582.725220 Iteration 9Q: 3 clusters Score -28184.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -28189.080078 Penalty: 582.725220 Iteration 10Q: 3 clusters Score -28189.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -28191.697266 Penalty: 582.725220 Iteration 11Q: 3 clusters Score -28191.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -28194.134766 Penalty: 582.725220 Iteration 12Q: 3 clusters Score -28194.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -28195.488281 Penalty: 582.725220 Iteration 13Q: 3 clusters Score -28195.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -28199.009766 Penalty: 582.725220 Iteration 14Q: 3 clusters Score -28199.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -28202.330078 Penalty: 582.725220 Iteration 15Q: 3 clusters Score -28202.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -28202.984375 Penalty: 582.725220 Iteration 16Q: 3 clusters Score -28202.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -28203.341797 Penalty: 582.725220 Iteration 17Q: 3 clusters Score -28203.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -28203.341797 Penalty: 582.725220 Iteration 18F: 3 clusters Score -28203.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (121993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121993 members Entering Unmasked Estep Score: -6189375.500000 Penalty: 532.883179 Iteration 0F: 2 clusters Score -6189376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60832 members Mstep: Class 2 contains 61161 members Entering Unmasked Estep Score: -6109081.500000 Penalty: 1065.766357 Iteration 0F: 3 clusters Score -6109082 nChanged 59875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57227 members Mstep: Class 2 contains 64766 members Entering Unmasked Estep Score: -6145833.000000 Penalty: 1065.766357 Iteration 1F: 3 clusters Score -6145833 nChanged 4931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55388 members Mstep: Class 2 contains 66605 members Entering Unmasked Estep Score: -6147791.000000 Penalty: 1065.766357 Iteration 2Q: 3 clusters Score -6147791 nChanged 5744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52752 members Mstep: Class 2 contains 69241 members Entering Unmasked Estep Score: -6150684.000000 Penalty: 1065.766357 Iteration 3Q: 3 clusters Score -6150684 nChanged 6712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49070 members Mstep: Class 2 contains 72923 members Entering Unmasked Estep Score: -6154997.500000 Penalty: 1065.766357 Iteration 4F: 3 clusters Score -6154998 nChanged 7523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44519 members Mstep: Class 2 contains 77474 members Entering Unmasked Estep Score: -6160871.000000 Penalty: 1065.766357 Iteration 5F: 3 clusters Score -6160871 nChanged 7709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39982 members Mstep: Class 2 contains 82011 members Entering Unmasked Estep Score: -6166703.000000 Penalty: 1065.766357 Iteration 6F: 3 clusters Score -6166703 nChanged 6779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36303 members Mstep: Class 2 contains 85690 members Entering Unmasked Estep Score: -6170915.500000 Penalty: 1065.766357 Iteration 7F: 3 clusters Score -6170916 nChanged 5438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33195 members Mstep: Class 2 contains 88798 members Entering Unmasked Estep Score: -6173577.000000 Penalty: 1065.766357 Iteration 8Q: 3 clusters Score -6173577 nChanged 4078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30399 members Mstep: Class 2 contains 91594 members Entering Unmasked Estep Score: -6175311.000000 Penalty: 1065.766357 Iteration 9Q: 3 clusters Score -6175311 nChanged 3199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27736 members Mstep: Class 2 contains 94257 members Entering Unmasked Estep Score: -6176582.500000 Penalty: 1065.766357 Iteration 10Q: 3 clusters Score -6176582 nChanged 2834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25070 members Mstep: Class 2 contains 96923 members Entering Unmasked Estep Score: -6177624.000000 Penalty: 1065.766357 Iteration 11Q: 3 clusters Score -6177624 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22436 members Mstep: Class 2 contains 99557 members Entering Unmasked Estep Score: -6178646.000000 Penalty: 1065.766357 Iteration 12Q: 3 clusters Score -6178646 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19807 members Mstep: Class 2 contains 102186 members Entering Unmasked Estep Score: -6179682.000000 Penalty: 1065.766357 Iteration 13Q: 3 clusters Score -6179682 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 104734 members Entering Unmasked Estep Score: -6180801.500000 Penalty: 1065.766357 Iteration 14Q: 3 clusters Score -6180802 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14793 members Mstep: Class 2 contains 107200 members Entering Unmasked Estep Score: -6181991.500000 Penalty: 1065.766357 Iteration 15Q: 3 clusters Score -6181992 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 109453 members Entering Unmasked Estep Score: -6183096.000000 Penalty: 1065.766357 Iteration 16Q: 3 clusters Score -6183096 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 111456 members Entering Unmasked Estep Score: -6184107.500000 Penalty: 1065.766357 Iteration 17Q: 3 clusters Score -6184108 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 113251 members Entering Unmasked Estep Score: -6184949.500000 Penalty: 1065.766357 Iteration 18Q: 3 clusters Score -6184950 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 114798 members Entering Unmasked Estep Score: -6185784.500000 Penalty: 1065.766357 Iteration 19Q: 3 clusters Score -6185784 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 116060 members Entering Unmasked Estep Score: -6186349.500000 Penalty: 1065.766357 Iteration 20F: 3 clusters Score -6186350 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 117109 members Entering Unmasked Estep Score: -6186864.500000 Penalty: 1065.766357 Iteration 21Q: 3 clusters Score -6186864 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 117963 members Entering Unmasked Estep Score: -6187267.000000 Penalty: 1065.766357 Iteration 22Q: 3 clusters Score -6187267 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 118626 members Entering Unmasked Estep Score: -6187586.000000 Penalty: 1065.766357 Iteration 23Q: 3 clusters Score -6187586 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 119168 members Entering Unmasked Estep Score: -6187835.500000 Penalty: 1065.766357 Iteration 24Q: 3 clusters Score -6187836 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 119621 members Entering Unmasked Estep Score: -6188030.000000 Penalty: 1065.766357 Iteration 25Q: 3 clusters Score -6188030 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 119986 members Entering Unmasked Estep Score: -6188200.500000 Penalty: 1065.766357 Iteration 26Q: 3 clusters Score -6188200 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 120273 members Entering Unmasked Estep Score: -6188343.500000 Penalty: 1065.766357 Iteration 27Q: 3 clusters Score -6188344 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 120513 members Entering Unmasked Estep Score: -6188476.500000 Penalty: 1065.766357 Iteration 28Q: 3 clusters Score -6188476 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 120702 members Entering Unmasked Estep Score: -6188544.000000 Penalty: 1065.766357 Iteration 29Q: 3 clusters Score -6188544 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 120852 members Entering Unmasked Estep Score: -6188610.000000 Penalty: 1065.766357 Iteration 30Q: 3 clusters Score -6188610 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 120974 members Entering Unmasked Estep Score: -6188657.500000 Penalty: 1065.766357 Iteration 31Q: 3 clusters Score -6188658 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 121068 members Entering Unmasked Estep Score: -6188680.500000 Penalty: 1065.766357 Iteration 32Q: 3 clusters Score -6188680 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 121128 members Entering Unmasked Estep Score: -6188716.500000 Penalty: 1065.766357 Iteration 33Q: 3 clusters Score -6188716 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 121180 members Entering Unmasked Estep Score: -6188724.500000 Penalty: 1065.766357 Iteration 34Q: 3 clusters Score -6188724 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 121218 members Entering Unmasked Estep Score: -6188741.000000 Penalty: 1065.766357 Iteration 35Q: 3 clusters Score -6188741 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 121257 members Entering Unmasked Estep Score: -6188754.000000 Penalty: 1065.766357 Iteration 36Q: 3 clusters Score -6188754 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 121294 members Entering Unmasked Estep Score: -6188775.000000 Penalty: 1065.766357 Iteration 37Q: 3 clusters Score -6188775 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 121333 members Entering Unmasked Estep Score: -6188789.500000 Penalty: 1065.766357 Iteration 38Q: 3 clusters Score -6188790 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 121363 members Entering Unmasked Estep Score: -6188810.500000 Penalty: 1065.766357 Iteration 39Q: 3 clusters Score -6188810 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 121398 members Entering Unmasked Estep Score: -6188826.000000 Penalty: 1065.766357 Iteration 40F: 3 clusters Score -6188826 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 121415 members Entering Unmasked Estep Score: -6188840.500000 Penalty: 1065.766357 Iteration 41Q: 3 clusters Score -6188840 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 121434 members Entering Unmasked Estep Score: -6188841.500000 Penalty: 1065.766357 Iteration 42Q: 3 clusters Score -6188842 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 121457 members Entering Unmasked Estep Score: -6188840.000000 Penalty: 1065.766357 Iteration 43Q: 3 clusters Score -6188840 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 121474 members Entering Unmasked Estep Score: -6188849.500000 Penalty: 1065.766357 Iteration 44Q: 3 clusters Score -6188850 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 121495 members Entering Unmasked Estep Score: -6188863.000000 Penalty: 1065.766357 Iteration 45Q: 3 clusters Score -6188863 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 121520 members Entering Unmasked Estep Score: -6188878.000000 Penalty: 1065.766357 Iteration 46Q: 3 clusters Score -6188878 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 121540 members Entering Unmasked Estep Score: -6188885.000000 Penalty: 1065.766357 Iteration 47Q: 3 clusters Score -6188885 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 121551 members Entering Unmasked Estep Score: -6188888.500000 Penalty: 1065.766357 Iteration 48Q: 3 clusters Score -6188888 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 121557 members Entering Unmasked Estep Score: -6188892.500000 Penalty: 1065.766357 Iteration 49Q: 3 clusters Score -6188892 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 121564 members Entering Unmasked Estep Score: -6188890.500000 Penalty: 1065.766357 Iteration 50Q: 3 clusters Score -6188890 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 121568 members Entering Unmasked Estep Score: -6188890.000000 Penalty: 1065.766357 Iteration 51Q: 3 clusters Score -6188890 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 121573 members Entering Unmasked Estep Score: -6188886.500000 Penalty: 1065.766357 Iteration 52Q: 3 clusters Score -6188886 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 121577 members Entering Unmasked Estep Score: -6188893.000000 Penalty: 1065.766357 Iteration 53Q: 3 clusters Score -6188893 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 121577 members Entering Unmasked Estep Score: -6188893.500000 Penalty: 1065.766357 Iteration 54Q: 3 clusters Score -6188894 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 121578 members Entering Unmasked Estep Score: -6188897.500000 Penalty: 1065.766357 Iteration 55Q: 3 clusters Score -6188898 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 121578 members Entering Unmasked Estep Score: -6188892.000000 Penalty: 1065.766357 Iteration 56Q: 3 clusters Score -6188892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 121578 members Entering Unmasked Estep Score: -6188894.500000 Penalty: 1065.766357 Iteration 57Q: 3 clusters Score -6188894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 121577 members Entering Unmasked Estep Score: -6188895.500000 Penalty: 1065.766357 Iteration 58Q: 3 clusters Score -6188896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 121578 members Entering Unmasked Estep Score: -6188896.500000 Penalty: 1065.766357 Iteration 59Q: 3 clusters Score -6188896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 121577 members Entering Unmasked Estep Score: -6188900.500000 Penalty: 1065.766357 Iteration 60F: 3 clusters Score -6188900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 121577 members Entering Unmasked Estep Score: -6188897.500000 Penalty: 1065.766357 Iteration 61Q: 3 clusters Score -6188898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 121576 members Entering Unmasked Estep Score: -6188896.000000 Penalty: 1065.766357 Iteration 62Q: 3 clusters Score -6188896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 121575 members Entering Unmasked Estep Score: -6188894.000000 Penalty: 1065.766357 Iteration 63Q: 3 clusters Score -6188894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 121578 members Entering Unmasked Estep Score: -6188899.500000 Penalty: 1065.766357 Iteration 64Q: 3 clusters Score -6188900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 121581 members Entering Unmasked Estep Score: -6188894.500000 Penalty: 1065.766357 Iteration 65Q: 3 clusters Score -6188894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 121582 members Entering Unmasked Estep Score: -6188895.500000 Penalty: 1065.766357 Iteration 66Q: 3 clusters Score -6188896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 121582 members Entering Unmasked Estep Score: -6188895.500000 Penalty: 1065.766357 Iteration 67F: 3 clusters Score -6188896 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Entering Unmasked Estep Score: -528898.812500 Penalty: 420.986084 Iteration 0F: 2 clusters Score -528898.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -521935.531250 Penalty: 841.972168 Iteration 0F: 3 clusters Score -521935.5 nChanged 4886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -524735.625000 Penalty: 841.972168 Iteration 1F: 3 clusters Score -524735.6 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -524988.812500 Penalty: 841.972168 Iteration 2F: 3 clusters Score -524988.8 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -525300.062500 Penalty: 841.972168 Iteration 3F: 3 clusters Score -525300.1 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -525675.062500 Penalty: 841.972168 Iteration 4F: 3 clusters Score -525675.1 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -526116.500000 Penalty: 841.972168 Iteration 5F: 3 clusters Score -526116.5 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -526574.312500 Penalty: 841.972168 Iteration 6F: 3 clusters Score -526574.3 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -526927.687500 Penalty: 841.972168 Iteration 7Q: 3 clusters Score -526927.7 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -527143.937500 Penalty: 841.972168 Iteration 8Q: 3 clusters Score -527143.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -527291.312500 Penalty: 841.972168 Iteration 9Q: 3 clusters Score -527291.3 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -527423.937500 Penalty: 841.972168 Iteration 10Q: 3 clusters Score -527423.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -527544.187500 Penalty: 841.972168 Iteration 11Q: 3 clusters Score -527544.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -527657.000000 Penalty: 841.972168 Iteration 12Q: 3 clusters Score -527657 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 8412 members Entering Unmasked Estep Score: -527764.062500 Penalty: 841.972168 Iteration 13Q: 3 clusters Score -527764.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -527861.312500 Penalty: 841.972168 Iteration 14Q: 3 clusters Score -527861.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 8781 members Entering Unmasked Estep Score: -527953.562500 Penalty: 841.972168 Iteration 15Q: 3 clusters Score -527953.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 8945 members Entering Unmasked Estep Score: -528035.437500 Penalty: 841.972168 Iteration 16Q: 3 clusters Score -528035.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -528102.812500 Penalty: 841.972168 Iteration 17Q: 3 clusters Score -528102.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -528162.625000 Penalty: 841.972168 Iteration 18Q: 3 clusters Score -528162.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -528217.000000 Penalty: 841.972168 Iteration 19Q: 3 clusters Score -528217 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 9434 members Entering Unmasked Estep Score: -528265.250000 Penalty: 841.972168 Iteration 20F: 3 clusters Score -528265.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -528309.000000 Penalty: 841.972168 Iteration 21Q: 3 clusters Score -528309 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -528362.625000 Penalty: 841.972168 Iteration 22Q: 3 clusters Score -528362.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -528407.687500 Penalty: 841.972168 Iteration 23Q: 3 clusters Score -528407.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -528454.562500 Penalty: 841.972168 Iteration 24Q: 3 clusters Score -528454.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -528486.812500 Penalty: 841.972168 Iteration 25Q: 3 clusters Score -528486.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -528512.312500 Penalty: 841.972168 Iteration 26Q: 3 clusters Score -528512.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -528536.562500 Penalty: 841.972168 Iteration 27Q: 3 clusters Score -528536.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -528557.000000 Penalty: 841.972168 Iteration 28Q: 3 clusters Score -528557 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 9967 members Entering Unmasked Estep Score: -528574.875000 Penalty: 841.972168 Iteration 29Q: 3 clusters Score -528574.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -528586.812500 Penalty: 841.972168 Iteration 30Q: 3 clusters Score -528586.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -528600.687500 Penalty: 841.972168 Iteration 31Q: 3 clusters Score -528600.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -528608.875000 Penalty: 841.972168 Iteration 32Q: 3 clusters Score -528608.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -528613.437500 Penalty: 841.972168 Iteration 33Q: 3 clusters Score -528613.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -528616.625000 Penalty: 841.972168 Iteration 34Q: 3 clusters Score -528616.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -528618.062500 Penalty: 841.972168 Iteration 35Q: 3 clusters Score -528618.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -528619.125000 Penalty: 841.972168 Iteration 36Q: 3 clusters Score -528619.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -528620.000000 Penalty: 841.972168 Iteration 37Q: 3 clusters Score -528620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -528620.687500 Penalty: 841.972168 Iteration 38Q: 3 clusters Score -528620.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -528620.937500 Penalty: 841.972168 Iteration 39Q: 3 clusters Score -528620.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -528620.875000 Penalty: 841.972168 Iteration 40F: 3 clusters Score -528620.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 10056 members Entering Unmasked Estep Score: -528621.875000 Penalty: 841.972168 Iteration 41Q: 3 clusters Score -528621.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -528622.625000 Penalty: 841.972168 Iteration 42Q: 3 clusters Score -528622.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 10061 members Entering Unmasked Estep Score: -528622.812500 Penalty: 841.972168 Iteration 43Q: 3 clusters Score -528622.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -528622.750000 Penalty: 841.972168 Iteration 44Q: 3 clusters Score -528622.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -528623.000000 Penalty: 841.972168 Iteration 45Q: 3 clusters Score -528623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -528623.000000 Penalty: 841.972168 Iteration 46F: 3 clusters Score -528623 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Entering Unmasked Estep Score: -213347.031250 Penalty: 385.102570 Iteration 0F: 2 clusters Score -213347 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -210144.781250 Penalty: 770.205139 Iteration 0F: 3 clusters Score -210144.8 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -211281.703125 Penalty: 770.205139 Iteration 1F: 3 clusters Score -211281.7 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -211408.640625 Penalty: 770.205139 Iteration 2F: 3 clusters Score -211408.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -211587.437500 Penalty: 770.205139 Iteration 3F: 3 clusters Score -211587.4 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -211834.500000 Penalty: 770.205139 Iteration 4F: 3 clusters Score -211834.5 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -212127.000000 Penalty: 770.205139 Iteration 5F: 3 clusters Score -212127 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -212457.515625 Penalty: 770.205139 Iteration 6F: 3 clusters Score -212457.5 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -212723.187500 Penalty: 770.205139 Iteration 7F: 3 clusters Score -212723.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -212941.156250 Penalty: 770.205139 Iteration 8F: 3 clusters Score -212941.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -213088.250000 Penalty: 770.205139 Iteration 9Q: 3 clusters Score -213088.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -213200.171875 Penalty: 770.205139 Iteration 10Q: 3 clusters Score -213200.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -213274.484375 Penalty: 770.205139 Iteration 11Q: 3 clusters Score -213274.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -213332.203125 Penalty: 770.205139 Iteration 12Q: 3 clusters Score -213332.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -213371.640625 Penalty: 770.205139 Iteration 13Q: 3 clusters Score -213371.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -213391.531250 Penalty: 770.205139 Iteration 14Q: 3 clusters Score -213391.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -213403.140625 Penalty: 770.205139 Iteration 15Q: 3 clusters Score -213403.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -213407.109375 Penalty: 770.205139 Iteration 16Q: 3 clusters Score -213407.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -213409.062500 Penalty: 770.205139 Iteration 17Q: 3 clusters Score -213409.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -213410.484375 Penalty: 770.205139 Iteration 18Q: 3 clusters Score -213410.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -213411.484375 Penalty: 770.205139 Iteration 19Q: 3 clusters Score -213411.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -213412.171875 Penalty: 770.205139 Iteration 20F: 3 clusters Score -213412.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -213411.953125 Penalty: 770.205139 Iteration 21Q: 3 clusters Score -213412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -213411.953125 Penalty: 770.205139 Iteration 22F: 3 clusters Score -213412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 194122 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 2501 members Mstep: Class 8 contains 698 members Mstep: Class 9 contains 840 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 387 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 17 contains 17666 members Mstep: Class 18 contains 1083 members Mstep: Class 19 contains 1596 members Mstep: Class 20 contains 4353 members Mstep: Class 21 contains 13102 members Entering Unmasked Estep Score: -24263042.000000 Penalty: 12549.253906 Splitting cluster 14 changes total score from -24257886.000000 to -24263042.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 15 (65050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65050 members Entering Unmasked Estep Score: -3377463.500000 Penalty: 504.272461 Iteration 0F: 2 clusters Score -3377464 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32344 members Mstep: Class 2 contains 32706 members Entering Unmasked Estep Score: -3333680.500000 Penalty: 1008.544922 Iteration 0F: 3 clusters Score -3333680 nChanged 31622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28710 members Mstep: Class 2 contains 36340 members Entering Unmasked Estep Score: -3352556.750000 Penalty: 1008.544922 Iteration 1F: 3 clusters Score -3352557 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26388 members Mstep: Class 2 contains 38662 members Entering Unmasked Estep Score: -3353763.250000 Penalty: 1008.544922 Iteration 2Q: 3 clusters Score -3353763 nChanged 3699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22939 members Mstep: Class 2 contains 42111 members Entering Unmasked Estep Score: -3355960.500000 Penalty: 1008.544922 Iteration 3F: 3 clusters Score -3355960 nChanged 4706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 46691 members Entering Unmasked Estep Score: -3359618.500000 Penalty: 1008.544922 Iteration 4F: 3 clusters Score -3359618 nChanged 5290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Mstep: Class 2 contains 51935 members Entering Unmasked Estep Score: -3364610.000000 Penalty: 1008.544922 Iteration 5F: 3 clusters Score -3364610 nChanged 4859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 56782 members Entering Unmasked Estep Score: -3369378.750000 Penalty: 1008.544922 Iteration 6F: 3 clusters Score -3369379 nChanged 3468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 60242 members Entering Unmasked Estep Score: -3372694.750000 Penalty: 1008.544922 Iteration 7F: 3 clusters Score -3372695 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 62534 members Entering Unmasked Estep Score: -3374828.000000 Penalty: 1008.544922 Iteration 8Q: 3 clusters Score -3374828 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 63879 members Entering Unmasked Estep Score: -3376024.250000 Penalty: 1008.544922 Iteration 9Q: 3 clusters Score -3376024 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 64560 members Entering Unmasked Estep Score: -3376613.500000 Penalty: 1008.544922 Iteration 10Q: 3 clusters Score -3376614 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 64841 members Entering Unmasked Estep Score: -3376855.750000 Penalty: 1008.544922 Iteration 11Q: 3 clusters Score -3376856 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 64937 members Entering Unmasked Estep Score: -3376938.750000 Penalty: 1008.544922 Iteration 12Q: 3 clusters Score -3376939 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 64974 members Entering Unmasked Estep Score: -3376969.750000 Penalty: 1008.544922 Iteration 13Q: 3 clusters Score -3376970 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 64991 members Entering Unmasked Estep Score: -3376994.750000 Penalty: 1008.544922 Iteration 14Q: 3 clusters Score -3376995 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 64993 members Entering Unmasked Estep Score: -3377009.000000 Penalty: 1008.544922 Iteration 15Q: 3 clusters Score -3377009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 64994 members Entering Unmasked Estep Score: -3377014.500000 Penalty: 1008.544922 Iteration 16Q: 3 clusters Score -3377014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 64995 members Entering Unmasked Estep Score: -3377019.500000 Penalty: 1008.544922 Iteration 17Q: 3 clusters Score -3377020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 64996 members Entering Unmasked Estep Score: -3377024.750000 Penalty: 1008.544922 Iteration 18Q: 3 clusters Score -3377025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 64999 members Entering Unmasked Estep Score: -3377030.750000 Penalty: 1008.544922 Iteration 19Q: 3 clusters Score -3377031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 64998 members Entering Unmasked Estep Score: -3377032.750000 Penalty: 1008.544922 Iteration 20F: 3 clusters Score -3377033 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (22273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22273 members Entering Unmasked Estep Score: -1044409.062500 Penalty: 455.506439 Iteration 0F: 2 clusters Score -1044409 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -1029448.562500 Penalty: 911.012878 Iteration 0F: 3 clusters Score -1029449 nChanged 10677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10856 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -1035978.000000 Penalty: 911.012878 Iteration 1F: 3 clusters Score -1035978 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10618 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1036675.812500 Penalty: 911.012878 Iteration 2F: 3 clusters Score -1036676 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10313 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -1037738.500000 Penalty: 911.012878 Iteration 3F: 3 clusters Score -1037738 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10028 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -1039053.375000 Penalty: 911.012878 Iteration 4F: 3 clusters Score -1039053 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -1040281.625000 Penalty: 911.012878 Iteration 5F: 3 clusters Score -1040282 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -1041033.437500 Penalty: 911.012878 Iteration 6F: 3 clusters Score -1041033 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -1041404.375000 Penalty: 911.012878 Iteration 7Q: 3 clusters Score -1041404 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -1041612.000000 Penalty: 911.012878 Iteration 8Q: 3 clusters Score -1041612 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 13172 members Entering Unmasked Estep Score: -1041757.312500 Penalty: 911.012878 Iteration 9Q: 3 clusters Score -1041757 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -1041867.125000 Penalty: 911.012878 Iteration 10Q: 3 clusters Score -1041867 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -1041987.750000 Penalty: 911.012878 Iteration 11Q: 3 clusters Score -1041988 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -1042105.625000 Penalty: 911.012878 Iteration 12Q: 3 clusters Score -1042106 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -1042216.375000 Penalty: 911.012878 Iteration 13Q: 3 clusters Score -1042216 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 14543 members Entering Unmasked Estep Score: -1042314.125000 Penalty: 911.012878 Iteration 14Q: 3 clusters Score -1042314 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -1042408.875000 Penalty: 911.012878 Iteration 15Q: 3 clusters Score -1042409 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 15183 members Entering Unmasked Estep Score: -1042503.125000 Penalty: 911.012878 Iteration 16Q: 3 clusters Score -1042503 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 15500 members Entering Unmasked Estep Score: -1042589.500000 Penalty: 911.012878 Iteration 17Q: 3 clusters Score -1042590 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 15842 members Entering Unmasked Estep Score: -1042678.937500 Penalty: 911.012878 Iteration 18Q: 3 clusters Score -1042679 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -1042751.562500 Penalty: 911.012878 Iteration 19Q: 3 clusters Score -1042752 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 16459 members Entering Unmasked Estep Score: -1042819.312500 Penalty: 911.012878 Iteration 20F: 3 clusters Score -1042819 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 16716 members Entering Unmasked Estep Score: -1042875.312500 Penalty: 911.012878 Iteration 21Q: 3 clusters Score -1042875 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 16987 members Entering Unmasked Estep Score: -1042935.250000 Penalty: 911.012878 Iteration 22Q: 3 clusters Score -1042935 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 17252 members Entering Unmasked Estep Score: -1042987.687500 Penalty: 911.012878 Iteration 23Q: 3 clusters Score -1042988 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -1043040.437500 Penalty: 911.012878 Iteration 24Q: 3 clusters Score -1043040 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 17749 members Entering Unmasked Estep Score: -1043098.125000 Penalty: 911.012878 Iteration 25Q: 3 clusters Score -1043098 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 17981 members Entering Unmasked Estep Score: -1043144.437500 Penalty: 911.012878 Iteration 26Q: 3 clusters Score -1043144 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 18232 members Entering Unmasked Estep Score: -1043207.750000 Penalty: 911.012878 Iteration 27Q: 3 clusters Score -1043208 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 18500 members Entering Unmasked Estep Score: -1043278.062500 Penalty: 911.012878 Iteration 28Q: 3 clusters Score -1043278 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 18769 members Entering Unmasked Estep Score: -1043349.500000 Penalty: 911.012878 Iteration 29Q: 3 clusters Score -1043350 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 19004 members Entering Unmasked Estep Score: -1043408.000000 Penalty: 911.012878 Iteration 30Q: 3 clusters Score -1043408 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 19267 members Entering Unmasked Estep Score: -1043482.000000 Penalty: 911.012878 Iteration 31Q: 3 clusters Score -1043482 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 19536 members Entering Unmasked Estep Score: -1043567.562500 Penalty: 911.012878 Iteration 32Q: 3 clusters Score -1043568 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 19789 members Entering Unmasked Estep Score: -1043638.937500 Penalty: 911.012878 Iteration 33Q: 3 clusters Score -1043639 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 19998 members Entering Unmasked Estep Score: -1043699.750000 Penalty: 911.012878 Iteration 34Q: 3 clusters Score -1043700 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 20188 members Entering Unmasked Estep Score: -1043750.937500 Penalty: 911.012878 Iteration 35Q: 3 clusters Score -1043751 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 20343 members Entering Unmasked Estep Score: -1043792.500000 Penalty: 911.012878 Iteration 36Q: 3 clusters Score -1043792 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 20467 members Entering Unmasked Estep Score: -1043821.125000 Penalty: 911.012878 Iteration 37Q: 3 clusters Score -1043821 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 20568 members Entering Unmasked Estep Score: -1043843.125000 Penalty: 911.012878 Iteration 38Q: 3 clusters Score -1043843 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 20663 members Entering Unmasked Estep Score: -1043863.750000 Penalty: 911.012878 Iteration 39Q: 3 clusters Score -1043864 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 20753 members Entering Unmasked Estep Score: -1043884.000000 Penalty: 911.012878 Iteration 40F: 3 clusters Score -1043884 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 20829 members Entering Unmasked Estep Score: -1043899.062500 Penalty: 911.012878 Iteration 41Q: 3 clusters Score -1043899 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 20881 members Entering Unmasked Estep Score: -1043913.937500 Penalty: 911.012878 Iteration 42Q: 3 clusters Score -1043914 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 20924 members Entering Unmasked Estep Score: -1043922.750000 Penalty: 911.012878 Iteration 43Q: 3 clusters Score -1043923 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 20976 members Entering Unmasked Estep Score: -1043932.812500 Penalty: 911.012878 Iteration 44Q: 3 clusters Score -1043933 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 21020 members Entering Unmasked Estep Score: -1043941.125000 Penalty: 911.012878 Iteration 45Q: 3 clusters Score -1043941 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 21066 members Entering Unmasked Estep Score: -1043951.375000 Penalty: 911.012878 Iteration 46Q: 3 clusters Score -1043951 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 21104 members Entering Unmasked Estep Score: -1043957.312500 Penalty: 911.012878 Iteration 47Q: 3 clusters Score -1043957 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 21139 members Entering Unmasked Estep Score: -1043963.062500 Penalty: 911.012878 Iteration 48Q: 3 clusters Score -1043963 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 21171 members Entering Unmasked Estep Score: -1043969.187500 Penalty: 911.012878 Iteration 49Q: 3 clusters Score -1043969 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 21194 members Entering Unmasked Estep Score: -1043972.125000 Penalty: 911.012878 Iteration 50Q: 3 clusters Score -1043972 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 21218 members Entering Unmasked Estep Score: -1043978.750000 Penalty: 911.012878 Iteration 51Q: 3 clusters Score -1043979 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 21236 members Entering Unmasked Estep Score: -1043983.250000 Penalty: 911.012878 Iteration 52Q: 3 clusters Score -1043983 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 21257 members Entering Unmasked Estep Score: -1043987.875000 Penalty: 911.012878 Iteration 53Q: 3 clusters Score -1043988 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 21275 members Entering Unmasked Estep Score: -1043993.187500 Penalty: 911.012878 Iteration 54Q: 3 clusters Score -1043993 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 21298 members Entering Unmasked Estep Score: -1044000.625000 Penalty: 911.012878 Iteration 55Q: 3 clusters Score -1044001 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 21317 members Entering Unmasked Estep Score: -1044004.937500 Penalty: 911.012878 Iteration 56Q: 3 clusters Score -1044005 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 21335 members Entering Unmasked Estep Score: -1044008.375000 Penalty: 911.012878 Iteration 57Q: 3 clusters Score -1044008 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -1044010.000000 Penalty: 911.012878 Iteration 58Q: 3 clusters Score -1044010 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 21360 members Entering Unmasked Estep Score: -1044013.937500 Penalty: 911.012878 Iteration 59Q: 3 clusters Score -1044014 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 21372 members Entering Unmasked Estep Score: -1044016.750000 Penalty: 911.012878 Iteration 60F: 3 clusters Score -1044017 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 21384 members Entering Unmasked Estep Score: -1044019.437500 Penalty: 911.012878 Iteration 61Q: 3 clusters Score -1044019 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 21400 members Entering Unmasked Estep Score: -1044023.312500 Penalty: 911.012878 Iteration 62Q: 3 clusters Score -1044023 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 21413 members Entering Unmasked Estep Score: -1044030.312500 Penalty: 911.012878 Iteration 63Q: 3 clusters Score -1044030 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 21419 members Entering Unmasked Estep Score: -1044031.250000 Penalty: 911.012878 Iteration 64Q: 3 clusters Score -1044031 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 21427 members Entering Unmasked Estep Score: -1044032.187500 Penalty: 911.012878 Iteration 65Q: 3 clusters Score -1044032 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 21434 members Entering Unmasked Estep Score: -1044033.437500 Penalty: 911.012878 Iteration 66Q: 3 clusters Score -1044033 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 21441 members Entering Unmasked Estep Score: -1044034.625000 Penalty: 911.012878 Iteration 67Q: 3 clusters Score -1044035 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 21447 members Entering Unmasked Estep Score: -1044034.875000 Penalty: 911.012878 Iteration 68Q: 3 clusters Score -1044035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 21454 members Entering Unmasked Estep Score: -1044034.625000 Penalty: 911.012878 Iteration 69Q: 3 clusters Score -1044035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 21459 members Entering Unmasked Estep Score: -1044036.687500 Penalty: 911.012878 Iteration 70Q: 3 clusters Score -1044037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 21462 members Entering Unmasked Estep Score: -1044036.750000 Penalty: 911.012878 Iteration 71Q: 3 clusters Score -1044037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 21465 members Entering Unmasked Estep Score: -1044037.312500 Penalty: 911.012878 Iteration 72Q: 3 clusters Score -1044037 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 21471 members Entering Unmasked Estep Score: -1044039.062500 Penalty: 911.012878 Iteration 73Q: 3 clusters Score -1044039 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 21475 members Entering Unmasked Estep Score: -1044039.187500 Penalty: 911.012878 Iteration 74Q: 3 clusters Score -1044039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -1044040.687500 Penalty: 911.012878 Iteration 75Q: 3 clusters Score -1044041 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 21479 members Entering Unmasked Estep Score: -1044041.750000 Penalty: 911.012878 Iteration 76Q: 3 clusters Score -1044042 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 21482 members Entering Unmasked Estep Score: -1044041.187500 Penalty: 911.012878 Iteration 77Q: 3 clusters Score -1044041 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 21482 members Entering Unmasked Estep Score: -1044041.187500 Penalty: 911.012878 Iteration 78F: 3 clusters Score -1044041 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1083 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Entering Unmasked Estep Score: -46049.093750 Penalty: 317.930817 Iteration 0F: 2 clusters Score -46049.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -45216.460938 Penalty: 635.861633 Iteration 0F: 3 clusters Score -45216.46 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -45630.125000 Penalty: 635.861633 Iteration 1F: 3 clusters Score -45630.12 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -45752.878906 Penalty: 635.861633 Iteration 2F: 3 clusters Score -45752.88 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -45853.906250 Penalty: 635.861633 Iteration 3F: 3 clusters Score -45853.91 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -45954.410156 Penalty: 635.861633 Iteration 4F: 3 clusters Score -45954.41 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -46020.457031 Penalty: 635.861633 Iteration 5Q: 3 clusters Score -46020.46 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -46082.753906 Penalty: 635.861633 Iteration 6Q: 3 clusters Score -46082.75 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -46118.031250 Penalty: 635.861633 Iteration 7Q: 3 clusters Score -46118.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -46136.613281 Penalty: 635.861633 Iteration 8Q: 3 clusters Score -46136.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -46141.863281 Penalty: 635.861633 Iteration 9Q: 3 clusters Score -46141.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -46150.226562 Penalty: 635.861633 Iteration 10Q: 3 clusters Score -46150.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -46159.191406 Penalty: 635.861633 Iteration 11Q: 3 clusters Score -46159.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -46189.031250 Penalty: 635.861633 Iteration 12Q: 3 clusters Score -46189.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -46194.570312 Penalty: 635.861633 Iteration 13Q: 3 clusters Score -46194.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -46233.628906 Penalty: 635.861633 Iteration 14Q: 3 clusters Score -46233.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -46245.113281 Penalty: 635.861633 Iteration 15Q: 3 clusters Score -46245.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -46418.996094 Penalty: 635.861633 Iteration 16F: 3 clusters Score -46419 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -46632.589844 Penalty: 635.861633 Iteration 17Q: 3 clusters Score -46632.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -46640.871094 Penalty: 635.861633 Iteration 18Q: 3 clusters Score -46640.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -46646.445312 Penalty: 635.861633 Iteration 19Q: 3 clusters Score -46646.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -46647.421875 Penalty: 635.861633 Iteration 20F: 3 clusters Score -46647.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 194122 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 2501 members Mstep: Class 8 contains 698 members Mstep: Class 9 contains 840 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 387 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 17 contains 17666 members Mstep: Class 18 contains 90 members Mstep: Class 19 contains 1596 members Mstep: Class 20 contains 4353 members Mstep: Class 21 contains 13102 members Mstep: Class 22 contains 993 members Entering Unmasked Estep Score: -24263344.000000 Penalty: 13146.836914 Splitting cluster 18 changes total score from -24257886.000000 to -24263344.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (1596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Entering Unmasked Estep Score: -59093.699219 Penalty: 335.574127 Iteration 0F: 2 clusters Score -59093.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -57943.644531 Penalty: 671.148254 Iteration 0F: 3 clusters Score -57943.64 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -59240.476562 Penalty: 671.148254 Iteration 1F: 3 clusters Score -59240.48 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -60418.757812 Penalty: 671.148254 Iteration 2F: 3 clusters Score -60418.76 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -61313.328125 Penalty: 671.148254 Iteration 3F: 3 clusters Score -61313.33 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -61624.593750 Penalty: 671.148254 Iteration 4F: 3 clusters Score -61624.59 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -61975.507812 Penalty: 671.148254 Iteration 5F: 3 clusters Score -61975.51 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -62386.218750 Penalty: 671.148254 Iteration 6F: 3 clusters Score -62386.22 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -62484.140625 Penalty: 671.148254 Iteration 7Q: 3 clusters Score -62484.14 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -62551.746094 Penalty: 671.148254 Iteration 8Q: 3 clusters Score -62551.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -62577.343750 Penalty: 671.148254 Iteration 9Q: 3 clusters Score -62577.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -62584.160156 Penalty: 671.148254 Iteration 10Q: 3 clusters Score -62584.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -62584.535156 Penalty: 671.148254 Iteration 11Q: 3 clusters Score -62584.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -62584.535156 Penalty: 671.148254 Iteration 12F: 3 clusters Score -62584.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 2 contains 1109 members Mstep: Class 3 contains 3883 members Mstep: Class 4 contains 194122 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 2501 members Mstep: Class 8 contains 698 members Mstep: Class 9 contains 840 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 387 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 17 contains 17666 members Mstep: Class 18 contains 90 members Mstep: Class 19 contains 754 members Mstep: Class 20 contains 4353 members Mstep: Class 21 contains 13102 members Mstep: Class 22 contains 993 members Mstep: Class 23 contains 842 members Entering Unmasked Estep Score: -24266598.000000 Penalty: 13744.420898 Splitting cluster 19 changes total score from -24257886.000000 to -24266598.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 21 (13102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Entering Unmasked Estep Score: -661497.375000 Penalty: 431.363678 Iteration 0F: 2 clusters Score -661497.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -652744.750000 Penalty: 862.727356 Iteration 0F: 3 clusters Score -652744.8 nChanged 6153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -656211.750000 Penalty: 862.727356 Iteration 1F: 3 clusters Score -656211.8 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -656465.125000 Penalty: 862.727356 Iteration 2Q: 3 clusters Score -656465.1 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -656797.687500 Penalty: 862.727356 Iteration 3F: 3 clusters Score -656797.7 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -657307.750000 Penalty: 862.727356 Iteration 4F: 3 clusters Score -657307.8 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -658044.812500 Penalty: 862.727356 Iteration 5F: 3 clusters Score -658044.8 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10757 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -658947.437500 Penalty: 862.727356 Iteration 6F: 3 clusters Score -658947.4 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11603 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -659792.250000 Penalty: 862.727356 Iteration 7F: 3 clusters Score -659792.2 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -660367.375000 Penalty: 862.727356 Iteration 8Q: 3 clusters Score -660367.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12539 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -660696.937500 Penalty: 862.727356 Iteration 9Q: 3 clusters Score -660696.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12741 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -660891.375000 Penalty: 862.727356 Iteration 10Q: 3 clusters Score -660891.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -660998.187500 Penalty: 862.727356 Iteration 11Q: 3 clusters Score -660998.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12910 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -661053.000000 Penalty: 862.727356 Iteration 12Q: 3 clusters Score -661053 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12937 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -661079.000000 Penalty: 862.727356 Iteration 13Q: 3 clusters Score -661079 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12955 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -661097.250000 Penalty: 862.727356 Iteration 14Q: 3 clusters Score -661097.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12972 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -661111.125000 Penalty: 862.727356 Iteration 15Q: 3 clusters Score -661111.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -661116.375000 Penalty: 862.727356 Iteration 16Q: 3 clusters Score -661116.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -661119.062500 Penalty: 862.727356 Iteration 17Q: 3 clusters Score -661119.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12983 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -661119.375000 Penalty: 862.727356 Iteration 18Q: 3 clusters Score -661119.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -661120.750000 Penalty: 862.727356 Iteration 19Q: 3 clusters Score -661120.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12987 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -661124.000000 Penalty: 862.727356 Iteration 20F: 3 clusters Score -661124 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -661125.000000 Penalty: 862.727356 Iteration 21Q: 3 clusters Score -661125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12992 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -661125.687500 Penalty: 862.727356 Iteration 22Q: 3 clusters Score -661125.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12992 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -661125.687500 Penalty: 862.727356 Iteration 23F: 3 clusters Score -661125.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 188 members Mstep: Class 1 contains 37743 members Mstep: Class 3 contains 3883 members Mstep: Class 5 contains 4000 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 2501 members Mstep: Class 9 contains 840 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 604 members Mstep: Class 12 contains 121993 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 387 members Mstep: Class 15 contains 65050 members Mstep: Class 16 contains 22273 members Mstep: Class 18 contains 90 members Mstep: Class 19 contains 754 members Mstep: Class 21 contains 13102 members Entering Unmasked Estep ConsiderDeletion Score: -24267274.000000 Penalty: 13744.420898 Iteration 39Q: 24 clusters Score -2.426727e+07 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 183 members Mstep: Class 1 contains 36896 members Mstep: Class 2 contains 880 members Mstep: Class 3 contains 3882 members Mstep: Class 4 contains 194409 members Mstep: Class 5 contains 4003 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 2533 members Mstep: Class 8 contains 688 members Mstep: Class 9 contains 841 members Mstep: Class 10 contains 409 members Mstep: Class 11 contains 613 members Mstep: Class 12 contains 122701 members Mstep: Class 13 contains 10406 members Mstep: Class 14 contains 388 members Mstep: Class 15 contains 64976 members Mstep: Class 16 contains 22375 members Mstep: Class 17 contains 17676 members Mstep: Class 18 contains 82 members Mstep: Class 19 contains 757 members Mstep: Class 20 contains 4374 members Mstep: Class 21 contains 13154 members Mstep: Class 22 contains 957 members Mstep: Class 23 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -24268246.000000 Penalty: 13744.420898 Iteration 40F: 24 clusters Score -2.426825e+07 nChanged 2855 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 35971 members Mstep: Class 2 contains 765 members Mstep: Class 3 contains 3892 members Mstep: Class 4 contains 195148 members Mstep: Class 5 contains 4006 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 2547 members Mstep: Class 8 contains 685 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 627 members Mstep: Class 12 contains 123269 members Mstep: Class 13 contains 10285 members Mstep: Class 14 contains 401 members Mstep: Class 15 contains 64441 members Mstep: Class 16 contains 22273 members Mstep: Class 17 contains 17894 members Mstep: Class 18 contains 94 members Mstep: Class 19 contains 738 members Mstep: Class 20 contains 4517 members Mstep: Class 21 contains 13108 members Mstep: Class 22 contains 1102 members Mstep: Class 23 contains 844 members Entering Unmasked Estep ConsiderDeletion Score: -24268736.000000 Penalty: 13744.420898 Iteration 41Q: 24 clusters Score -2.426874e+07 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 35080 members Mstep: Class 2 contains 674 members Mstep: Class 3 contains 3904 members Mstep: Class 4 contains 195720 members Mstep: Class 5 contains 4022 members Mstep: Class 6 contains 1684 members Mstep: Class 7 contains 2554 members Mstep: Class 8 contains 684 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 404 members Mstep: Class 11 contains 636 members Mstep: Class 12 contains 123964 members Mstep: Class 13 contains 10186 members Mstep: Class 14 contains 407 members Mstep: Class 15 contains 63946 members Mstep: Class 16 contains 22240 members Mstep: Class 17 contains 18070 members Mstep: Class 18 contains 100 members Mstep: Class 19 contains 726 members Mstep: Class 20 contains 4598 members Mstep: Class 21 contains 13032 members Mstep: Class 22 contains 1215 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24268972.000000 Penalty: 13744.420898 Iteration 42Q: 24 clusters Score -2.426897e+07 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 34224 members Mstep: Class 2 contains 623 members Mstep: Class 3 contains 3911 members Mstep: Class 4 contains 196174 members Mstep: Class 5 contains 4046 members Mstep: Class 6 contains 1687 members Mstep: Class 7 contains 2556 members Mstep: Class 8 contains 681 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 639 members Mstep: Class 12 contains 124670 members Mstep: Class 13 contains 10114 members Mstep: Class 14 contains 417 members Mstep: Class 15 contains 63466 members Mstep: Class 16 contains 22257 members Mstep: Class 17 contains 18216 members Mstep: Class 18 contains 103 members Mstep: Class 19 contains 721 members Mstep: Class 20 contains 4647 members Mstep: Class 21 contains 12971 members Mstep: Class 22 contains 1311 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269146.000000 Penalty: 13744.420898 Iteration 43Q: 24 clusters Score -2.426915e+07 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 33322 members Mstep: Class 2 contains 595 members Mstep: Class 3 contains 3916 members Mstep: Class 4 contains 196609 members Mstep: Class 5 contains 4069 members Mstep: Class 6 contains 1688 members Mstep: Class 7 contains 2565 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 419 members Mstep: Class 11 contains 643 members Mstep: Class 12 contains 125460 members Mstep: Class 13 contains 10051 members Mstep: Class 14 contains 431 members Mstep: Class 15 contains 62988 members Mstep: Class 16 contains 22276 members Mstep: Class 17 contains 18332 members Mstep: Class 18 contains 103 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4673 members Mstep: Class 21 contains 12914 members Mstep: Class 22 contains 1393 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269316.000000 Penalty: 13744.420898 Iteration 44Q: 24 clusters Score -2.426932e+07 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 32402 members Mstep: Class 2 contains 576 members Mstep: Class 3 contains 3915 members Mstep: Class 4 contains 197017 members Mstep: Class 5 contains 4084 members Mstep: Class 6 contains 1690 members Mstep: Class 7 contains 2568 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 424 members Mstep: Class 11 contains 647 members Mstep: Class 12 contains 126281 members Mstep: Class 13 contains 9980 members Mstep: Class 14 contains 440 members Mstep: Class 15 contains 62533 members Mstep: Class 16 contains 22306 members Mstep: Class 17 contains 18441 members Mstep: Class 18 contains 101 members Mstep: Class 19 contains 718 members Mstep: Class 20 contains 4714 members Mstep: Class 21 contains 12864 members Mstep: Class 22 contains 1465 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269306.000000 Penalty: 13744.420898 Iteration 45Q: 24 clusters Score -2.426931e+07 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 31550 members Mstep: Class 2 contains 555 members Mstep: Class 3 contains 3918 members Mstep: Class 4 contains 197371 members Mstep: Class 5 contains 4090 members Mstep: Class 6 contains 1693 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 427 members Mstep: Class 11 contains 652 members Mstep: Class 12 contains 127089 members Mstep: Class 13 contains 9894 members Mstep: Class 14 contains 447 members Mstep: Class 15 contains 62124 members Mstep: Class 16 contains 22339 members Mstep: Class 17 contains 18542 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 718 members Mstep: Class 20 contains 4746 members Mstep: Class 21 contains 12817 members Mstep: Class 22 contains 1529 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269336.000000 Penalty: 13744.420898 Iteration 46Q: 24 clusters Score -2.426934e+07 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 30669 members Mstep: Class 2 contains 543 members Mstep: Class 3 contains 3918 members Mstep: Class 4 contains 197685 members Mstep: Class 5 contains 4094 members Mstep: Class 6 contains 1699 members Mstep: Class 7 contains 2574 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 655 members Mstep: Class 12 contains 127921 members Mstep: Class 13 contains 9807 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 61739 members Mstep: Class 16 contains 22399 members Mstep: Class 17 contains 18655 members Mstep: Class 18 contains 95 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4765 members Mstep: Class 21 contains 12763 members Mstep: Class 22 contains 1580 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269412.000000 Penalty: 13744.420898 Iteration 47Q: 24 clusters Score -2.426941e+07 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 29772 members Mstep: Class 2 contains 533 members Mstep: Class 3 contains 3921 members Mstep: Class 4 contains 197985 members Mstep: Class 5 contains 4100 members Mstep: Class 6 contains 1703 members Mstep: Class 7 contains 2581 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 437 members Mstep: Class 11 contains 658 members Mstep: Class 12 contains 128797 members Mstep: Class 13 contains 9730 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 61369 members Mstep: Class 16 contains 22450 members Mstep: Class 17 contains 18741 members Mstep: Class 18 contains 95 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4780 members Mstep: Class 21 contains 12707 members Mstep: Class 22 contains 1627 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269462.000000 Penalty: 13744.420898 Iteration 48Q: 24 clusters Score -2.426946e+07 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 28905 members Mstep: Class 2 contains 521 members Mstep: Class 3 contains 3924 members Mstep: Class 4 contains 198261 members Mstep: Class 5 contains 4118 members Mstep: Class 6 contains 1706 members Mstep: Class 7 contains 2586 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 442 members Mstep: Class 11 contains 662 members Mstep: Class 12 contains 129634 members Mstep: Class 13 contains 9653 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 61024 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 18840 members Mstep: Class 18 contains 95 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4799 members Mstep: Class 21 contains 12670 members Mstep: Class 22 contains 1683 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269490.000000 Penalty: 13744.420898 Iteration 49Q: 24 clusters Score -2.426949e+07 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 27992 members Mstep: Class 2 contains 511 members Mstep: Class 3 contains 3925 members Mstep: Class 4 contains 198528 members Mstep: Class 5 contains 4138 members Mstep: Class 6 contains 1708 members Mstep: Class 7 contains 2589 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 443 members Mstep: Class 11 contains 664 members Mstep: Class 12 contains 130503 members Mstep: Class 13 contains 9595 members Mstep: Class 14 contains 466 members Mstep: Class 15 contains 60690 members Mstep: Class 16 contains 22494 members Mstep: Class 17 contains 18953 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4815 members Mstep: Class 21 contains 12615 members Mstep: Class 22 contains 1721 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269582.000000 Penalty: 13744.420898 Iteration 50Q: 24 clusters Score -2.426958e+07 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 27086 members Mstep: Class 2 contains 506 members Mstep: Class 3 contains 3926 members Mstep: Class 4 contains 198802 members Mstep: Class 5 contains 4154 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2592 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 445 members Mstep: Class 11 contains 666 members Mstep: Class 12 contains 131381 members Mstep: Class 13 contains 9528 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 60345 members Mstep: Class 16 contains 22522 members Mstep: Class 17 contains 19049 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4825 members Mstep: Class 21 contains 12584 members Mstep: Class 22 contains 1761 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269592.000000 Penalty: 13744.420898 Iteration 51Q: 24 clusters Score -2.426959e+07 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 26137 members Mstep: Class 2 contains 500 members Mstep: Class 3 contains 3927 members Mstep: Class 4 contains 199084 members Mstep: Class 5 contains 4176 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2597 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 445 members Mstep: Class 11 contains 669 members Mstep: Class 12 contains 132307 members Mstep: Class 13 contains 9457 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 60004 members Mstep: Class 16 contains 22541 members Mstep: Class 17 contains 19148 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4835 members Mstep: Class 21 contains 12545 members Mstep: Class 22 contains 1798 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269608.000000 Penalty: 13744.420898 Iteration 52Q: 24 clusters Score -2.426961e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 25202 members Mstep: Class 2 contains 497 members Mstep: Class 3 contains 3926 members Mstep: Class 4 contains 199322 members Mstep: Class 5 contains 4191 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2598 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 445 members Mstep: Class 11 contains 672 members Mstep: Class 12 contains 133265 members Mstep: Class 13 contains 9392 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 59696 members Mstep: Class 16 contains 22556 members Mstep: Class 17 contains 19227 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4840 members Mstep: Class 21 contains 12506 members Mstep: Class 22 contains 1834 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269628.000000 Penalty: 13744.420898 Iteration 53Q: 24 clusters Score -2.426963e+07 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 24281 members Mstep: Class 2 contains 493 members Mstep: Class 3 contains 3926 members Mstep: Class 4 contains 199539 members Mstep: Class 5 contains 4215 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2593 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 446 members Mstep: Class 11 contains 672 members Mstep: Class 12 contains 134252 members Mstep: Class 13 contains 9306 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 59391 members Mstep: Class 16 contains 22568 members Mstep: Class 17 contains 19315 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4831 members Mstep: Class 21 contains 12475 members Mstep: Class 22 contains 1863 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269732.000000 Penalty: 13744.420898 Iteration 54Q: 24 clusters Score -2.426973e+07 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 23318 members Mstep: Class 2 contains 489 members Mstep: Class 3 contains 3926 members Mstep: Class 4 contains 199711 members Mstep: Class 5 contains 4233 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2591 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 448 members Mstep: Class 11 contains 672 members Mstep: Class 12 contains 135325 members Mstep: Class 13 contains 9199 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 59129 members Mstep: Class 16 contains 22575 members Mstep: Class 17 contains 19386 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4830 members Mstep: Class 21 contains 12443 members Mstep: Class 22 contains 1891 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269822.000000 Penalty: 13744.420898 Iteration 55Q: 24 clusters Score -2.426982e+07 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 22345 members Mstep: Class 2 contains 484 members Mstep: Class 3 contains 3928 members Mstep: Class 4 contains 199890 members Mstep: Class 5 contains 4239 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2591 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 449 members Mstep: Class 11 contains 674 members Mstep: Class 12 contains 136382 members Mstep: Class 13 contains 9103 members Mstep: Class 14 contains 476 members Mstep: Class 15 contains 58871 members Mstep: Class 16 contains 22585 members Mstep: Class 17 contains 19452 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4825 members Mstep: Class 21 contains 12430 members Mstep: Class 22 contains 1917 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24269866.000000 Penalty: 13744.420898 Iteration 56Q: 24 clusters Score -2.426987e+07 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 21339 members Mstep: Class 2 contains 481 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200035 members Mstep: Class 5 contains 4243 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2582 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 451 members Mstep: Class 11 contains 679 members Mstep: Class 12 contains 137498 members Mstep: Class 13 contains 9017 members Mstep: Class 14 contains 476 members Mstep: Class 15 contains 58631 members Mstep: Class 16 contains 22596 members Mstep: Class 17 contains 19520 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4820 members Mstep: Class 21 contains 12400 members Mstep: Class 22 contains 1943 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24270020.000000 Penalty: 13744.420898 Iteration 57Q: 24 clusters Score -2.427002e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 20337 members Mstep: Class 2 contains 479 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200155 members Mstep: Class 5 contains 4247 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2572 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 452 members Mstep: Class 11 contains 681 members Mstep: Class 12 contains 138594 members Mstep: Class 13 contains 8946 members Mstep: Class 14 contains 477 members Mstep: Class 15 contains 58419 members Mstep: Class 16 contains 22608 members Mstep: Class 17 contains 19591 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4816 members Mstep: Class 21 contains 12367 members Mstep: Class 22 contains 1970 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24270330.000000 Penalty: 13744.420898 Iteration 58Q: 24 clusters Score -2.427033e+07 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 19370 members Mstep: Class 2 contains 478 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200279 members Mstep: Class 5 contains 4258 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2571 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 683 members Mstep: Class 12 contains 139666 members Mstep: Class 13 contains 8866 members Mstep: Class 14 contains 478 members Mstep: Class 15 contains 58205 members Mstep: Class 16 contains 22613 members Mstep: Class 17 contains 19670 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4809 members Mstep: Class 21 contains 12321 members Mstep: Class 22 contains 1991 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24270498.000000 Penalty: 13744.420898 Iteration 59Q: 24 clusters Score -2.42705e+07 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 18432 members Mstep: Class 2 contains 477 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200394 members Mstep: Class 5 contains 4261 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2569 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 688 members Mstep: Class 12 contains 140715 members Mstep: Class 13 contains 8778 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 58014 members Mstep: Class 16 contains 22616 members Mstep: Class 17 contains 19736 members Mstep: Class 18 contains 96 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4794 members Mstep: Class 21 contains 12290 members Mstep: Class 22 contains 2012 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24270710.000000 Penalty: 13744.420898 Iteration 60F: 24 clusters Score -2.427071e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 17486 members Mstep: Class 2 contains 476 members Mstep: Class 3 contains 3928 members Mstep: Class 4 contains 200499 members Mstep: Class 5 contains 4263 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2563 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 458 members Mstep: Class 11 contains 690 members Mstep: Class 12 contains 141782 members Mstep: Class 13 contains 8678 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 57834 members Mstep: Class 16 contains 22627 members Mstep: Class 17 contains 19784 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4785 members Mstep: Class 21 contains 12280 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24270908.000000 Penalty: 13744.420898 Iteration 61Q: 24 clusters Score -2.427091e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 16555 members Mstep: Class 2 contains 472 members Mstep: Class 3 contains 3928 members Mstep: Class 4 contains 200549 members Mstep: Class 5 contains 4265 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2555 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 460 members Mstep: Class 11 contains 693 members Mstep: Class 12 contains 142913 members Mstep: Class 13 contains 8557 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 57647 members Mstep: Class 16 contains 22648 members Mstep: Class 17 contains 19838 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 720 members Mstep: Class 20 contains 4787 members Mstep: Class 21 contains 12257 members Mstep: Class 22 contains 2036 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24271130.000000 Penalty: 13744.420898 Iteration 62Q: 24 clusters Score -2.427113e+07 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 15584 members Mstep: Class 2 contains 470 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200627 members Mstep: Class 5 contains 4266 members Mstep: Class 6 contains 1708 members Mstep: Class 7 contains 2551 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 144036 members Mstep: Class 13 contains 8426 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 57465 members Mstep: Class 16 contains 22671 members Mstep: Class 17 contains 19884 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4780 members Mstep: Class 21 contains 12271 members Mstep: Class 22 contains 2047 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24271368.000000 Penalty: 13744.420898 Iteration 63Q: 24 clusters Score -2.427137e+07 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 14621 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200739 members Mstep: Class 5 contains 4267 members Mstep: Class 6 contains 1708 members Mstep: Class 7 contains 2548 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 463 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 145135 members Mstep: Class 13 contains 8297 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 57278 members Mstep: Class 16 contains 22691 members Mstep: Class 17 contains 19934 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4772 members Mstep: Class 21 contains 12273 members Mstep: Class 22 contains 2054 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24271542.000000 Penalty: 13744.420898 Iteration 64Q: 24 clusters Score -2.427154e+07 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 467 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200807 members Mstep: Class 5 contains 4267 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2541 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 146180 members Mstep: Class 13 contains 8165 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 57099 members Mstep: Class 16 contains 22709 members Mstep: Class 17 contains 19963 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4761 members Mstep: Class 21 contains 12312 members Mstep: Class 22 contains 2063 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24271778.000000 Penalty: 13744.420898 Iteration 65Q: 24 clusters Score -2.427178e+07 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 12907 members Mstep: Class 2 contains 466 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200844 members Mstep: Class 5 contains 4269 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2535 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 465 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 147225 members Mstep: Class 13 contains 8007 members Mstep: Class 14 contains 480 members Mstep: Class 15 contains 56941 members Mstep: Class 16 contains 22718 members Mstep: Class 17 contains 19993 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4745 members Mstep: Class 21 contains 12347 members Mstep: Class 22 contains 2074 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24271888.000000 Penalty: 13744.420898 Iteration 66Q: 24 clusters Score -2.427189e+07 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 12122 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200910 members Mstep: Class 5 contains 4274 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2523 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 466 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 148241 members Mstep: Class 13 contains 7849 members Mstep: Class 14 contains 480 members Mstep: Class 15 contains 56776 members Mstep: Class 16 contains 22716 members Mstep: Class 17 contains 19990 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4722 members Mstep: Class 21 contains 12396 members Mstep: Class 22 contains 2087 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24271988.000000 Penalty: 13744.420898 Iteration 67Q: 24 clusters Score -2.427199e+07 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 200968 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2517 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 149140 members Mstep: Class 13 contains 7708 members Mstep: Class 14 contains 480 members Mstep: Class 15 contains 56611 members Mstep: Class 16 contains 22719 members Mstep: Class 17 contains 20004 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4694 members Mstep: Class 21 contains 12455 members Mstep: Class 22 contains 2097 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24272172.000000 Penalty: 13744.420898 Iteration 68Q: 24 clusters Score -2.427217e+07 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 10696 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201020 members Mstep: Class 5 contains 4280 members Mstep: Class 6 contains 1710 members Mstep: Class 7 contains 2513 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 150024 members Mstep: Class 13 contains 7582 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 56462 members Mstep: Class 16 contains 22720 members Mstep: Class 17 contains 19996 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4672 members Mstep: Class 21 contains 12531 members Mstep: Class 22 contains 2107 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24272334.000000 Penalty: 13744.420898 Iteration 69Q: 24 clusters Score -2.427233e+07 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 10011 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201108 members Mstep: Class 5 contains 4286 members Mstep: Class 6 contains 1708 members Mstep: Class 7 contains 2513 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 150857 members Mstep: Class 13 contains 7463 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 56311 members Mstep: Class 16 contains 22715 members Mstep: Class 17 contains 19977 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4635 members Mstep: Class 21 contains 12609 members Mstep: Class 22 contains 2120 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24272560.000000 Penalty: 13744.420898 Iteration 70Q: 24 clusters Score -2.427256e+07 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201185 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1709 members Mstep: Class 7 contains 2507 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 151698 members Mstep: Class 13 contains 7349 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 56168 members Mstep: Class 16 contains 22714 members Mstep: Class 17 contains 19961 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4599 members Mstep: Class 21 contains 12680 members Mstep: Class 22 contains 2135 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24272862.000000 Penalty: 13744.420898 Iteration 71Q: 24 clusters Score -2.427286e+07 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201267 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1713 members Mstep: Class 7 contains 2491 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 152444 members Mstep: Class 13 contains 7230 members Mstep: Class 14 contains 477 members Mstep: Class 15 contains 56030 members Mstep: Class 16 contains 22711 members Mstep: Class 17 contains 19951 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4571 members Mstep: Class 21 contains 12785 members Mstep: Class 22 contains 2152 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24273210.000000 Penalty: 13744.420898 Iteration 72Q: 24 clusters Score -2.427321e+07 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201312 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1718 members Mstep: Class 7 contains 2484 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 153172 members Mstep: Class 13 contains 7095 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55895 members Mstep: Class 16 contains 22703 members Mstep: Class 17 contains 19963 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4541 members Mstep: Class 21 contains 12884 members Mstep: Class 22 contains 2172 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24273550.000000 Penalty: 13744.420898 Iteration 73Q: 24 clusters Score -2.427355e+07 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201321 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1724 members Mstep: Class 7 contains 2476 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 471 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 153857 members Mstep: Class 13 contains 6976 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55774 members Mstep: Class 16 contains 22690 members Mstep: Class 17 contains 19987 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4496 members Mstep: Class 21 contains 12996 members Mstep: Class 22 contains 2190 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24273918.000000 Penalty: 13744.420898 Iteration 74Q: 24 clusters Score -2.427392e+07 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201339 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1727 members Mstep: Class 7 contains 2474 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 471 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 154462 members Mstep: Class 13 contains 6866 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55651 members Mstep: Class 16 contains 22681 members Mstep: Class 17 contains 20016 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4462 members Mstep: Class 21 contains 13108 members Mstep: Class 22 contains 2207 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24274110.000000 Penalty: 13744.420898 Iteration 75Q: 24 clusters Score -2.427411e+07 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201365 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 1732 members Mstep: Class 7 contains 2465 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 155015 members Mstep: Class 13 contains 6741 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55544 members Mstep: Class 16 contains 22666 members Mstep: Class 17 contains 20041 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4432 members Mstep: Class 21 contains 13245 members Mstep: Class 22 contains 2229 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24274314.000000 Penalty: 13744.420898 Iteration 76Q: 24 clusters Score -2.427431e+07 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201368 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1738 members Mstep: Class 7 contains 2461 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 473 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 155500 members Mstep: Class 13 contains 6642 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55449 members Mstep: Class 16 contains 22654 members Mstep: Class 17 contains 20062 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4397 members Mstep: Class 21 contains 13370 members Mstep: Class 22 contains 2246 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24274550.000000 Penalty: 13744.420898 Iteration 77Q: 24 clusters Score -2.427455e+07 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201352 members Mstep: Class 5 contains 4298 members Mstep: Class 6 contains 1740 members Mstep: Class 7 contains 2456 members Mstep: Class 8 contains 679 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 473 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 155930 members Mstep: Class 13 contains 6559 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55363 members Mstep: Class 16 contains 22636 members Mstep: Class 17 contains 20082 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4355 members Mstep: Class 21 contains 13495 members Mstep: Class 22 contains 2270 members Mstep: Class 23 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -24274880.000000 Penalty: 13744.420898 Iteration 78Q: 24 clusters Score -2.427488e+07 nChanged 1109 Entering ConstructFrom: Score: -24274880.000000 Penalty: 13744.420898 Entering ConstructFrom: Trying to split cluster 1 (5463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Entering Unmasked Estep Score: -282488.031250 Penalty: 391.561768 Iteration 0F: 2 clusters Score -282488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -278775.937500 Penalty: 783.123535 Iteration 0F: 3 clusters Score -278775.9 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -280149.750000 Penalty: 783.123535 Iteration 1F: 3 clusters Score -280149.8 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -280252.750000 Penalty: 783.123535 Iteration 2Q: 3 clusters Score -280252.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -280350.500000 Penalty: 783.123535 Iteration 3Q: 3 clusters Score -280350.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -280430.156250 Penalty: 783.123535 Iteration 4Q: 3 clusters Score -280430.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -280525.843750 Penalty: 783.123535 Iteration 5Q: 3 clusters Score -280525.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -280668.031250 Penalty: 783.123535 Iteration 6Q: 3 clusters Score -280668 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -280862.750000 Penalty: 783.123535 Iteration 7Q: 3 clusters Score -280862.8 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -281095.281250 Penalty: 783.123535 Iteration 8F: 3 clusters Score -281095.3 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -281294.937500 Penalty: 783.123535 Iteration 9F: 3 clusters Score -281294.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -281462.906250 Penalty: 783.123535 Iteration 10Q: 3 clusters Score -281462.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -281598.375000 Penalty: 783.123535 Iteration 11Q: 3 clusters Score -281598.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -281694.531250 Penalty: 783.123535 Iteration 12Q: 3 clusters Score -281694.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -281753.406250 Penalty: 783.123535 Iteration 13Q: 3 clusters Score -281753.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -281794.312500 Penalty: 783.123535 Iteration 14Q: 3 clusters Score -281794.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -281830.968750 Penalty: 783.123535 Iteration 15Q: 3 clusters Score -281831 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -281865.875000 Penalty: 783.123535 Iteration 16Q: 3 clusters Score -281865.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -281895.562500 Penalty: 783.123535 Iteration 17Q: 3 clusters Score -281895.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -281928.906250 Penalty: 783.123535 Iteration 18Q: 3 clusters Score -281928.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -281960.843750 Penalty: 783.123535 Iteration 19Q: 3 clusters Score -281960.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -281988.531250 Penalty: 783.123535 Iteration 20F: 3 clusters Score -281988.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -282009.156250 Penalty: 783.123535 Iteration 21Q: 3 clusters Score -282009.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -282021.687500 Penalty: 783.123535 Iteration 22Q: 3 clusters Score -282021.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -282029.718750 Penalty: 783.123535 Iteration 23Q: 3 clusters Score -282029.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -282037.593750 Penalty: 783.123535 Iteration 24Q: 3 clusters Score -282037.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -282044.593750 Penalty: 783.123535 Iteration 25Q: 3 clusters Score -282044.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -282050.843750 Penalty: 783.123535 Iteration 26Q: 3 clusters Score -282050.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -282059.625000 Penalty: 783.123535 Iteration 27Q: 3 clusters Score -282059.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -282067.562500 Penalty: 783.123535 Iteration 28Q: 3 clusters Score -282067.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -282078.562500 Penalty: 783.123535 Iteration 29Q: 3 clusters Score -282078.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -282087.687500 Penalty: 783.123535 Iteration 30Q: 3 clusters Score -282087.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -282095.750000 Penalty: 783.123535 Iteration 31Q: 3 clusters Score -282095.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -282099.531250 Penalty: 783.123535 Iteration 32Q: 3 clusters Score -282099.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -282101.437500 Penalty: 783.123535 Iteration 33Q: 3 clusters Score -282101.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -282104.906250 Penalty: 783.123535 Iteration 34Q: 3 clusters Score -282104.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -282107.156250 Penalty: 783.123535 Iteration 35Q: 3 clusters Score -282107.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -282108.250000 Penalty: 783.123535 Iteration 36Q: 3 clusters Score -282108.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -282109.687500 Penalty: 783.123535 Iteration 37Q: 3 clusters Score -282109.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -282109.531250 Penalty: 783.123535 Iteration 38Q: 3 clusters Score -282109.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -282110.562500 Penalty: 783.123535 Iteration 39Q: 3 clusters Score -282110.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -282110.875000 Penalty: 783.123535 Iteration 40F: 3 clusters Score -282110.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -282111.875000 Penalty: 783.123535 Iteration 41Q: 3 clusters Score -282111.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -282112.187500 Penalty: 783.123535 Iteration 42Q: 3 clusters Score -282112.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -282113.125000 Penalty: 783.123535 Iteration 43Q: 3 clusters Score -282113.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -282114.593750 Penalty: 783.123535 Iteration 44Q: 3 clusters Score -282114.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -282116.812500 Penalty: 783.123535 Iteration 45Q: 3 clusters Score -282116.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -282118.906250 Penalty: 783.123535 Iteration 46Q: 3 clusters Score -282118.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -282121.093750 Penalty: 783.123535 Iteration 47Q: 3 clusters Score -282121.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -282122.718750 Penalty: 783.123535 Iteration 48Q: 3 clusters Score -282122.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -282124.250000 Penalty: 783.123535 Iteration 49Q: 3 clusters Score -282124.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -282127.406250 Penalty: 783.123535 Iteration 50Q: 3 clusters Score -282127.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -282130.250000 Penalty: 783.123535 Iteration 51Q: 3 clusters Score -282130.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -282133.750000 Penalty: 783.123535 Iteration 52Q: 3 clusters Score -282133.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -282135.906250 Penalty: 783.123535 Iteration 53Q: 3 clusters Score -282135.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -282138.375000 Penalty: 783.123535 Iteration 54Q: 3 clusters Score -282138.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -282141.000000 Penalty: 783.123535 Iteration 55Q: 3 clusters Score -282141 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -282146.562500 Penalty: 783.123535 Iteration 56Q: 3 clusters Score -282146.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -282154.968750 Penalty: 783.123535 Iteration 57Q: 3 clusters Score -282155 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -282160.343750 Penalty: 783.123535 Iteration 58Q: 3 clusters Score -282160.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -282163.562500 Penalty: 783.123535 Iteration 59Q: 3 clusters Score -282163.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -282166.812500 Penalty: 783.123535 Iteration 60F: 3 clusters Score -282166.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -282169.593750 Penalty: 783.123535 Iteration 61Q: 3 clusters Score -282169.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -282171.968750 Penalty: 783.123535 Iteration 62Q: 3 clusters Score -282172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -282173.750000 Penalty: 783.123535 Iteration 63Q: 3 clusters Score -282173.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -282174.312500 Penalty: 783.123535 Iteration 64Q: 3 clusters Score -282174.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -282174.875000 Penalty: 783.123535 Iteration 65Q: 3 clusters Score -282174.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -282174.875000 Penalty: 783.123535 Iteration 66F: 3 clusters Score -282174.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Entering Unmasked Estep Score: -21071.990234 Penalty: 279.266602 Iteration 0F: 2 clusters Score -21071.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -20642.150391 Penalty: 558.533203 Iteration 0F: 3 clusters Score -20642.15 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -20808.527344 Penalty: 558.533203 Iteration 1F: 3 clusters Score -20808.53 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -20855.656250 Penalty: 558.533203 Iteration 2F: 3 clusters Score -20855.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -20876.023438 Penalty: 558.533203 Iteration 3Q: 3 clusters Score -20876.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -20884.484375 Penalty: 558.533203 Iteration 4Q: 3 clusters Score -20884.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -20891.652344 Penalty: 558.533203 Iteration 5Q: 3 clusters Score -20891.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -20894.273438 Penalty: 558.533203 Iteration 6Q: 3 clusters Score -20894.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -20894.761719 Penalty: 558.533203 Iteration 7Q: 3 clusters Score -20894.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -20894.888672 Penalty: 558.533203 Iteration 8Q: 3 clusters Score -20894.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -20894.888672 Penalty: 558.533203 Iteration 9F: 3 clusters Score -20894.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Entering Unmasked Estep Score: -196488.765625 Penalty: 376.564392 Iteration 0F: 2 clusters Score -196488.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -193799.875000 Penalty: 753.128784 Iteration 0F: 3 clusters Score -193799.9 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -194766.390625 Penalty: 753.128784 Iteration 1F: 3 clusters Score -194766.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -194876.468750 Penalty: 753.128784 Iteration 2F: 3 clusters Score -194876.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -194993.000000 Penalty: 753.128784 Iteration 3F: 3 clusters Score -194993 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -195141.546875 Penalty: 753.128784 Iteration 4F: 3 clusters Score -195141.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -195330.328125 Penalty: 753.128784 Iteration 5F: 3 clusters Score -195330.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -195534.562500 Penalty: 753.128784 Iteration 6F: 3 clusters Score -195534.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -195672.234375 Penalty: 753.128784 Iteration 7Q: 3 clusters Score -195672.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -195742.484375 Penalty: 753.128784 Iteration 8Q: 3 clusters Score -195742.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -195779.859375 Penalty: 753.128784 Iteration 9Q: 3 clusters Score -195779.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -195807.265625 Penalty: 753.128784 Iteration 10Q: 3 clusters Score -195807.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -195826.156250 Penalty: 753.128784 Iteration 11Q: 3 clusters Score -195826.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -195838.312500 Penalty: 753.128784 Iteration 12Q: 3 clusters Score -195838.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -195847.625000 Penalty: 753.128784 Iteration 13Q: 3 clusters Score -195847.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -195853.140625 Penalty: 753.128784 Iteration 14Q: 3 clusters Score -195853.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -195859.875000 Penalty: 753.128784 Iteration 15Q: 3 clusters Score -195859.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -195868.625000 Penalty: 753.128784 Iteration 16Q: 3 clusters Score -195868.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -195874.343750 Penalty: 753.128784 Iteration 17Q: 3 clusters Score -195874.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -195878.000000 Penalty: 753.128784 Iteration 18Q: 3 clusters Score -195878 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -195881.250000 Penalty: 753.128784 Iteration 19Q: 3 clusters Score -195881.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -195883.875000 Penalty: 753.128784 Iteration 20F: 3 clusters Score -195883.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -195885.125000 Penalty: 753.128784 Iteration 21Q: 3 clusters Score -195885.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -195886.734375 Penalty: 753.128784 Iteration 22Q: 3 clusters Score -195886.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -195888.640625 Penalty: 753.128784 Iteration 23Q: 3 clusters Score -195888.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -195889.843750 Penalty: 753.128784 Iteration 24Q: 3 clusters Score -195889.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -195891.625000 Penalty: 753.128784 Iteration 25Q: 3 clusters Score -195891.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -195892.546875 Penalty: 753.128784 Iteration 26Q: 3 clusters Score -195892.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -195892.718750 Penalty: 753.128784 Iteration 27Q: 3 clusters Score -195892.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -195893.421875 Penalty: 753.128784 Iteration 28Q: 3 clusters Score -195893.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -195894.937500 Penalty: 753.128784 Iteration 29Q: 3 clusters Score -195894.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -195895.921875 Penalty: 753.128784 Iteration 30Q: 3 clusters Score -195895.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -195895.984375 Penalty: 753.128784 Iteration 31Q: 3 clusters Score -195896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -195896.046875 Penalty: 753.128784 Iteration 32Q: 3 clusters Score -195896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -195895.984375 Penalty: 753.128784 Iteration 33Q: 3 clusters Score -195896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -195895.984375 Penalty: 753.128784 Iteration 34F: 3 clusters Score -195896 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (201371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201371 members Entering Unmasked Estep Score: -9899925.000000 Penalty: 555.687134 Iteration 0F: 2 clusters Score -9899925 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100625 members Mstep: Class 2 contains 100746 members Entering Unmasked Estep Score: -9764979.000000 Penalty: 1111.374268 Iteration 0F: 3 clusters Score -9764979 nChanged 99014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92695 members Mstep: Class 2 contains 108676 members Entering Unmasked Estep Score: -9826436.000000 Penalty: 1111.374268 Iteration 1F: 3 clusters Score -9826436 nChanged 8371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88212 members Mstep: Class 2 contains 113159 members Entering Unmasked Estep Score: -9829870.000000 Penalty: 1111.374268 Iteration 2Q: 3 clusters Score -9829870 nChanged 9703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82065 members Mstep: Class 2 contains 119306 members Entering Unmasked Estep Score: -9835400.000000 Penalty: 1111.374268 Iteration 3Q: 3 clusters Score -9835400 nChanged 11355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74296 members Mstep: Class 2 contains 127075 members Entering Unmasked Estep Score: -9844230.000000 Penalty: 1111.374268 Iteration 4F: 3 clusters Score -9844230 nChanged 12673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66141 members Mstep: Class 2 contains 135230 members Entering Unmasked Estep Score: -9855599.000000 Penalty: 1111.374268 Iteration 5F: 3 clusters Score -9855599 nChanged 11925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59400 members Mstep: Class 2 contains 141971 members Entering Unmasked Estep Score: -9865072.000000 Penalty: 1111.374268 Iteration 6F: 3 clusters Score -9865072 nChanged 9134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54342 members Mstep: Class 2 contains 147029 members Entering Unmasked Estep Score: -9869863.000000 Penalty: 1111.374268 Iteration 7Q: 3 clusters Score -9869863 nChanged 6168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49932 members Mstep: Class 2 contains 151439 members Entering Unmasked Estep Score: -9872268.000000 Penalty: 1111.374268 Iteration 8Q: 3 clusters Score -9872268 nChanged 4784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45596 members Mstep: Class 2 contains 155775 members Entering Unmasked Estep Score: -9873945.000000 Penalty: 1111.374268 Iteration 9Q: 3 clusters Score -9873945 nChanged 4430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41212 members Mstep: Class 2 contains 160159 members Entering Unmasked Estep Score: -9875624.000000 Penalty: 1111.374268 Iteration 10Q: 3 clusters Score -9875624 nChanged 4466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36746 members Mstep: Class 2 contains 164625 members Entering Unmasked Estep Score: -9877491.000000 Penalty: 1111.374268 Iteration 11Q: 3 clusters Score -9877491 nChanged 4584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32162 members Mstep: Class 2 contains 169209 members Entering Unmasked Estep Score: -9879593.000000 Penalty: 1111.374268 Iteration 12Q: 3 clusters Score -9879593 nChanged 4531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27631 members Mstep: Class 2 contains 173740 members Entering Unmasked Estep Score: -9881796.000000 Penalty: 1111.374268 Iteration 13Q: 3 clusters Score -9881796 nChanged 4247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23384 members Mstep: Class 2 contains 177987 members Entering Unmasked Estep Score: -9883940.000000 Penalty: 1111.374268 Iteration 14Q: 3 clusters Score -9883940 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19269 members Mstep: Class 2 contains 182102 members Entering Unmasked Estep Score: -9886373.000000 Penalty: 1111.374268 Iteration 15Q: 3 clusters Score -9886373 nChanged 3778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 185880 members Entering Unmasked Estep Score: -9888593.000000 Penalty: 1111.374268 Iteration 16Q: 3 clusters Score -9888593 nChanged 3363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 189243 members Entering Unmasked Estep Score: -9890731.000000 Penalty: 1111.374268 Iteration 17Q: 3 clusters Score -9890731 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9131 members Mstep: Class 2 contains 192240 members Entering Unmasked Estep Score: -9892760.000000 Penalty: 1111.374268 Iteration 18Q: 3 clusters Score -9892760 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 194784 members Entering Unmasked Estep Score: -9894518.000000 Penalty: 1111.374268 Iteration 19Q: 3 clusters Score -9894518 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 196834 members Entering Unmasked Estep Score: -9895996.000000 Penalty: 1111.374268 Iteration 20F: 3 clusters Score -9895996 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 198371 members Entering Unmasked Estep Score: -9897139.000000 Penalty: 1111.374268 Iteration 21Q: 3 clusters Score -9897139 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 199501 members Entering Unmasked Estep Score: -9897995.000000 Penalty: 1111.374268 Iteration 22Q: 3 clusters Score -9897995 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 200240 members Entering Unmasked Estep Score: -9898592.000000 Penalty: 1111.374268 Iteration 23Q: 3 clusters Score -9898592 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 200707 members Entering Unmasked Estep Score: -9898995.000000 Penalty: 1111.374268 Iteration 24Q: 3 clusters Score -9898995 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 200952 members Entering Unmasked Estep Score: -9899210.000000 Penalty: 1111.374268 Iteration 25Q: 3 clusters Score -9899210 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 201068 members Entering Unmasked Estep Score: -9899296.000000 Penalty: 1111.374268 Iteration 26Q: 3 clusters Score -9899296 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 201128 members Entering Unmasked Estep Score: -9899341.000000 Penalty: 1111.374268 Iteration 27Q: 3 clusters Score -9899341 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 201159 members Entering Unmasked Estep Score: -9899365.000000 Penalty: 1111.374268 Iteration 28Q: 3 clusters Score -9899365 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 201183 members Entering Unmasked Estep Score: -9899373.000000 Penalty: 1111.374268 Iteration 29Q: 3 clusters Score -9899373 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 201198 members Entering Unmasked Estep Score: -9899383.000000 Penalty: 1111.374268 Iteration 30Q: 3 clusters Score -9899383 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 201211 members Entering Unmasked Estep Score: -9899410.000000 Penalty: 1111.374268 Iteration 31Q: 3 clusters Score -9899410 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 201215 members Entering Unmasked Estep Score: -9899413.000000 Penalty: 1111.374268 Iteration 32Q: 3 clusters Score -9899413 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 201222 members Entering Unmasked Estep Score: -9899417.000000 Penalty: 1111.374268 Iteration 33Q: 3 clusters Score -9899417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 201223 members Entering Unmasked Estep Score: -9899418.000000 Penalty: 1111.374268 Iteration 34Q: 3 clusters Score -9899418 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 201225 members Entering Unmasked Estep Score: -9899417.000000 Penalty: 1111.374268 Iteration 35Q: 3 clusters Score -9899417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 201226 members Entering Unmasked Estep Score: -9899427.000000 Penalty: 1111.374268 Iteration 36Q: 3 clusters Score -9899427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 201226 members Entering Unmasked Estep Score: -9899421.000000 Penalty: 1111.374268 Iteration 37Q: 3 clusters Score -9899421 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 201227 members Entering Unmasked Estep Score: -9899420.000000 Penalty: 1111.374268 Iteration 38Q: 3 clusters Score -9899420 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 201227 members Entering Unmasked Estep Score: -9899420.000000 Penalty: 1111.374268 Iteration 39F: 3 clusters Score -9899420 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Entering Unmasked Estep Score: -211964.843750 Penalty: 380.638092 Iteration 0F: 2 clusters Score -211964.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -209046.875000 Penalty: 761.276184 Iteration 0F: 3 clusters Score -209046.9 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -210063.203125 Penalty: 761.276184 Iteration 1F: 3 clusters Score -210063.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -210139.828125 Penalty: 761.276184 Iteration 2F: 3 clusters Score -210139.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -210202.140625 Penalty: 761.276184 Iteration 3Q: 3 clusters Score -210202.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -210282.125000 Penalty: 761.276184 Iteration 4Q: 3 clusters Score -210282.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -210367.484375 Penalty: 761.276184 Iteration 5Q: 3 clusters Score -210367.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -210446.656250 Penalty: 761.276184 Iteration 6Q: 3 clusters Score -210446.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -210543.203125 Penalty: 761.276184 Iteration 7Q: 3 clusters Score -210543.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -210693.484375 Penalty: 761.276184 Iteration 8Q: 3 clusters Score -210693.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -210889.875000 Penalty: 761.276184 Iteration 9F: 3 clusters Score -210889.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -211064.234375 Penalty: 761.276184 Iteration 10F: 3 clusters Score -211064.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -211165.671875 Penalty: 761.276184 Iteration 11Q: 3 clusters Score -211165.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -211224.484375 Penalty: 761.276184 Iteration 12Q: 3 clusters Score -211224.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -211261.546875 Penalty: 761.276184 Iteration 13Q: 3 clusters Score -211261.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -211283.234375 Penalty: 761.276184 Iteration 14Q: 3 clusters Score -211283.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -211300.156250 Penalty: 761.276184 Iteration 15Q: 3 clusters Score -211300.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -211316.203125 Penalty: 761.276184 Iteration 16Q: 3 clusters Score -211316.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -211331.109375 Penalty: 761.276184 Iteration 17Q: 3 clusters Score -211331.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -211346.812500 Penalty: 761.276184 Iteration 18Q: 3 clusters Score -211346.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -211357.171875 Penalty: 761.276184 Iteration 19Q: 3 clusters Score -211357.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -211369.218750 Penalty: 761.276184 Iteration 20F: 3 clusters Score -211369.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -211381.250000 Penalty: 761.276184 Iteration 21Q: 3 clusters Score -211381.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -211395.781250 Penalty: 761.276184 Iteration 22Q: 3 clusters Score -211395.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -211412.234375 Penalty: 761.276184 Iteration 23Q: 3 clusters Score -211412.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -211428.687500 Penalty: 761.276184 Iteration 24Q: 3 clusters Score -211428.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -211440.984375 Penalty: 761.276184 Iteration 25Q: 3 clusters Score -211441 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -211454.890625 Penalty: 761.276184 Iteration 26Q: 3 clusters Score -211454.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -211464.140625 Penalty: 761.276184 Iteration 27Q: 3 clusters Score -211464.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -211476.015625 Penalty: 761.276184 Iteration 28Q: 3 clusters Score -211476 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -211482.765625 Penalty: 761.276184 Iteration 29Q: 3 clusters Score -211482.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -211486.515625 Penalty: 761.276184 Iteration 30Q: 3 clusters Score -211486.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -211491.421875 Penalty: 761.276184 Iteration 31Q: 3 clusters Score -211491.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -211494.406250 Penalty: 761.276184 Iteration 32Q: 3 clusters Score -211494.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -211498.453125 Penalty: 761.276184 Iteration 33Q: 3 clusters Score -211498.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -211501.015625 Penalty: 761.276184 Iteration 34Q: 3 clusters Score -211501 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -211502.437500 Penalty: 761.276184 Iteration 35Q: 3 clusters Score -211502.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -211504.281250 Penalty: 761.276184 Iteration 36Q: 3 clusters Score -211504.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -211507.390625 Penalty: 761.276184 Iteration 37Q: 3 clusters Score -211507.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -211510.609375 Penalty: 761.276184 Iteration 38Q: 3 clusters Score -211510.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -211511.656250 Penalty: 761.276184 Iteration 39Q: 3 clusters Score -211511.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -211512.328125 Penalty: 761.276184 Iteration 40F: 3 clusters Score -211512.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -211513.796875 Penalty: 761.276184 Iteration 41Q: 3 clusters Score -211513.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -211515.421875 Penalty: 761.276184 Iteration 42Q: 3 clusters Score -211515.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -211517.718750 Penalty: 761.276184 Iteration 43Q: 3 clusters Score -211517.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -211519.281250 Penalty: 761.276184 Iteration 44Q: 3 clusters Score -211519.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -211520.921875 Penalty: 761.276184 Iteration 45Q: 3 clusters Score -211520.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -211522.625000 Penalty: 761.276184 Iteration 46Q: 3 clusters Score -211522.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -211525.968750 Penalty: 761.276184 Iteration 47Q: 3 clusters Score -211526 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -211530.328125 Penalty: 761.276184 Iteration 48Q: 3 clusters Score -211530.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -211533.109375 Penalty: 761.276184 Iteration 49Q: 3 clusters Score -211533.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -211537.625000 Penalty: 761.276184 Iteration 50Q: 3 clusters Score -211537.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -211541.812500 Penalty: 761.276184 Iteration 51Q: 3 clusters Score -211541.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -211548.515625 Penalty: 761.276184 Iteration 52Q: 3 clusters Score -211548.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -211552.890625 Penalty: 761.276184 Iteration 53Q: 3 clusters Score -211552.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -211556.234375 Penalty: 761.276184 Iteration 54Q: 3 clusters Score -211556.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -211560.328125 Penalty: 761.276184 Iteration 55Q: 3 clusters Score -211560.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -211565.906250 Penalty: 761.276184 Iteration 56Q: 3 clusters Score -211565.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -211572.109375 Penalty: 761.276184 Iteration 57Q: 3 clusters Score -211572.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -211579.921875 Penalty: 761.276184 Iteration 58Q: 3 clusters Score -211579.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -211589.140625 Penalty: 761.276184 Iteration 59Q: 3 clusters Score -211589.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -211594.406250 Penalty: 761.276184 Iteration 60F: 3 clusters Score -211594.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -211600.015625 Penalty: 761.276184 Iteration 61Q: 3 clusters Score -211600 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -211609.031250 Penalty: 761.276184 Iteration 62Q: 3 clusters Score -211609 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -211620.500000 Penalty: 761.276184 Iteration 63Q: 3 clusters Score -211620.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -211633.656250 Penalty: 761.276184 Iteration 64Q: 3 clusters Score -211633.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -211644.250000 Penalty: 761.276184 Iteration 65Q: 3 clusters Score -211644.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -211654.703125 Penalty: 761.276184 Iteration 66Q: 3 clusters Score -211654.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -211665.453125 Penalty: 761.276184 Iteration 67Q: 3 clusters Score -211665.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -211677.593750 Penalty: 761.276184 Iteration 68Q: 3 clusters Score -211677.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -211686.062500 Penalty: 761.276184 Iteration 69Q: 3 clusters Score -211686.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -211694.093750 Penalty: 761.276184 Iteration 70Q: 3 clusters Score -211694.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -211700.453125 Penalty: 761.276184 Iteration 71Q: 3 clusters Score -211700.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -211705.234375 Penalty: 761.276184 Iteration 72Q: 3 clusters Score -211705.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -211709.718750 Penalty: 761.276184 Iteration 73Q: 3 clusters Score -211709.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -211712.906250 Penalty: 761.276184 Iteration 74Q: 3 clusters Score -211712.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -211716.656250 Penalty: 761.276184 Iteration 75Q: 3 clusters Score -211716.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -211720.375000 Penalty: 761.276184 Iteration 76Q: 3 clusters Score -211720.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -211723.171875 Penalty: 761.276184 Iteration 77Q: 3 clusters Score -211723.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -211725.062500 Penalty: 761.276184 Iteration 78Q: 3 clusters Score -211725.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -211727.125000 Penalty: 761.276184 Iteration 79Q: 3 clusters Score -211727.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -211728.828125 Penalty: 761.276184 Iteration 80F: 3 clusters Score -211728.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -211730.031250 Penalty: 761.276184 Iteration 81Q: 3 clusters Score -211730 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -211730.843750 Penalty: 761.276184 Iteration 82Q: 3 clusters Score -211730.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -211732.000000 Penalty: 761.276184 Iteration 83Q: 3 clusters Score -211732 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -211732.484375 Penalty: 761.276184 Iteration 84Q: 3 clusters Score -211732.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -211732.796875 Penalty: 761.276184 Iteration 85Q: 3 clusters Score -211732.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -211733.859375 Penalty: 761.276184 Iteration 86Q: 3 clusters Score -211733.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -211735.078125 Penalty: 761.276184 Iteration 87Q: 3 clusters Score -211735.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -211736.171875 Penalty: 761.276184 Iteration 88Q: 3 clusters Score -211736.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -211736.875000 Penalty: 761.276184 Iteration 89Q: 3 clusters Score -211736.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -211737.515625 Penalty: 761.276184 Iteration 90Q: 3 clusters Score -211737.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -211737.890625 Penalty: 761.276184 Iteration 91Q: 3 clusters Score -211737.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -211737.734375 Penalty: 761.276184 Iteration 92Q: 3 clusters Score -211737.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -211737.781250 Penalty: 761.276184 Iteration 93Q: 3 clusters Score -211737.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -211738.328125 Penalty: 761.276184 Iteration 94Q: 3 clusters Score -211738.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -211738.890625 Penalty: 761.276184 Iteration 95Q: 3 clusters Score -211738.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -211738.890625 Penalty: 761.276184 Iteration 96F: 3 clusters Score -211738.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1742 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Entering Unmasked Estep Score: -93086.046875 Penalty: 339.556915 Iteration 0F: 2 clusters Score -93086.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -91855.078125 Penalty: 679.113831 Iteration 0F: 3 clusters Score -91855.08 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -92257.406250 Penalty: 679.113831 Iteration 1F: 3 clusters Score -92257.41 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -92336.070312 Penalty: 679.113831 Iteration 2F: 3 clusters Score -92336.07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -92382.320312 Penalty: 679.113831 Iteration 3F: 3 clusters Score -92382.32 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -92425.515625 Penalty: 679.113831 Iteration 4Q: 3 clusters Score -92425.52 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -92460.632812 Penalty: 679.113831 Iteration 5Q: 3 clusters Score -92460.63 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -92494.507812 Penalty: 679.113831 Iteration 6Q: 3 clusters Score -92494.51 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -92535.757812 Penalty: 679.113831 Iteration 7Q: 3 clusters Score -92535.76 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -92563.226562 Penalty: 679.113831 Iteration 8Q: 3 clusters Score -92563.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -92574.726562 Penalty: 679.113831 Iteration 9Q: 3 clusters Score -92574.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -92592.757812 Penalty: 679.113831 Iteration 10Q: 3 clusters Score -92592.76 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -92608.351562 Penalty: 679.113831 Iteration 11Q: 3 clusters Score -92608.35 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -92621.421875 Penalty: 679.113831 Iteration 12Q: 3 clusters Score -92621.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92629.546875 Penalty: 679.113831 Iteration 13Q: 3 clusters Score -92629.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -92637.765625 Penalty: 679.113831 Iteration 14Q: 3 clusters Score -92637.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -92643.023438 Penalty: 679.113831 Iteration 15Q: 3 clusters Score -92643.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -92648.210938 Penalty: 679.113831 Iteration 16Q: 3 clusters Score -92648.21 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -92654.640625 Penalty: 679.113831 Iteration 17Q: 3 clusters Score -92654.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -92660.093750 Penalty: 679.113831 Iteration 18Q: 3 clusters Score -92660.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -92665.835938 Penalty: 679.113831 Iteration 19Q: 3 clusters Score -92665.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -92670.093750 Penalty: 679.113831 Iteration 20F: 3 clusters Score -92670.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -92673.210938 Penalty: 679.113831 Iteration 21Q: 3 clusters Score -92673.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -92674.187500 Penalty: 679.113831 Iteration 22Q: 3 clusters Score -92674.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -92675.164062 Penalty: 679.113831 Iteration 23Q: 3 clusters Score -92675.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -92677.789062 Penalty: 679.113831 Iteration 24Q: 3 clusters Score -92677.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -92679.781250 Penalty: 679.113831 Iteration 25Q: 3 clusters Score -92679.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -92682.078125 Penalty: 679.113831 Iteration 26Q: 3 clusters Score -92682.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -92684.656250 Penalty: 679.113831 Iteration 27Q: 3 clusters Score -92684.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -92687.632812 Penalty: 679.113831 Iteration 28Q: 3 clusters Score -92687.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -92689.968750 Penalty: 679.113831 Iteration 29Q: 3 clusters Score -92689.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -92691.085938 Penalty: 679.113831 Iteration 30Q: 3 clusters Score -92691.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -92692.335938 Penalty: 679.113831 Iteration 31Q: 3 clusters Score -92692.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -92695.351562 Penalty: 679.113831 Iteration 32Q: 3 clusters Score -92695.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -92700.312500 Penalty: 679.113831 Iteration 33Q: 3 clusters Score -92700.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -92703.687500 Penalty: 679.113831 Iteration 34Q: 3 clusters Score -92703.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -92706.468750 Penalty: 679.113831 Iteration 35Q: 3 clusters Score -92706.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -92708.257812 Penalty: 679.113831 Iteration 36Q: 3 clusters Score -92708.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -92710.132812 Penalty: 679.113831 Iteration 37Q: 3 clusters Score -92710.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -92712.953125 Penalty: 679.113831 Iteration 38Q: 3 clusters Score -92712.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -92716.531250 Penalty: 679.113831 Iteration 39Q: 3 clusters Score -92716.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -92721.445312 Penalty: 679.113831 Iteration 40F: 3 clusters Score -92721.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -92725.148438 Penalty: 679.113831 Iteration 41Q: 3 clusters Score -92725.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -92727.187500 Penalty: 679.113831 Iteration 42Q: 3 clusters Score -92727.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -92728.921875 Penalty: 679.113831 Iteration 43Q: 3 clusters Score -92728.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -92732.460938 Penalty: 679.113831 Iteration 44Q: 3 clusters Score -92732.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -92736.992188 Penalty: 679.113831 Iteration 45Q: 3 clusters Score -92736.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -92743.476562 Penalty: 679.113831 Iteration 46Q: 3 clusters Score -92743.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -92751.617188 Penalty: 679.113831 Iteration 47Q: 3 clusters Score -92751.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -92758.273438 Penalty: 679.113831 Iteration 48Q: 3 clusters Score -92758.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -92763.210938 Penalty: 679.113831 Iteration 49Q: 3 clusters Score -92763.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -92774.820312 Penalty: 679.113831 Iteration 50Q: 3 clusters Score -92774.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -92781.648438 Penalty: 679.113831 Iteration 51Q: 3 clusters Score -92781.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -92785.132812 Penalty: 679.113831 Iteration 52Q: 3 clusters Score -92785.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -92789.656250 Penalty: 679.113831 Iteration 53Q: 3 clusters Score -92789.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -92795.835938 Penalty: 679.113831 Iteration 54Q: 3 clusters Score -92795.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -92801.359375 Penalty: 679.113831 Iteration 55Q: 3 clusters Score -92801.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -92805.773438 Penalty: 679.113831 Iteration 56Q: 3 clusters Score -92805.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -92807.109375 Penalty: 679.113831 Iteration 57Q: 3 clusters Score -92807.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -92809.156250 Penalty: 679.113831 Iteration 58Q: 3 clusters Score -92809.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -92811.335938 Penalty: 679.113831 Iteration 59Q: 3 clusters Score -92811.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -92813.085938 Penalty: 679.113831 Iteration 60F: 3 clusters Score -92813.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -92814.671875 Penalty: 679.113831 Iteration 61Q: 3 clusters Score -92814.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -92815.492188 Penalty: 679.113831 Iteration 62Q: 3 clusters Score -92815.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -92815.617188 Penalty: 679.113831 Iteration 63Q: 3 clusters Score -92815.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -92815.617188 Penalty: 679.113831 Iteration 64F: 3 clusters Score -92815.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Entering Unmasked Estep Score: -117118.039062 Penalty: 355.149109 Iteration 0F: 2 clusters Score -117118 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -115363.460938 Penalty: 710.298218 Iteration 0F: 3 clusters Score -115363.5 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -116012.500000 Penalty: 710.298218 Iteration 1F: 3 clusters Score -116012.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -116110.148438 Penalty: 710.298218 Iteration 2F: 3 clusters Score -116110.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -116200.156250 Penalty: 710.298218 Iteration 3F: 3 clusters Score -116200.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -116275.992188 Penalty: 710.298218 Iteration 4F: 3 clusters Score -116276 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -116327.843750 Penalty: 710.298218 Iteration 5Q: 3 clusters Score -116327.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -116392.132812 Penalty: 710.298218 Iteration 6Q: 3 clusters Score -116392.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -116462.890625 Penalty: 710.298218 Iteration 7Q: 3 clusters Score -116462.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -116516.335938 Penalty: 710.298218 Iteration 8Q: 3 clusters Score -116516.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -116556.546875 Penalty: 710.298218 Iteration 9Q: 3 clusters Score -116556.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -116578.945312 Penalty: 710.298218 Iteration 10Q: 3 clusters Score -116578.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -116596.867188 Penalty: 710.298218 Iteration 11Q: 3 clusters Score -116596.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -116607.382812 Penalty: 710.298218 Iteration 12Q: 3 clusters Score -116607.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -116616.023438 Penalty: 710.298218 Iteration 13Q: 3 clusters Score -116616 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -116624.085938 Penalty: 710.298218 Iteration 14Q: 3 clusters Score -116624.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -116635.953125 Penalty: 710.298218 Iteration 15Q: 3 clusters Score -116636 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -116643.460938 Penalty: 710.298218 Iteration 16Q: 3 clusters Score -116643.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -116648.765625 Penalty: 710.298218 Iteration 17Q: 3 clusters Score -116648.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -116651.585938 Penalty: 710.298218 Iteration 18Q: 3 clusters Score -116651.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -116652.867188 Penalty: 710.298218 Iteration 19Q: 3 clusters Score -116652.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -116655.367188 Penalty: 710.298218 Iteration 20F: 3 clusters Score -116655.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -116658.390625 Penalty: 710.298218 Iteration 21Q: 3 clusters Score -116658.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -116659.187500 Penalty: 710.298218 Iteration 22Q: 3 clusters Score -116659.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -116660.187500 Penalty: 710.298218 Iteration 23Q: 3 clusters Score -116660.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -116660.992188 Penalty: 710.298218 Iteration 24Q: 3 clusters Score -116661 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -116661.921875 Penalty: 710.298218 Iteration 25Q: 3 clusters Score -116661.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -116662.171875 Penalty: 710.298218 Iteration 26Q: 3 clusters Score -116662.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -116662.171875 Penalty: 710.298218 Iteration 27F: 3 clusters Score -116662.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Entering Unmasked Estep Score: -27817.365234 Penalty: 296.688263 Iteration 0F: 2 clusters Score -27817.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -27215.707031 Penalty: 593.376526 Iteration 0F: 3 clusters Score -27215.71 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -27504.845703 Penalty: 593.376526 Iteration 1F: 3 clusters Score -27504.85 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -27715.916016 Penalty: 593.376526 Iteration 2F: 3 clusters Score -27715.92 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -27822.177734 Penalty: 593.376526 Iteration 3F: 3 clusters Score -27822.18 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -27909.849609 Penalty: 593.376526 Iteration 4F: 3 clusters Score -27909.85 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -27998.160156 Penalty: 593.376526 Iteration 5F: 3 clusters Score -27998.16 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -28103.226562 Penalty: 593.376526 Iteration 6F: 3 clusters Score -28103.23 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -28196.248047 Penalty: 593.376526 Iteration 7Q: 3 clusters Score -28196.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28273.621094 Penalty: 593.376526 Iteration 8Q: 3 clusters Score -28273.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -28324.375000 Penalty: 593.376526 Iteration 9Q: 3 clusters Score -28324.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -28364.337891 Penalty: 593.376526 Iteration 10Q: 3 clusters Score -28364.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28396.007812 Penalty: 593.376526 Iteration 11Q: 3 clusters Score -28396.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28453.021484 Penalty: 593.376526 Iteration 12F: 3 clusters Score -28453.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -28496.218750 Penalty: 593.376526 Iteration 13Q: 3 clusters Score -28496.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -28496.218750 Penalty: 593.376526 Iteration 14F: 3 clusters Score -28496.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201371 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1742 members Mstep: Class 7 contains 2454 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 842 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 156312 members Mstep: Class 13 contains 6466 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55267 members Mstep: Class 16 contains 22616 members Mstep: Class 17 contains 20104 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4306 members Mstep: Class 21 contains 13617 members Mstep: Class 22 contains 2300 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 456 members Entering Unmasked Estep Score: -24275470.000000 Penalty: 14342.003906 Splitting cluster 8 changes total score from -24274880.000000 to -24275470.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 9 (842 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Entering Unmasked Estep Score: -35543.398438 Penalty: 306.477997 Iteration 0F: 2 clusters Score -35543.4 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 459 members Entering Unmasked Estep Score: -34846.093750 Penalty: 612.955994 Iteration 0F: 3 clusters Score -34846.09 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -35245.738281 Penalty: 612.955994 Iteration 1F: 3 clusters Score -35245.74 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -35475.277344 Penalty: 612.955994 Iteration 2F: 3 clusters Score -35475.28 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -35589.015625 Penalty: 612.955994 Iteration 3F: 3 clusters Score -35589.02 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -35644.007812 Penalty: 612.955994 Iteration 4Q: 3 clusters Score -35644.01 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -35666.937500 Penalty: 612.955994 Iteration 5Q: 3 clusters Score -35666.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -35673.167969 Penalty: 612.955994 Iteration 6Q: 3 clusters Score -35673.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -35677.062500 Penalty: 612.955994 Iteration 7Q: 3 clusters Score -35677.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -35680.394531 Penalty: 612.955994 Iteration 8Q: 3 clusters Score -35680.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -35680.394531 Penalty: 612.955994 Iteration 9F: 3 clusters Score -35680.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201371 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1742 members Mstep: Class 7 contains 2454 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 156312 members Mstep: Class 13 contains 6466 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55267 members Mstep: Class 16 contains 22616 members Mstep: Class 17 contains 20104 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 719 members Mstep: Class 20 contains 4306 members Mstep: Class 21 contains 13617 members Mstep: Class 22 contains 2300 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 456 members Mstep: Class 25 contains 758 members Entering Unmasked Estep Score: -24275332.000000 Penalty: 14939.587891 Splitting cluster 9 changes total score from -24274880.000000 to -24275332.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 10 (472 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Entering Unmasked Estep Score: -20952.203125 Penalty: 280.142548 Iteration 0F: 2 clusters Score -20952.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -20486.292969 Penalty: 560.285095 Iteration 0F: 3 clusters Score -20486.29 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -20631.011719 Penalty: 560.285095 Iteration 1F: 3 clusters Score -20631.01 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -20652.511719 Penalty: 560.285095 Iteration 2F: 3 clusters Score -20652.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -20657.980469 Penalty: 560.285095 Iteration 3Q: 3 clusters Score -20657.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -20659.714844 Penalty: 560.285095 Iteration 4Q: 3 clusters Score -20659.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -20661.320312 Penalty: 560.285095 Iteration 5Q: 3 clusters Score -20661.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -20669.201172 Penalty: 560.285095 Iteration 6Q: 3 clusters Score -20669.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -20675.164062 Penalty: 560.285095 Iteration 7Q: 3 clusters Score -20675.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -20681.253906 Penalty: 560.285095 Iteration 8Q: 3 clusters Score -20681.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -20689.351562 Penalty: 560.285095 Iteration 9Q: 3 clusters Score -20689.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -20692.251953 Penalty: 560.285095 Iteration 10Q: 3 clusters Score -20692.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -20693.962891 Penalty: 560.285095 Iteration 11Q: 3 clusters Score -20693.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -20695.923828 Penalty: 560.285095 Iteration 12Q: 3 clusters Score -20695.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -20697.380859 Penalty: 560.285095 Iteration 13Q: 3 clusters Score -20697.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -20698.164062 Penalty: 560.285095 Iteration 14Q: 3 clusters Score -20698.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -20698.367188 Penalty: 560.285095 Iteration 15Q: 3 clusters Score -20698.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -20698.367188 Penalty: 560.285095 Iteration 16F: 3 clusters Score -20698.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Entering Unmasked Estep Score: -32628.900391 Penalty: 297.682465 Iteration 0F: 2 clusters Score -32628.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -31993.863281 Penalty: 595.364929 Iteration 0F: 3 clusters Score -31993.86 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -32138.289062 Penalty: 595.364929 Iteration 1F: 3 clusters Score -32138.29 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -32171.757812 Penalty: 595.364929 Iteration 2F: 3 clusters Score -32171.76 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -32206.134766 Penalty: 595.364929 Iteration 3F: 3 clusters Score -32206.13 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -32264.400391 Penalty: 595.364929 Iteration 4F: 3 clusters Score -32264.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -32308.697266 Penalty: 595.364929 Iteration 5F: 3 clusters Score -32308.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -32342.363281 Penalty: 595.364929 Iteration 6F: 3 clusters Score -32342.36 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -32360.564453 Penalty: 595.364929 Iteration 7Q: 3 clusters Score -32360.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -32367.087891 Penalty: 595.364929 Iteration 8Q: 3 clusters Score -32367.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -32374.544922 Penalty: 595.364929 Iteration 9Q: 3 clusters Score -32374.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -32376.097656 Penalty: 595.364929 Iteration 10Q: 3 clusters Score -32376.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -32381.542969 Penalty: 595.364929 Iteration 11Q: 3 clusters Score -32381.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -32383.511719 Penalty: 595.364929 Iteration 12Q: 3 clusters Score -32383.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -32386.021484 Penalty: 595.364929 Iteration 13Q: 3 clusters Score -32386.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -32387.882812 Penalty: 595.364929 Iteration 14Q: 3 clusters Score -32387.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -32389.324219 Penalty: 595.364929 Iteration 15Q: 3 clusters Score -32389.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -32389.324219 Penalty: 595.364929 Iteration 16F: 3 clusters Score -32389.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (156312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156312 members Entering Unmasked Estep Score: -7888353.500000 Penalty: 544.162231 Iteration 0F: 2 clusters Score -7888354 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78169 members Mstep: Class 2 contains 78143 members Entering Unmasked Estep Score: -7792835.500000 Penalty: 1088.324463 Iteration 0F: 3 clusters Score -7792836 nChanged 76595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85534 members Mstep: Class 2 contains 70778 members Entering Unmasked Estep Score: -7840966.500000 Penalty: 1088.324463 Iteration 1F: 3 clusters Score -7840966 nChanged 7831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89737 members Mstep: Class 2 contains 66575 members Entering Unmasked Estep Score: -7843635.000000 Penalty: 1088.324463 Iteration 2F: 3 clusters Score -7843635 nChanged 8145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94964 members Mstep: Class 2 contains 61348 members Entering Unmasked Estep Score: -7846686.000000 Penalty: 1088.324463 Iteration 3F: 3 clusters Score -7846686 nChanged 8584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101604 members Mstep: Class 2 contains 54708 members Entering Unmasked Estep Score: -7850490.000000 Penalty: 1088.324463 Iteration 4F: 3 clusters Score -7850490 nChanged 9982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110614 members Mstep: Class 2 contains 45698 members Entering Unmasked Estep Score: -7855511.500000 Penalty: 1088.324463 Iteration 5F: 3 clusters Score -7855512 nChanged 11634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121812 members Mstep: Class 2 contains 34500 members Entering Unmasked Estep Score: -7862179.000000 Penalty: 1088.324463 Iteration 6F: 3 clusters Score -7862179 nChanged 12290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133940 members Mstep: Class 2 contains 22372 members Entering Unmasked Estep Score: -7870272.000000 Penalty: 1088.324463 Iteration 7F: 3 clusters Score -7870272 nChanged 10564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144472 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -7878286.000000 Penalty: 1088.324463 Iteration 8F: 3 clusters Score -7878286 nChanged 6887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151359 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -7883453.500000 Penalty: 1088.324463 Iteration 9Q: 3 clusters Score -7883454 nChanged 3301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154660 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -7886342.000000 Penalty: 1088.324463 Iteration 10Q: 3 clusters Score -7886342 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155846 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -7887417.500000 Penalty: 1088.324463 Iteration 11Q: 3 clusters Score -7887418 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156147 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -7887725.500000 Penalty: 1088.324463 Iteration 12Q: 3 clusters Score -7887726 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156202 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7887832.500000 Penalty: 1088.324463 Iteration 13Q: 3 clusters Score -7887832 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156195 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7887895.500000 Penalty: 1088.324463 Iteration 14Q: 3 clusters Score -7887896 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156184 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -7887917.500000 Penalty: 1088.324463 Iteration 15Q: 3 clusters Score -7887918 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156181 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7887918.500000 Penalty: 1088.324463 Iteration 16Q: 3 clusters Score -7887918 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156181 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7887919.500000 Penalty: 1088.324463 Iteration 17Q: 3 clusters Score -7887920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156178 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -7887916.500000 Penalty: 1088.324463 Iteration 18Q: 3 clusters Score -7887916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156178 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -7887917.500000 Penalty: 1088.324463 Iteration 19Q: 3 clusters Score -7887918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156180 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -7887922.500000 Penalty: 1088.324463 Iteration 20F: 3 clusters Score -7887922 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156178 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -7887924.500000 Penalty: 1088.324463 Iteration 21Q: 3 clusters Score -7887924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156176 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -7887923.500000 Penalty: 1088.324463 Iteration 22Q: 3 clusters Score -7887924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156175 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7887925.000000 Penalty: 1088.324463 Iteration 23Q: 3 clusters Score -7887925 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156174 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -7887931.500000 Penalty: 1088.324463 Iteration 24Q: 3 clusters Score -7887932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156173 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -7887928.500000 Penalty: 1088.324463 Iteration 25Q: 3 clusters Score -7887928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156172 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -7887932.500000 Penalty: 1088.324463 Iteration 26Q: 3 clusters Score -7887932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156171 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -7887930.500000 Penalty: 1088.324463 Iteration 27Q: 3 clusters Score -7887930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156169 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -7887935.500000 Penalty: 1088.324463 Iteration 28Q: 3 clusters Score -7887936 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156167 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -7887931.000000 Penalty: 1088.324463 Iteration 29Q: 3 clusters Score -7887931 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156166 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -7887931.500000 Penalty: 1088.324463 Iteration 30Q: 3 clusters Score -7887932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156166 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -7887931.500000 Penalty: 1088.324463 Iteration 31F: 3 clusters Score -7887932 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Entering Unmasked Estep Score: -329988.906250 Penalty: 399.231232 Iteration 0F: 2 clusters Score -329988.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -325648.906250 Penalty: 798.462463 Iteration 0F: 3 clusters Score -325648.9 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -327220.812500 Penalty: 798.462463 Iteration 1F: 3 clusters Score -327220.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -327293.906250 Penalty: 798.462463 Iteration 2Q: 3 clusters Score -327293.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -327365.375000 Penalty: 798.462463 Iteration 3Q: 3 clusters Score -327365.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -327446.281250 Penalty: 798.462463 Iteration 4Q: 3 clusters Score -327446.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -327551.343750 Penalty: 798.462463 Iteration 5Q: 3 clusters Score -327551.3 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -327700.562500 Penalty: 798.462463 Iteration 6Q: 3 clusters Score -327700.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -327965.906250 Penalty: 798.462463 Iteration 7F: 3 clusters Score -327965.9 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -328319.937500 Penalty: 798.462463 Iteration 8F: 3 clusters Score -328319.9 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -328727.562500 Penalty: 798.462463 Iteration 9F: 3 clusters Score -328727.6 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -329071.125000 Penalty: 798.462463 Iteration 10F: 3 clusters Score -329071.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -329343.218750 Penalty: 798.462463 Iteration 11Q: 3 clusters Score -329343.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -329510.343750 Penalty: 798.462463 Iteration 12Q: 3 clusters Score -329510.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -329573.562500 Penalty: 798.462463 Iteration 13Q: 3 clusters Score -329573.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6401 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -329603.031250 Penalty: 798.462463 Iteration 14Q: 3 clusters Score -329603 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -329620.812500 Penalty: 798.462463 Iteration 15Q: 3 clusters Score -329620.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -329631.718750 Penalty: 798.462463 Iteration 16Q: 3 clusters Score -329631.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -329636.125000 Penalty: 798.462463 Iteration 17Q: 3 clusters Score -329636.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -329638.843750 Penalty: 798.462463 Iteration 18Q: 3 clusters Score -329638.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -329642.218750 Penalty: 798.462463 Iteration 19Q: 3 clusters Score -329642.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -329643.312500 Penalty: 798.462463 Iteration 20F: 3 clusters Score -329643.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Entering Unmasked Estep Score: -19533.339844 Penalty: 280.430817 Iteration 0F: 2 clusters Score -19533.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -19066.041016 Penalty: 560.861633 Iteration 0F: 3 clusters Score -19066.04 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -19187.554688 Penalty: 560.861633 Iteration 1F: 3 clusters Score -19187.55 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -19216.748047 Penalty: 560.861633 Iteration 2F: 3 clusters Score -19216.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -19226.742188 Penalty: 560.861633 Iteration 3Q: 3 clusters Score -19226.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -19233.310547 Penalty: 560.861633 Iteration 4Q: 3 clusters Score -19233.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -19240.914062 Penalty: 560.861633 Iteration 5Q: 3 clusters Score -19240.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -19246.458984 Penalty: 560.861633 Iteration 6Q: 3 clusters Score -19246.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -19252.859375 Penalty: 560.861633 Iteration 7Q: 3 clusters Score -19252.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -19256.369141 Penalty: 560.861633 Iteration 8Q: 3 clusters Score -19256.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -19258.687500 Penalty: 560.861633 Iteration 9Q: 3 clusters Score -19258.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -19260.648438 Penalty: 560.861633 Iteration 10Q: 3 clusters Score -19260.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -19261.460938 Penalty: 560.861633 Iteration 11Q: 3 clusters Score -19261.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -19262.035156 Penalty: 560.861633 Iteration 12Q: 3 clusters Score -19262.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -19263.753906 Penalty: 560.861633 Iteration 13Q: 3 clusters Score -19263.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -19267.787109 Penalty: 560.861633 Iteration 14Q: 3 clusters Score -19267.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -19268.744141 Penalty: 560.861633 Iteration 15Q: 3 clusters Score -19268.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -19269.957031 Penalty: 560.861633 Iteration 16Q: 3 clusters Score -19269.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -19271.382812 Penalty: 560.861633 Iteration 17Q: 3 clusters Score -19271.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -19271.382812 Penalty: 560.861633 Iteration 18F: 3 clusters Score -19271.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (55267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55267 members Entering Unmasked Estep Score: -2885226.250000 Penalty: 496.856873 Iteration 0F: 2 clusters Score -2885226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27738 members Mstep: Class 2 contains 27529 members Entering Unmasked Estep Score: -2847971.250000 Penalty: 993.713745 Iteration 0F: 3 clusters Score -2847971 nChanged 26819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32035 members Mstep: Class 2 contains 23232 members Entering Unmasked Estep Score: -2864694.500000 Penalty: 993.713745 Iteration 1F: 3 clusters Score -2864694 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34534 members Mstep: Class 2 contains 20733 members Entering Unmasked Estep Score: -2866138.500000 Penalty: 993.713745 Iteration 2F: 3 clusters Score -2866138 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38055 members Mstep: Class 2 contains 17212 members Entering Unmasked Estep Score: -2868578.250000 Penalty: 993.713745 Iteration 3F: 3 clusters Score -2868578 nChanged 4559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42500 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -2872378.250000 Penalty: 993.713745 Iteration 4F: 3 clusters Score -2872378 nChanged 4746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47226 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -2876997.750000 Penalty: 993.713745 Iteration 5F: 3 clusters Score -2876998 nChanged 3745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50967 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -2880985.500000 Penalty: 993.713745 Iteration 6F: 3 clusters Score -2880986 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53140 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -2883373.750000 Penalty: 993.713745 Iteration 7Q: 3 clusters Score -2883374 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54034 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -2884406.000000 Penalty: 993.713745 Iteration 8Q: 3 clusters Score -2884406 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54278 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -2884765.750000 Penalty: 993.713745 Iteration 9Q: 3 clusters Score -2884766 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54376 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -2884900.000000 Penalty: 993.713745 Iteration 10Q: 3 clusters Score -2884900 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54449 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -2884988.500000 Penalty: 993.713745 Iteration 11Q: 3 clusters Score -2884988 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54495 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -2885037.250000 Penalty: 993.713745 Iteration 12Q: 3 clusters Score -2885037 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54530 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -2885054.250000 Penalty: 993.713745 Iteration 13Q: 3 clusters Score -2885054 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54549 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -2885061.250000 Penalty: 993.713745 Iteration 14Q: 3 clusters Score -2885061 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54569 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -2885068.000000 Penalty: 993.713745 Iteration 15Q: 3 clusters Score -2885068 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54586 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -2885072.000000 Penalty: 993.713745 Iteration 16Q: 3 clusters Score -2885072 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54594 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -2885081.250000 Penalty: 993.713745 Iteration 17Q: 3 clusters Score -2885081 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54604 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -2885084.250000 Penalty: 993.713745 Iteration 18Q: 3 clusters Score -2885084 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54606 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -2885090.250000 Penalty: 993.713745 Iteration 19Q: 3 clusters Score -2885090 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54607 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -2885095.000000 Penalty: 993.713745 Iteration 20F: 3 clusters Score -2885095 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54608 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -2885097.000000 Penalty: 993.713745 Iteration 21Q: 3 clusters Score -2885097 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54602 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -2885097.750000 Penalty: 993.713745 Iteration 22Q: 3 clusters Score -2885098 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54597 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -2885097.250000 Penalty: 993.713745 Iteration 23Q: 3 clusters Score -2885097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54596 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -2885101.500000 Penalty: 993.713745 Iteration 24Q: 3 clusters Score -2885102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54596 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -2885101.750000 Penalty: 993.713745 Iteration 25Q: 3 clusters Score -2885102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54596 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -2885101.000000 Penalty: 993.713745 Iteration 26Q: 3 clusters Score -2885101 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54597 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -2885102.500000 Penalty: 993.713745 Iteration 27Q: 3 clusters Score -2885102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54596 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -2885102.000000 Penalty: 993.713745 Iteration 28Q: 3 clusters Score -2885102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54595 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -2885103.500000 Penalty: 993.713745 Iteration 29Q: 3 clusters Score -2885104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54593 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -2885103.000000 Penalty: 993.713745 Iteration 30Q: 3 clusters Score -2885103 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54589 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -2885102.750000 Penalty: 993.713745 Iteration 31Q: 3 clusters Score -2885103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54587 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -2885101.750000 Penalty: 993.713745 Iteration 32Q: 3 clusters Score -2885102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54587 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -2885103.000000 Penalty: 993.713745 Iteration 33Q: 3 clusters Score -2885103 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54587 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -2885103.000000 Penalty: 993.713745 Iteration 34F: 3 clusters Score -2885103 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (22616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22616 members Entering Unmasked Estep Score: -1067006.250000 Penalty: 456.201782 Iteration 0F: 2 clusters Score -1067006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 11327 members Entering Unmasked Estep Score: -1051887.750000 Penalty: 912.403564 Iteration 0F: 3 clusters Score -1051888 nChanged 10736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -1058008.375000 Penalty: 912.403564 Iteration 1F: 3 clusters Score -1058008 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -1058185.375000 Penalty: 912.403564 Iteration 2Q: 3 clusters Score -1058185 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -1058409.500000 Penalty: 912.403564 Iteration 3Q: 3 clusters Score -1058410 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Mstep: Class 2 contains 12947 members Entering Unmasked Estep Score: -1058703.000000 Penalty: 912.403564 Iteration 4Q: 3 clusters Score -1058703 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 13880 members Entering Unmasked Estep Score: -1059193.625000 Penalty: 912.403564 Iteration 5Q: 3 clusters Score -1059194 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -1059974.375000 Penalty: 912.403564 Iteration 6F: 3 clusters Score -1059974 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 16636 members Entering Unmasked Estep Score: -1061168.500000 Penalty: 912.403564 Iteration 7F: 3 clusters Score -1061168 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 18319 members Entering Unmasked Estep Score: -1062658.000000 Penalty: 912.403564 Iteration 8F: 3 clusters Score -1062658 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -1064078.000000 Penalty: 912.403564 Iteration 9F: 3 clusters Score -1064078 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 20974 members Entering Unmasked Estep Score: -1065128.875000 Penalty: 912.403564 Iteration 10F: 3 clusters Score -1065129 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 21729 members Entering Unmasked Estep Score: -1065831.875000 Penalty: 912.403564 Iteration 11Q: 3 clusters Score -1065832 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 22150 members Entering Unmasked Estep Score: -1066202.250000 Penalty: 912.403564 Iteration 12Q: 3 clusters Score -1066202 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 22396 members Entering Unmasked Estep Score: -1066432.625000 Penalty: 912.403564 Iteration 13Q: 3 clusters Score -1066433 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 22502 members Entering Unmasked Estep Score: -1066535.250000 Penalty: 912.403564 Iteration 14Q: 3 clusters Score -1066535 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 22538 members Entering Unmasked Estep Score: -1066584.875000 Penalty: 912.403564 Iteration 15Q: 3 clusters Score -1066585 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 22549 members Entering Unmasked Estep Score: -1066599.250000 Penalty: 912.403564 Iteration 16Q: 3 clusters Score -1066599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 22552 members Entering Unmasked Estep Score: -1066604.875000 Penalty: 912.403564 Iteration 17Q: 3 clusters Score -1066605 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 22553 members Entering Unmasked Estep Score: -1066607.500000 Penalty: 912.403564 Iteration 18Q: 3 clusters Score -1066608 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 22556 members Entering Unmasked Estep Score: -1066614.750000 Penalty: 912.403564 Iteration 19Q: 3 clusters Score -1066615 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 22554 members Entering Unmasked Estep Score: -1066614.625000 Penalty: 912.403564 Iteration 20F: 3 clusters Score -1066615 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 22553 members Entering Unmasked Estep Score: -1066615.500000 Penalty: 912.403564 Iteration 21Q: 3 clusters Score -1066616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 22553 members Entering Unmasked Estep Score: -1066615.500000 Penalty: 912.403564 Iteration 22F: 3 clusters Score -1066616 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (20104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20104 members Entering Unmasked Estep Score: -951168.125000 Penalty: 450.844666 Iteration 0F: 2 clusters Score -951168.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -937706.375000 Penalty: 901.689331 Iteration 0F: 3 clusters Score -937706.4 nChanged 9567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -943423.000000 Penalty: 901.689331 Iteration 1F: 3 clusters Score -943423 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -943770.562500 Penalty: 901.689331 Iteration 2Q: 3 clusters Score -943770.6 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -944214.250000 Penalty: 901.689331 Iteration 3Q: 3 clusters Score -944214.2 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -944725.000000 Penalty: 901.689331 Iteration 4Q: 3 clusters Score -944725 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12821 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -945341.750000 Penalty: 901.689331 Iteration 5F: 3 clusters Score -945341.8 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13752 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -946089.062500 Penalty: 901.689331 Iteration 6F: 3 clusters Score -946089.1 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14832 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -946886.875000 Penalty: 901.689331 Iteration 7F: 3 clusters Score -946886.9 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -947684.625000 Penalty: 901.689331 Iteration 8F: 3 clusters Score -947684.6 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16920 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -948456.125000 Penalty: 901.689331 Iteration 9F: 3 clusters Score -948456.1 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17784 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -949133.937500 Penalty: 901.689331 Iteration 10Q: 3 clusters Score -949133.9 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -949699.375000 Penalty: 901.689331 Iteration 11Q: 3 clusters Score -949699.4 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19016 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -950096.187500 Penalty: 901.689331 Iteration 12Q: 3 clusters Score -950096.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19358 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -950335.875000 Penalty: 901.689331 Iteration 13Q: 3 clusters Score -950335.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19597 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -950509.125000 Penalty: 901.689331 Iteration 14Q: 3 clusters Score -950509.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19740 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -950608.500000 Penalty: 901.689331 Iteration 15Q: 3 clusters Score -950608.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19818 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -950662.125000 Penalty: 901.689331 Iteration 16Q: 3 clusters Score -950662.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19862 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -950686.250000 Penalty: 901.689331 Iteration 17Q: 3 clusters Score -950686.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -950708.312500 Penalty: 901.689331 Iteration 18Q: 3 clusters Score -950708.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -950727.187500 Penalty: 901.689331 Iteration 19Q: 3 clusters Score -950727.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19939 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -950738.562500 Penalty: 901.689331 Iteration 20F: 3 clusters Score -950738.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19954 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -950750.687500 Penalty: 901.689331 Iteration 21Q: 3 clusters Score -950750.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19967 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -950766.250000 Penalty: 901.689331 Iteration 22Q: 3 clusters Score -950766.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19981 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -950775.312500 Penalty: 901.689331 Iteration 23Q: 3 clusters Score -950775.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19986 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -950781.125000 Penalty: 901.689331 Iteration 24Q: 3 clusters Score -950781.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -950781.875000 Penalty: 901.689331 Iteration 25Q: 3 clusters Score -950781.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19991 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -950784.875000 Penalty: 901.689331 Iteration 26Q: 3 clusters Score -950784.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -950787.937500 Penalty: 901.689331 Iteration 27Q: 3 clusters Score -950787.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -950790.375000 Penalty: 901.689331 Iteration 28Q: 3 clusters Score -950790.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -950790.375000 Penalty: 901.689331 Iteration 29F: 3 clusters Score -950790.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (99 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Entering Unmasked Estep Score: -3995.998779 Penalty: 209.077957 Iteration 0F: 2 clusters Score -3995.999 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3801.256592 Penalty: 418.155914 Iteration 0F: 3 clusters Score -3801.257 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3862.919434 Penalty: 418.155914 Iteration 1F: 3 clusters Score -3862.919 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3882.084961 Penalty: 418.155914 Iteration 2F: 3 clusters Score -3882.085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3886.280273 Penalty: 418.155914 Iteration 3Q: 3 clusters Score -3886.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3886.280273 Penalty: 418.155914 Iteration 4F: 3 clusters Score -3886.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Entering Unmasked Estep Score: -29409.529297 Penalty: 299.292694 Iteration 0F: 2 clusters Score -29409.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -28786.884766 Penalty: 598.585388 Iteration 0F: 3 clusters Score -28786.88 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -29146.642578 Penalty: 598.585388 Iteration 1F: 3 clusters Score -29146.64 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -29413.962891 Penalty: 598.585388 Iteration 2F: 3 clusters Score -29413.96 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -29629.857422 Penalty: 598.585388 Iteration 3F: 3 clusters Score -29629.86 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -29977.519531 Penalty: 598.585388 Iteration 4F: 3 clusters Score -29977.52 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -30103.689453 Penalty: 598.585388 Iteration 5Q: 3 clusters Score -30103.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -30126.556641 Penalty: 598.585388 Iteration 6Q: 3 clusters Score -30126.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -30126.556641 Penalty: 598.585388 Iteration 7F: 3 clusters Score -30126.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201371 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1742 members Mstep: Class 7 contains 2454 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 156312 members Mstep: Class 13 contains 6466 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55267 members Mstep: Class 16 contains 22616 members Mstep: Class 17 contains 20104 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 162 members Mstep: Class 20 contains 4306 members Mstep: Class 21 contains 13617 members Mstep: Class 22 contains 2300 members Mstep: Class 23 contains 845 members Mstep: Class 24 contains 456 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 557 members Entering Unmasked Estep Score: -24275748.000000 Penalty: 15537.170898 Splitting cluster 19 changes total score from -24274880.000000 to -24275748.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 20 (4306 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Entering Unmasked Estep Score: -198460.328125 Penalty: 380.733276 Iteration 0F: 2 clusters Score -198460.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -195568.343750 Penalty: 761.466553 Iteration 0F: 3 clusters Score -195568.3 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -196733.734375 Penalty: 761.466553 Iteration 1F: 3 clusters Score -196733.7 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -196960.781250 Penalty: 761.466553 Iteration 2F: 3 clusters Score -196960.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -197201.890625 Penalty: 761.466553 Iteration 3F: 3 clusters Score -197201.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -197448.359375 Penalty: 761.466553 Iteration 4F: 3 clusters Score -197448.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -197625.765625 Penalty: 761.466553 Iteration 5F: 3 clusters Score -197625.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -197748.359375 Penalty: 761.466553 Iteration 6Q: 3 clusters Score -197748.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -197815.359375 Penalty: 761.466553 Iteration 7Q: 3 clusters Score -197815.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -197839.140625 Penalty: 761.466553 Iteration 8Q: 3 clusters Score -197839.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -197860.484375 Penalty: 761.466553 Iteration 9Q: 3 clusters Score -197860.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -197871.281250 Penalty: 761.466553 Iteration 10Q: 3 clusters Score -197871.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -197881.921875 Penalty: 761.466553 Iteration 11Q: 3 clusters Score -197881.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -197889.671875 Penalty: 761.466553 Iteration 12Q: 3 clusters Score -197889.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -197896.875000 Penalty: 761.466553 Iteration 13Q: 3 clusters Score -197896.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -197903.125000 Penalty: 761.466553 Iteration 14Q: 3 clusters Score -197903.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -197908.671875 Penalty: 761.466553 Iteration 15Q: 3 clusters Score -197908.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -197912.734375 Penalty: 761.466553 Iteration 16Q: 3 clusters Score -197912.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -197917.890625 Penalty: 761.466553 Iteration 17Q: 3 clusters Score -197917.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -197921.765625 Penalty: 761.466553 Iteration 18Q: 3 clusters Score -197921.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -197924.984375 Penalty: 761.466553 Iteration 19Q: 3 clusters Score -197925 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -197926.656250 Penalty: 761.466553 Iteration 20F: 3 clusters Score -197926.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -197928.046875 Penalty: 761.466553 Iteration 21Q: 3 clusters Score -197928 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -197928.640625 Penalty: 761.466553 Iteration 22Q: 3 clusters Score -197928.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -197931.765625 Penalty: 761.466553 Iteration 23Q: 3 clusters Score -197931.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -197935.765625 Penalty: 761.466553 Iteration 24Q: 3 clusters Score -197935.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -197943.828125 Penalty: 761.466553 Iteration 25Q: 3 clusters Score -197943.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -197953.546875 Penalty: 761.466553 Iteration 26Q: 3 clusters Score -197953.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -197958.812500 Penalty: 761.466553 Iteration 27Q: 3 clusters Score -197958.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -197960.812500 Penalty: 761.466553 Iteration 28Q: 3 clusters Score -197960.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -197964.671875 Penalty: 761.466553 Iteration 29Q: 3 clusters Score -197964.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -197967.515625 Penalty: 761.466553 Iteration 30Q: 3 clusters Score -197967.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -197969.593750 Penalty: 761.466553 Iteration 31Q: 3 clusters Score -197969.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -197970.640625 Penalty: 761.466553 Iteration 32Q: 3 clusters Score -197970.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -197971.156250 Penalty: 761.466553 Iteration 33Q: 3 clusters Score -197971.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -197971.343750 Penalty: 761.466553 Iteration 34Q: 3 clusters Score -197971.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -197971.703125 Penalty: 761.466553 Iteration 35Q: 3 clusters Score -197971.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -197971.984375 Penalty: 761.466553 Iteration 36Q: 3 clusters Score -197972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -197972.015625 Penalty: 761.466553 Iteration 37Q: 3 clusters Score -197972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -197972.171875 Penalty: 761.466553 Iteration 38Q: 3 clusters Score -197972.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -197972.687500 Penalty: 761.466553 Iteration 39Q: 3 clusters Score -197972.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -197972.937500 Penalty: 761.466553 Iteration 40F: 3 clusters Score -197972.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -197973.343750 Penalty: 761.466553 Iteration 41Q: 3 clusters Score -197973.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -197973.781250 Penalty: 761.466553 Iteration 42Q: 3 clusters Score -197973.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -197974.046875 Penalty: 761.466553 Iteration 43Q: 3 clusters Score -197974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -197974.343750 Penalty: 761.466553 Iteration 44Q: 3 clusters Score -197974.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -197974.343750 Penalty: 761.466553 Iteration 45Q: 3 clusters Score -197974.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -197974.921875 Penalty: 761.466553 Iteration 46Q: 3 clusters Score -197974.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -197975.312500 Penalty: 761.466553 Iteration 47Q: 3 clusters Score -197975.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -197975.828125 Penalty: 761.466553 Iteration 48Q: 3 clusters Score -197975.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -197976.171875 Penalty: 761.466553 Iteration 49Q: 3 clusters Score -197976.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -197977.218750 Penalty: 761.466553 Iteration 50Q: 3 clusters Score -197977.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -197977.921875 Penalty: 761.466553 Iteration 51Q: 3 clusters Score -197977.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -197978.234375 Penalty: 761.466553 Iteration 52Q: 3 clusters Score -197978.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -197978.578125 Penalty: 761.466553 Iteration 53Q: 3 clusters Score -197978.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -197978.453125 Penalty: 761.466553 Iteration 54Q: 3 clusters Score -197978.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -197978.453125 Penalty: 761.466553 Iteration 55F: 3 clusters Score -197978.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (13617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Entering Unmasked Estep Score: -692011.812500 Penalty: 433.117889 Iteration 0F: 2 clusters Score -692011.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -682996.750000 Penalty: 866.235779 Iteration 0F: 3 clusters Score -682996.8 nChanged 6368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -686386.062500 Penalty: 866.235779 Iteration 1F: 3 clusters Score -686386.1 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -686559.687500 Penalty: 866.235779 Iteration 2Q: 3 clusters Score -686559.7 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -686772.062500 Penalty: 866.235779 Iteration 3Q: 3 clusters Score -686772.1 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -687092.812500 Penalty: 866.235779 Iteration 4Q: 3 clusters Score -687092.8 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -687584.812500 Penalty: 866.235779 Iteration 5F: 3 clusters Score -687584.8 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -688282.937500 Penalty: 866.235779 Iteration 6F: 3 clusters Score -688282.9 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -688944.500000 Penalty: 866.235779 Iteration 7F: 3 clusters Score -688944.5 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -689499.500000 Penalty: 866.235779 Iteration 8F: 3 clusters Score -689499.5 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -689853.000000 Penalty: 866.235779 Iteration 9Q: 3 clusters Score -689853 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -690035.437500 Penalty: 866.235779 Iteration 10Q: 3 clusters Score -690035.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -690129.687500 Penalty: 866.235779 Iteration 11Q: 3 clusters Score -690129.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -690204.000000 Penalty: 866.235779 Iteration 12Q: 3 clusters Score -690204 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -690264.562500 Penalty: 866.235779 Iteration 13Q: 3 clusters Score -690264.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -690329.625000 Penalty: 866.235779 Iteration 14Q: 3 clusters Score -690329.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -690390.187500 Penalty: 866.235779 Iteration 15Q: 3 clusters Score -690390.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -690442.625000 Penalty: 866.235779 Iteration 16Q: 3 clusters Score -690442.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -690488.937500 Penalty: 866.235779 Iteration 17Q: 3 clusters Score -690488.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -690533.625000 Penalty: 866.235779 Iteration 18Q: 3 clusters Score -690533.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -690570.312500 Penalty: 866.235779 Iteration 19Q: 3 clusters Score -690570.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -690596.875000 Penalty: 866.235779 Iteration 20F: 3 clusters Score -690596.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -690614.562500 Penalty: 866.235779 Iteration 21Q: 3 clusters Score -690614.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -690623.187500 Penalty: 866.235779 Iteration 22Q: 3 clusters Score -690623.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -690633.062500 Penalty: 866.235779 Iteration 23Q: 3 clusters Score -690633.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -690649.875000 Penalty: 866.235779 Iteration 24Q: 3 clusters Score -690649.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -690663.625000 Penalty: 866.235779 Iteration 25Q: 3 clusters Score -690663.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -690679.750000 Penalty: 866.235779 Iteration 26Q: 3 clusters Score -690679.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -690698.625000 Penalty: 866.235779 Iteration 27Q: 3 clusters Score -690698.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -690732.250000 Penalty: 866.235779 Iteration 28Q: 3 clusters Score -690732.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -690766.500000 Penalty: 866.235779 Iteration 29Q: 3 clusters Score -690766.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -690796.000000 Penalty: 866.235779 Iteration 30Q: 3 clusters Score -690796 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -690828.375000 Penalty: 866.235779 Iteration 31Q: 3 clusters Score -690828.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -690852.250000 Penalty: 866.235779 Iteration 32Q: 3 clusters Score -690852.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -690880.000000 Penalty: 866.235779 Iteration 33Q: 3 clusters Score -690880 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -690901.625000 Penalty: 866.235779 Iteration 34Q: 3 clusters Score -690901.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -690928.750000 Penalty: 866.235779 Iteration 35Q: 3 clusters Score -690928.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -690954.187500 Penalty: 866.235779 Iteration 36Q: 3 clusters Score -690954.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -690985.625000 Penalty: 866.235779 Iteration 37Q: 3 clusters Score -690985.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -691016.000000 Penalty: 866.235779 Iteration 38Q: 3 clusters Score -691016 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -691051.625000 Penalty: 866.235779 Iteration 39Q: 3 clusters Score -691051.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -691087.312500 Penalty: 866.235779 Iteration 40F: 3 clusters Score -691087.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -691124.250000 Penalty: 866.235779 Iteration 41Q: 3 clusters Score -691124.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -691170.250000 Penalty: 866.235779 Iteration 42Q: 3 clusters Score -691170.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -691221.125000 Penalty: 866.235779 Iteration 43Q: 3 clusters Score -691221.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -691265.687500 Penalty: 866.235779 Iteration 44Q: 3 clusters Score -691265.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -691301.750000 Penalty: 866.235779 Iteration 45Q: 3 clusters Score -691301.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -691332.562500 Penalty: 866.235779 Iteration 46Q: 3 clusters Score -691332.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -691361.812500 Penalty: 866.235779 Iteration 47Q: 3 clusters Score -691361.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10577 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -691389.500000 Penalty: 866.235779 Iteration 48Q: 3 clusters Score -691389.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10682 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -691416.437500 Penalty: 866.235779 Iteration 49Q: 3 clusters Score -691416.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -691438.187500 Penalty: 866.235779 Iteration 50Q: 3 clusters Score -691438.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10872 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -691461.375000 Penalty: 866.235779 Iteration 51Q: 3 clusters Score -691461.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10949 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -691478.687500 Penalty: 866.235779 Iteration 52Q: 3 clusters Score -691478.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -691496.312500 Penalty: 866.235779 Iteration 53Q: 3 clusters Score -691496.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -691515.250000 Penalty: 866.235779 Iteration 54Q: 3 clusters Score -691515.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -691536.125000 Penalty: 866.235779 Iteration 55Q: 3 clusters Score -691536.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -691559.000000 Penalty: 866.235779 Iteration 56Q: 3 clusters Score -691559 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -691570.875000 Penalty: 866.235779 Iteration 57Q: 3 clusters Score -691570.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -691581.125000 Penalty: 866.235779 Iteration 58Q: 3 clusters Score -691581.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -691591.312500 Penalty: 866.235779 Iteration 59Q: 3 clusters Score -691591.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -691602.562500 Penalty: 866.235779 Iteration 60F: 3 clusters Score -691602.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11562 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -691606.375000 Penalty: 866.235779 Iteration 61Q: 3 clusters Score -691606.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -691614.250000 Penalty: 866.235779 Iteration 62Q: 3 clusters Score -691614.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -691623.000000 Penalty: 866.235779 Iteration 63Q: 3 clusters Score -691623 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11675 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -691631.625000 Penalty: 866.235779 Iteration 64Q: 3 clusters Score -691631.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11718 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -691639.562500 Penalty: 866.235779 Iteration 65Q: 3 clusters Score -691639.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11764 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -691647.875000 Penalty: 866.235779 Iteration 66Q: 3 clusters Score -691647.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11806 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -691655.437500 Penalty: 866.235779 Iteration 67Q: 3 clusters Score -691655.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -691662.437500 Penalty: 866.235779 Iteration 68Q: 3 clusters Score -691662.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -691669.812500 Penalty: 866.235779 Iteration 69Q: 3 clusters Score -691669.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11912 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -691672.312500 Penalty: 866.235779 Iteration 70Q: 3 clusters Score -691672.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -691677.812500 Penalty: 866.235779 Iteration 71Q: 3 clusters Score -691677.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -691681.062500 Penalty: 866.235779 Iteration 72Q: 3 clusters Score -691681.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12004 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -691689.500000 Penalty: 866.235779 Iteration 73Q: 3 clusters Score -691689.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -691697.375000 Penalty: 866.235779 Iteration 74Q: 3 clusters Score -691697.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -691704.750000 Penalty: 866.235779 Iteration 75Q: 3 clusters Score -691704.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12086 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -691707.062500 Penalty: 866.235779 Iteration 76Q: 3 clusters Score -691707.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -691709.562500 Penalty: 866.235779 Iteration 77Q: 3 clusters Score -691709.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12122 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -691713.875000 Penalty: 866.235779 Iteration 78Q: 3 clusters Score -691713.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12142 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -691716.187500 Penalty: 866.235779 Iteration 79Q: 3 clusters Score -691716.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -691716.625000 Penalty: 866.235779 Iteration 80F: 3 clusters Score -691716.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -691716.062500 Penalty: 866.235779 Iteration 81Q: 3 clusters Score -691716.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -691717.500000 Penalty: 866.235779 Iteration 82Q: 3 clusters Score -691717.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -691717.687500 Penalty: 866.235779 Iteration 83Q: 3 clusters Score -691717.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -691718.312500 Penalty: 866.235779 Iteration 84Q: 3 clusters Score -691718.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -691717.625000 Penalty: 866.235779 Iteration 85Q: 3 clusters Score -691717.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -691718.875000 Penalty: 866.235779 Iteration 86Q: 3 clusters Score -691718.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -691719.187500 Penalty: 866.235779 Iteration 87Q: 3 clusters Score -691719.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -691718.812500 Penalty: 866.235779 Iteration 88Q: 3 clusters Score -691718.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -691719.312500 Penalty: 866.235779 Iteration 89Q: 3 clusters Score -691719.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12196 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -691720.437500 Penalty: 866.235779 Iteration 90Q: 3 clusters Score -691720.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -691719.937500 Penalty: 866.235779 Iteration 91Q: 3 clusters Score -691719.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -691720.250000 Penalty: 866.235779 Iteration 92Q: 3 clusters Score -691720.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -691720.250000 Penalty: 866.235779 Iteration 93F: 3 clusters Score -691720.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Entering Unmasked Estep Score: -103632.304688 Penalty: 352.200226 Iteration 0F: 2 clusters Score -103632.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -102025.664062 Penalty: 704.400452 Iteration 0F: 3 clusters Score -102025.7 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -102749.859375 Penalty: 704.400452 Iteration 1F: 3 clusters Score -102749.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -103032.015625 Penalty: 704.400452 Iteration 2F: 3 clusters Score -103032 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -103255.257812 Penalty: 704.400452 Iteration 3F: 3 clusters Score -103255.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -103400.468750 Penalty: 704.400452 Iteration 4F: 3 clusters Score -103400.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -103475.796875 Penalty: 704.400452 Iteration 5Q: 3 clusters Score -103475.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -103513.570312 Penalty: 704.400452 Iteration 6Q: 3 clusters Score -103513.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -103534.101562 Penalty: 704.400452 Iteration 7Q: 3 clusters Score -103534.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -103550.367188 Penalty: 704.400452 Iteration 8Q: 3 clusters Score -103550.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -103558.679688 Penalty: 704.400452 Iteration 9Q: 3 clusters Score -103558.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -103565.187500 Penalty: 704.400452 Iteration 10Q: 3 clusters Score -103565.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -103568.718750 Penalty: 704.400452 Iteration 11Q: 3 clusters Score -103568.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -103572.257812 Penalty: 704.400452 Iteration 12Q: 3 clusters Score -103572.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -103574.890625 Penalty: 704.400452 Iteration 13Q: 3 clusters Score -103574.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -103576.476562 Penalty: 704.400452 Iteration 14Q: 3 clusters Score -103576.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -103578.078125 Penalty: 704.400452 Iteration 15Q: 3 clusters Score -103578.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -103581.156250 Penalty: 704.400452 Iteration 16Q: 3 clusters Score -103581.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -103584.609375 Penalty: 704.400452 Iteration 17Q: 3 clusters Score -103584.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -103586.687500 Penalty: 704.400452 Iteration 18Q: 3 clusters Score -103586.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -103588.625000 Penalty: 704.400452 Iteration 19Q: 3 clusters Score -103588.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -103589.914062 Penalty: 704.400452 Iteration 20F: 3 clusters Score -103589.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -103591.093750 Penalty: 704.400452 Iteration 21Q: 3 clusters Score -103591.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -103593.203125 Penalty: 704.400452 Iteration 22Q: 3 clusters Score -103593.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -103594.421875 Penalty: 704.400452 Iteration 23Q: 3 clusters Score -103594.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -103595.296875 Penalty: 704.400452 Iteration 24Q: 3 clusters Score -103595.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -103595.828125 Penalty: 704.400452 Iteration 25Q: 3 clusters Score -103595.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -103595.882812 Penalty: 704.400452 Iteration 26Q: 3 clusters Score -103595.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -103596.960938 Penalty: 704.400452 Iteration 27Q: 3 clusters Score -103597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -103597.164062 Penalty: 704.400452 Iteration 28Q: 3 clusters Score -103597.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -103597.304688 Penalty: 704.400452 Iteration 29Q: 3 clusters Score -103597.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -103598.234375 Penalty: 704.400452 Iteration 30Q: 3 clusters Score -103598.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -103598.890625 Penalty: 704.400452 Iteration 31Q: 3 clusters Score -103598.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -103600.203125 Penalty: 704.400452 Iteration 32Q: 3 clusters Score -103600.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -103600.601562 Penalty: 704.400452 Iteration 33Q: 3 clusters Score -103600.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -103600.601562 Penalty: 704.400452 Iteration 34F: 3 clusters Score -103600.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Entering Unmasked Estep Score: -33368.761719 Penalty: 306.639801 Iteration 0F: 2 clusters Score -33368.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -32701.796875 Penalty: 613.279602 Iteration 0F: 3 clusters Score -32701.8 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -33167.636719 Penalty: 613.279602 Iteration 1F: 3 clusters Score -33167.64 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -33409.636719 Penalty: 613.279602 Iteration 2F: 3 clusters Score -33409.64 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -33662.953125 Penalty: 613.279602 Iteration 3F: 3 clusters Score -33662.95 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -33825.773438 Penalty: 613.279602 Iteration 4F: 3 clusters Score -33825.77 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -33893.335938 Penalty: 613.279602 Iteration 5Q: 3 clusters Score -33893.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -33929.851562 Penalty: 613.279602 Iteration 6Q: 3 clusters Score -33929.85 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -33982.929688 Penalty: 613.279602 Iteration 7Q: 3 clusters Score -33982.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -34016.000000 Penalty: 613.279602 Iteration 8Q: 3 clusters Score -34016 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -34033.863281 Penalty: 613.279602 Iteration 9Q: 3 clusters Score -34033.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -34041.480469 Penalty: 613.279602 Iteration 10Q: 3 clusters Score -34041.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -34045.855469 Penalty: 613.279602 Iteration 11Q: 3 clusters Score -34045.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -34047.214844 Penalty: 613.279602 Iteration 12Q: 3 clusters Score -34047.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -34047.792969 Penalty: 613.279602 Iteration 13Q: 3 clusters Score -34047.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -34048.191406 Penalty: 613.279602 Iteration 14Q: 3 clusters Score -34048.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -34048.191406 Penalty: 613.279602 Iteration 15F: 3 clusters Score -34048.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201371 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1742 members Mstep: Class 7 contains 2454 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 156312 members Mstep: Class 13 contains 6466 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55267 members Mstep: Class 16 contains 22616 members Mstep: Class 17 contains 20104 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 162 members Mstep: Class 20 contains 4306 members Mstep: Class 21 contains 13617 members Mstep: Class 22 contains 2300 members Mstep: Class 23 contains 224 members Mstep: Class 24 contains 456 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 557 members Mstep: Class 27 contains 621 members Entering Unmasked Estep Score: -24276138.000000 Penalty: 16134.754883 Splitting cluster 23 changes total score from -24274880.000000 to -24276138.000000 So it's getting split into cluster 27. Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 463 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201371 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1742 members Mstep: Class 7 contains 2454 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 156312 members Mstep: Class 13 contains 6466 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55267 members Mstep: Class 16 contains 22616 members Mstep: Class 17 contains 20104 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 162 members Mstep: Class 20 contains 4306 members Mstep: Class 21 contains 13617 members Mstep: Class 22 contains 2300 members Mstep: Class 23 contains 224 members Entering Unmasked Estep ConsiderDeletion Score: -24276246.000000 Penalty: 16134.754883 Iteration 79Q: 28 clusters Score -2.427625e+07 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 464 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201395 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1743 members Mstep: Class 7 contains 2460 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 156696 members Mstep: Class 13 contains 6377 members Mstep: Class 14 contains 476 members Mstep: Class 15 contains 55171 members Mstep: Class 16 contains 22607 members Mstep: Class 17 contains 20112 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 165 members Mstep: Class 20 contains 4265 members Mstep: Class 21 contains 13720 members Mstep: Class 22 contains 2321 members Mstep: Class 23 contains 225 members Mstep: Class 24 contains 454 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 557 members Mstep: Class 27 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24276460.000000 Penalty: 16134.754883 Iteration 80F: 28 clusters Score -2.427646e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 462 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201410 members Mstep: Class 5 contains 4297 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2463 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 156984 members Mstep: Class 13 contains 6307 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 55072 members Mstep: Class 16 contains 22606 members Mstep: Class 17 contains 20127 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4228 members Mstep: Class 21 contains 13832 members Mstep: Class 22 contains 2336 members Mstep: Class 23 contains 229 members Mstep: Class 24 contains 455 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 616 members Entering Unmasked Estep ConsiderDeletion Score: -24276690.000000 Penalty: 16134.754883 Iteration 81Q: 28 clusters Score -2.427669e+07 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 458 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 201439 members Mstep: Class 5 contains 4295 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2467 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 157241 members Mstep: Class 13 contains 6240 members Mstep: Class 14 contains 475 members Mstep: Class 15 contains 54982 members Mstep: Class 16 contains 22606 members Mstep: Class 17 contains 20130 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4183 members Mstep: Class 21 contains 13960 members Mstep: Class 22 contains 2347 members Mstep: Class 23 contains 230 members Mstep: Class 24 contains 456 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 615 members Entering Unmasked Estep ConsiderDeletion Score: -24276882.000000 Penalty: 16134.754883 Iteration 82Q: 28 clusters Score -2.427688e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 454 members Mstep: Class 3 contains 3930 members Mstep: Class 4 contains 201470 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 1745 members Mstep: Class 7 contains 2474 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 157420 members Mstep: Class 13 contains 6186 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 54899 members Mstep: Class 16 contains 22602 members Mstep: Class 17 contains 20152 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4155 members Mstep: Class 21 contains 14092 members Mstep: Class 22 contains 2360 members Mstep: Class 23 contains 231 members Mstep: Class 24 contains 456 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 614 members Entering Unmasked Estep ConsiderDeletion Score: -24277084.000000 Penalty: 16134.754883 Iteration 83Q: 28 clusters Score -2.427708e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 451 members Mstep: Class 3 contains 3932 members Mstep: Class 4 contains 201503 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2479 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 472 members Mstep: Class 11 contains 694 members Mstep: Class 12 contains 157574 members Mstep: Class 13 contains 6141 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 54826 members Mstep: Class 16 contains 22594 members Mstep: Class 17 contains 20187 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4128 members Mstep: Class 21 contains 14213 members Mstep: Class 22 contains 2371 members Mstep: Class 23 contains 233 members Mstep: Class 24 contains 456 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -24277204.000000 Penalty: 16134.754883 Iteration 84Q: 28 clusters Score -2.42772e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 447 members Mstep: Class 3 contains 3933 members Mstep: Class 4 contains 201539 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2481 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 695 members Mstep: Class 12 contains 157670 members Mstep: Class 13 contains 6106 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 54760 members Mstep: Class 16 contains 22587 members Mstep: Class 17 contains 20224 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4098 members Mstep: Class 21 contains 14344 members Mstep: Class 22 contains 2380 members Mstep: Class 23 contains 234 members Mstep: Class 24 contains 456 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 611 members Entering Unmasked Estep ConsiderDeletion Score: -24277248.000000 Penalty: 16134.754883 Iteration 85Q: 28 clusters Score -2.427725e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 443 members Mstep: Class 3 contains 3934 members Mstep: Class 4 contains 201577 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2478 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 469 members Mstep: Class 11 contains 697 members Mstep: Class 12 contains 157708 members Mstep: Class 13 contains 6075 members Mstep: Class 14 contains 474 members Mstep: Class 15 contains 54696 members Mstep: Class 16 contains 22581 members Mstep: Class 17 contains 20250 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4080 members Mstep: Class 21 contains 14487 members Mstep: Class 22 contains 2390 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 457 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277360.000000 Penalty: 16134.754883 Iteration 86Q: 28 clusters Score -2.427736e+07 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 440 members Mstep: Class 3 contains 3935 members Mstep: Class 4 contains 201613 members Mstep: Class 5 contains 4295 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2473 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 699 members Mstep: Class 12 contains 157713 members Mstep: Class 13 contains 6060 members Mstep: Class 14 contains 473 members Mstep: Class 15 contains 54639 members Mstep: Class 16 contains 22574 members Mstep: Class 17 contains 20268 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4066 members Mstep: Class 21 contains 14647 members Mstep: Class 22 contains 2402 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 458 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277488.000000 Penalty: 16134.754883 Iteration 87Q: 28 clusters Score -2.427749e+07 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 3936 members Mstep: Class 4 contains 201663 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2463 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 701 members Mstep: Class 12 contains 157706 members Mstep: Class 13 contains 6040 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54589 members Mstep: Class 16 contains 22571 members Mstep: Class 17 contains 20288 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4047 members Mstep: Class 21 contains 14810 members Mstep: Class 22 contains 2411 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277560.000000 Penalty: 16134.754883 Iteration 88Q: 28 clusters Score -2.427756e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 425 members Mstep: Class 3 contains 3939 members Mstep: Class 4 contains 201703 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2459 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 703 members Mstep: Class 12 contains 157672 members Mstep: Class 13 contains 6024 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54540 members Mstep: Class 16 contains 22565 members Mstep: Class 17 contains 20310 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4033 members Mstep: Class 21 contains 14970 members Mstep: Class 22 contains 2420 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277646.000000 Penalty: 16134.754883 Iteration 89Q: 28 clusters Score -2.427765e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 420 members Mstep: Class 3 contains 3939 members Mstep: Class 4 contains 201766 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2457 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 469 members Mstep: Class 11 contains 704 members Mstep: Class 12 contains 157620 members Mstep: Class 13 contains 6008 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54480 members Mstep: Class 16 contains 22563 members Mstep: Class 17 contains 20331 members Mstep: Class 18 contains 100 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4018 members Mstep: Class 21 contains 15125 members Mstep: Class 22 contains 2428 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277784.000000 Penalty: 16134.754883 Iteration 90Q: 28 clusters Score -2.427778e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 419 members Mstep: Class 3 contains 3939 members Mstep: Class 4 contains 201812 members Mstep: Class 5 contains 4287 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2451 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 705 members Mstep: Class 12 contains 157574 members Mstep: Class 13 contains 5996 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54427 members Mstep: Class 16 contains 22562 members Mstep: Class 17 contains 20357 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 4005 members Mstep: Class 21 contains 15264 members Mstep: Class 22 contains 2434 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 459 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277840.000000 Penalty: 16134.754883 Iteration 91Q: 28 clusters Score -2.427784e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 415 members Mstep: Class 3 contains 3940 members Mstep: Class 4 contains 201859 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2442 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 706 members Mstep: Class 12 contains 157534 members Mstep: Class 13 contains 5975 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54375 members Mstep: Class 16 contains 22556 members Mstep: Class 17 contains 20403 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3996 members Mstep: Class 21 contains 15393 members Mstep: Class 22 contains 2442 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277890.000000 Penalty: 16134.754883 Iteration 92Q: 28 clusters Score -2.427789e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 413 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 201909 members Mstep: Class 5 contains 4289 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2439 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 469 members Mstep: Class 11 contains 707 members Mstep: Class 12 contains 157511 members Mstep: Class 13 contains 5961 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54324 members Mstep: Class 16 contains 22547 members Mstep: Class 17 contains 20444 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3990 members Mstep: Class 21 contains 15491 members Mstep: Class 22 contains 2452 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277828.000000 Penalty: 16134.754883 Iteration 93Q: 28 clusters Score -2.427783e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 201966 members Mstep: Class 5 contains 4289 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2441 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 471 members Mstep: Class 11 contains 708 members Mstep: Class 12 contains 157444 members Mstep: Class 13 contains 5952 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54268 members Mstep: Class 16 contains 22541 members Mstep: Class 17 contains 20477 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3981 members Mstep: Class 21 contains 15614 members Mstep: Class 22 contains 2463 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24277978.000000 Penalty: 16134.754883 Iteration 94Q: 28 clusters Score -2.427798e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202024 members Mstep: Class 5 contains 4290 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2439 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 473 members Mstep: Class 11 contains 708 members Mstep: Class 12 contains 157375 members Mstep: Class 13 contains 5944 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 54204 members Mstep: Class 16 contains 22539 members Mstep: Class 17 contains 20533 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3972 members Mstep: Class 21 contains 15712 members Mstep: Class 22 contains 2470 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278060.000000 Penalty: 16134.754883 Iteration 95Q: 28 clusters Score -2.427806e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202087 members Mstep: Class 5 contains 4292 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2439 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 473 members Mstep: Class 11 contains 709 members Mstep: Class 12 contains 157276 members Mstep: Class 13 contains 5936 members Mstep: Class 14 contains 471 members Mstep: Class 15 contains 54141 members Mstep: Class 16 contains 22535 members Mstep: Class 17 contains 20590 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3964 members Mstep: Class 21 contains 15838 members Mstep: Class 22 contains 2475 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278126.000000 Penalty: 16134.754883 Iteration 96Q: 28 clusters Score -2.427813e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202149 members Mstep: Class 5 contains 4294 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2436 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 473 members Mstep: Class 11 contains 710 members Mstep: Class 12 contains 157177 members Mstep: Class 13 contains 5927 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 54074 members Mstep: Class 16 contains 22531 members Mstep: Class 17 contains 20672 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3957 members Mstep: Class 21 contains 15937 members Mstep: Class 22 contains 2484 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278196.000000 Penalty: 16134.754883 Iteration 97Q: 28 clusters Score -2.42782e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202235 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2432 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 475 members Mstep: Class 11 contains 711 members Mstep: Class 12 contains 157085 members Mstep: Class 13 contains 5921 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 53993 members Mstep: Class 16 contains 22526 members Mstep: Class 17 contains 20721 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3958 members Mstep: Class 21 contains 16041 members Mstep: Class 22 contains 2492 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278274.000000 Penalty: 16134.754883 Iteration 98Q: 28 clusters Score -2.427827e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202308 members Mstep: Class 5 contains 4298 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2427 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 476 members Mstep: Class 11 contains 712 members Mstep: Class 12 contains 157001 members Mstep: Class 13 contains 5913 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 53918 members Mstep: Class 16 contains 22520 members Mstep: Class 17 contains 20803 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3953 members Mstep: Class 21 contains 16124 members Mstep: Class 22 contains 2499 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278354.000000 Penalty: 16134.754883 Iteration 99Q: 28 clusters Score -2.427835e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202377 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1744 members Mstep: Class 7 contains 2427 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 477 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 156868 members Mstep: Class 13 contains 5902 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 53859 members Mstep: Class 16 contains 22508 members Mstep: Class 17 contains 20873 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3948 members Mstep: Class 21 contains 16248 members Mstep: Class 22 contains 2510 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278408.000000 Penalty: 16134.754883 Iteration 100F: 28 clusters Score -2.427841e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202427 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1745 members Mstep: Class 7 contains 2425 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 479 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 156728 members Mstep: Class 13 contains 5888 members Mstep: Class 14 contains 470 members Mstep: Class 15 contains 53815 members Mstep: Class 16 contains 22503 members Mstep: Class 17 contains 20948 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3947 members Mstep: Class 21 contains 16370 members Mstep: Class 22 contains 2517 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278440.000000 Penalty: 16134.754883 Iteration 101Q: 28 clusters Score -2.427844e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202468 members Mstep: Class 5 contains 4305 members Mstep: Class 6 contains 1748 members Mstep: Class 7 contains 2422 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 480 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 156590 members Mstep: Class 13 contains 5871 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 53769 members Mstep: Class 16 contains 22492 members Mstep: Class 17 contains 21008 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3953 members Mstep: Class 21 contains 16508 members Mstep: Class 22 contains 2527 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278512.000000 Penalty: 16134.754883 Iteration 102Q: 28 clusters Score -2.427851e+07 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202519 members Mstep: Class 5 contains 4308 members Mstep: Class 6 contains 1750 members Mstep: Class 7 contains 2421 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 480 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 156459 members Mstep: Class 13 contains 5850 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 53719 members Mstep: Class 16 contains 22483 members Mstep: Class 17 contains 21078 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3953 members Mstep: Class 21 contains 16627 members Mstep: Class 22 contains 2536 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278596.000000 Penalty: 16134.754883 Iteration 103Q: 28 clusters Score -2.42786e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202570 members Mstep: Class 5 contains 4308 members Mstep: Class 6 contains 1751 members Mstep: Class 7 contains 2415 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 481 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 156343 members Mstep: Class 13 contains 5825 members Mstep: Class 14 contains 468 members Mstep: Class 15 contains 53669 members Mstep: Class 16 contains 22476 members Mstep: Class 17 contains 21163 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3948 members Mstep: Class 21 contains 16724 members Mstep: Class 22 contains 2545 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278684.000000 Penalty: 16134.754883 Iteration 104Q: 28 clusters Score -2.427868e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202614 members Mstep: Class 5 contains 4312 members Mstep: Class 6 contains 1751 members Mstep: Class 7 contains 2406 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 481 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 156215 members Mstep: Class 13 contains 5798 members Mstep: Class 14 contains 467 members Mstep: Class 15 contains 53637 members Mstep: Class 16 contains 22470 members Mstep: Class 17 contains 21247 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3943 members Mstep: Class 21 contains 16840 members Mstep: Class 22 contains 2548 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278772.000000 Penalty: 16134.754883 Iteration 105Q: 28 clusters Score -2.427877e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202663 members Mstep: Class 5 contains 4315 members Mstep: Class 6 contains 1751 members Mstep: Class 7 contains 2407 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 482 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 156100 members Mstep: Class 13 contains 5778 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 53597 members Mstep: Class 16 contains 22465 members Mstep: Class 17 contains 21328 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3931 members Mstep: Class 21 contains 16940 members Mstep: Class 22 contains 2551 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278816.000000 Penalty: 16134.754883 Iteration 106Q: 28 clusters Score -2.427882e+07 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202723 members Mstep: Class 5 contains 4318 members Mstep: Class 6 contains 1751 members Mstep: Class 7 contains 2406 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 483 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 155939 members Mstep: Class 13 contains 5763 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 53559 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 21416 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3922 members Mstep: Class 21 contains 17051 members Mstep: Class 22 contains 2556 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278882.000000 Penalty: 16134.754883 Iteration 107Q: 28 clusters Score -2.427888e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202794 members Mstep: Class 5 contains 4320 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2403 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 483 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 155742 members Mstep: Class 13 contains 5750 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 53515 members Mstep: Class 16 contains 22456 members Mstep: Class 17 contains 21536 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3920 members Mstep: Class 21 contains 17150 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24278964.000000 Penalty: 16134.754883 Iteration 108Q: 28 clusters Score -2.427896e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202867 members Mstep: Class 5 contains 4321 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2407 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 484 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 155561 members Mstep: Class 13 contains 5727 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 53463 members Mstep: Class 16 contains 22462 members Mstep: Class 17 contains 21637 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3919 members Mstep: Class 21 contains 17255 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279140.000000 Penalty: 16134.754883 Iteration 109Q: 28 clusters Score -2.427914e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202945 members Mstep: Class 5 contains 4322 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2410 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 485 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 155383 members Mstep: Class 13 contains 5707 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 53404 members Mstep: Class 16 contains 22462 members Mstep: Class 17 contains 21750 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3923 members Mstep: Class 21 contains 17345 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279224.000000 Penalty: 16134.754883 Iteration 110Q: 28 clusters Score -2.427922e+07 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203029 members Mstep: Class 5 contains 4320 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2409 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 489 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 155170 members Mstep: Class 13 contains 5680 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 53347 members Mstep: Class 16 contains 22461 members Mstep: Class 17 contains 21884 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3923 members Mstep: Class 21 contains 17451 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279362.000000 Penalty: 16134.754883 Iteration 111Q: 28 clusters Score -2.427936e+07 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203111 members Mstep: Class 5 contains 4321 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2404 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 495 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 154959 members Mstep: Class 13 contains 5660 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 53280 members Mstep: Class 16 contains 22457 members Mstep: Class 17 contains 22042 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3924 members Mstep: Class 21 contains 17543 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279552.000000 Penalty: 16134.754883 Iteration 112Q: 28 clusters Score -2.427955e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203195 members Mstep: Class 5 contains 4323 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2408 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 500 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 154707 members Mstep: Class 13 contains 5635 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 53216 members Mstep: Class 16 contains 22453 members Mstep: Class 17 contains 22204 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3929 members Mstep: Class 21 contains 17662 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279652.000000 Penalty: 16134.754883 Iteration 113Q: 28 clusters Score -2.427965e+07 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203271 members Mstep: Class 5 contains 4326 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2414 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 500 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 154491 members Mstep: Class 13 contains 5612 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 53152 members Mstep: Class 16 contains 22453 members Mstep: Class 17 contains 22403 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3928 members Mstep: Class 21 contains 17718 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279850.000000 Penalty: 16134.754883 Iteration 114Q: 28 clusters Score -2.427985e+07 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203364 members Mstep: Class 5 contains 4329 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2418 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 502 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 154286 members Mstep: Class 13 contains 5578 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 53087 members Mstep: Class 16 contains 22453 members Mstep: Class 17 contains 22603 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3933 members Mstep: Class 21 contains 17740 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279910.000000 Penalty: 16134.754883 Iteration 115Q: 28 clusters Score -2.427991e+07 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203461 members Mstep: Class 5 contains 4329 members Mstep: Class 6 contains 1753 members Mstep: Class 7 contains 2423 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 502 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 154087 members Mstep: Class 13 contains 5551 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 53023 members Mstep: Class 16 contains 22454 members Mstep: Class 17 contains 22811 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3935 members Mstep: Class 21 contains 17742 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24279944.000000 Penalty: 16134.754883 Iteration 116Q: 28 clusters Score -2.427994e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203517 members Mstep: Class 5 contains 4332 members Mstep: Class 6 contains 1753 members Mstep: Class 7 contains 2428 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 506 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153911 members Mstep: Class 13 contains 5511 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52988 members Mstep: Class 16 contains 22457 members Mstep: Class 17 contains 23035 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3924 members Mstep: Class 21 contains 17734 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24280042.000000 Penalty: 16134.754883 Iteration 117Q: 28 clusters Score -2.428004e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203572 members Mstep: Class 5 contains 4334 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2430 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 509 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153764 members Mstep: Class 13 contains 5465 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52954 members Mstep: Class 16 contains 22460 members Mstep: Class 17 contains 23276 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3916 members Mstep: Class 21 contains 17683 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24280246.000000 Penalty: 16134.754883 Iteration 118Q: 28 clusters Score -2.428025e+07 nChanged 833 Entering ConstructFrom: Score: -24280246.000000 Penalty: 16134.754883 Entering ConstructFrom: Trying to split cluster 1 (2122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Entering Unmasked Estep Score: -109005.132812 Penalty: 348.535187 Iteration 0F: 2 clusters Score -109005.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -107519.203125 Penalty: 697.070374 Iteration 0F: 3 clusters Score -107519.2 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -107954.945312 Penalty: 697.070374 Iteration 1F: 3 clusters Score -107954.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -108026.109375 Penalty: 697.070374 Iteration 2F: 3 clusters Score -108026.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -108099.914062 Penalty: 697.070374 Iteration 3F: 3 clusters Score -108099.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -108174.265625 Penalty: 697.070374 Iteration 4F: 3 clusters Score -108174.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -108243.312500 Penalty: 697.070374 Iteration 5Q: 3 clusters Score -108243.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -108314.289062 Penalty: 697.070374 Iteration 6Q: 3 clusters Score -108314.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -108370.656250 Penalty: 697.070374 Iteration 7Q: 3 clusters Score -108370.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -108416.398438 Penalty: 697.070374 Iteration 8Q: 3 clusters Score -108416.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -108441.359375 Penalty: 697.070374 Iteration 9Q: 3 clusters Score -108441.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -108449.031250 Penalty: 697.070374 Iteration 10Q: 3 clusters Score -108449 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -108454.734375 Penalty: 697.070374 Iteration 11Q: 3 clusters Score -108454.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -108457.343750 Penalty: 697.070374 Iteration 12Q: 3 clusters Score -108457.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -108459.093750 Penalty: 697.070374 Iteration 13Q: 3 clusters Score -108459.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -108461.742188 Penalty: 697.070374 Iteration 14Q: 3 clusters Score -108461.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -108464.179688 Penalty: 697.070374 Iteration 15Q: 3 clusters Score -108464.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -108465.218750 Penalty: 697.070374 Iteration 16Q: 3 clusters Score -108465.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -108467.351562 Penalty: 697.070374 Iteration 17Q: 3 clusters Score -108467.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -108469.039062 Penalty: 697.070374 Iteration 18Q: 3 clusters Score -108469 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -108469.687500 Penalty: 697.070374 Iteration 19Q: 3 clusters Score -108469.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -108469.867188 Penalty: 697.070374 Iteration 20F: 3 clusters Score -108469.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -108469.851562 Penalty: 697.070374 Iteration 21Q: 3 clusters Score -108469.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -108469.953125 Penalty: 697.070374 Iteration 22Q: 3 clusters Score -108470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -108470.304688 Penalty: 697.070374 Iteration 23Q: 3 clusters Score -108470.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -108470.468750 Penalty: 697.070374 Iteration 24Q: 3 clusters Score -108470.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -108470.468750 Penalty: 697.070374 Iteration 25F: 3 clusters Score -108470.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Entering Unmasked Estep Score: -18652.267578 Penalty: 273.624054 Iteration 0F: 2 clusters Score -18652.27 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 212 members Entering Unmasked Estep Score: -18227.742188 Penalty: 547.248108 Iteration 0F: 3 clusters Score -18227.74 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -18374.761719 Penalty: 547.248108 Iteration 1F: 3 clusters Score -18374.76 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -18435.615234 Penalty: 547.248108 Iteration 2F: 3 clusters Score -18435.62 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -18486.681641 Penalty: 547.248108 Iteration 3F: 3 clusters Score -18486.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -18511.574219 Penalty: 547.248108 Iteration 4Q: 3 clusters Score -18511.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -18534.437500 Penalty: 547.248108 Iteration 5Q: 3 clusters Score -18534.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -18542.343750 Penalty: 547.248108 Iteration 6Q: 3 clusters Score -18542.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -18548.673828 Penalty: 547.248108 Iteration 7Q: 3 clusters Score -18548.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -18553.462891 Penalty: 547.248108 Iteration 8Q: 3 clusters Score -18553.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -18554.003906 Penalty: 547.248108 Iteration 9Q: 3 clusters Score -18554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -18554.003906 Penalty: 547.248108 Iteration 10F: 3 clusters Score -18554 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Entering Unmasked Estep Score: -197128.015625 Penalty: 376.737762 Iteration 0F: 2 clusters Score -197128 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -194407.609375 Penalty: 753.475525 Iteration 0F: 3 clusters Score -194407.6 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -195349.000000 Penalty: 753.475525 Iteration 1F: 3 clusters Score -195349 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -195435.843750 Penalty: 753.475525 Iteration 2F: 3 clusters Score -195435.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -195530.781250 Penalty: 753.475525 Iteration 3F: 3 clusters Score -195530.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -195637.453125 Penalty: 753.475525 Iteration 4F: 3 clusters Score -195637.5 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -195767.921875 Penalty: 753.475525 Iteration 5F: 3 clusters Score -195767.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -195916.234375 Penalty: 753.475525 Iteration 6F: 3 clusters Score -195916.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -196078.546875 Penalty: 753.475525 Iteration 7F: 3 clusters Score -196078.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -196242.109375 Penalty: 753.475525 Iteration 8F: 3 clusters Score -196242.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -196428.265625 Penalty: 753.475525 Iteration 9F: 3 clusters Score -196428.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -196612.156250 Penalty: 753.475525 Iteration 10F: 3 clusters Score -196612.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -196738.953125 Penalty: 753.475525 Iteration 11Q: 3 clusters Score -196739 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -196824.953125 Penalty: 753.475525 Iteration 12Q: 3 clusters Score -196825 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -196869.218750 Penalty: 753.475525 Iteration 13Q: 3 clusters Score -196869.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -196890.609375 Penalty: 753.475525 Iteration 14Q: 3 clusters Score -196890.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -196909.859375 Penalty: 753.475525 Iteration 15Q: 3 clusters Score -196909.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -196919.312500 Penalty: 753.475525 Iteration 16Q: 3 clusters Score -196919.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -196926.015625 Penalty: 753.475525 Iteration 17Q: 3 clusters Score -196926 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -196930.140625 Penalty: 753.475525 Iteration 18Q: 3 clusters Score -196930.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -196936.093750 Penalty: 753.475525 Iteration 19Q: 3 clusters Score -196936.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -196937.687500 Penalty: 753.475525 Iteration 20F: 3 clusters Score -196937.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -196938.406250 Penalty: 753.475525 Iteration 21Q: 3 clusters Score -196938.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -196940.250000 Penalty: 753.475525 Iteration 22Q: 3 clusters Score -196940.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -196943.125000 Penalty: 753.475525 Iteration 23Q: 3 clusters Score -196943.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -196945.250000 Penalty: 753.475525 Iteration 24Q: 3 clusters Score -196945.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -196945.921875 Penalty: 753.475525 Iteration 25Q: 3 clusters Score -196945.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -196945.921875 Penalty: 753.475525 Iteration 26F: 3 clusters Score -196945.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (203613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203613 members Entering Unmasked Estep Score: -10008868.000000 Penalty: 556.190918 Iteration 0F: 2 clusters Score -1.000887e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101817 members Mstep: Class 2 contains 101796 members Entering Unmasked Estep Score: -9872340.000000 Penalty: 1112.381836 Iteration 0F: 3 clusters Score -9872340 nChanged 100114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99743 members Mstep: Class 2 contains 103870 members Entering Unmasked Estep Score: -9938294.000000 Penalty: 1112.381836 Iteration 1F: 3 clusters Score -9938294 nChanged 10634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98957 members Mstep: Class 2 contains 104656 members Entering Unmasked Estep Score: -9945076.000000 Penalty: 1112.381836 Iteration 2F: 3 clusters Score -9945076 nChanged 13040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98167 members Mstep: Class 2 contains 105446 members Entering Unmasked Estep Score: -9955638.000000 Penalty: 1112.381836 Iteration 3F: 3 clusters Score -9955638 nChanged 14150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97585 members Mstep: Class 2 contains 106028 members Entering Unmasked Estep Score: -9966722.000000 Penalty: 1112.381836 Iteration 4F: 3 clusters Score -9966722 nChanged 11552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96919 members Mstep: Class 2 contains 106694 members Entering Unmasked Estep Score: -9972135.000000 Penalty: 1112.381836 Iteration 5F: 3 clusters Score -9972135 nChanged 6438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96453 members Mstep: Class 2 contains 107160 members Entering Unmasked Estep Score: -9973516.000000 Penalty: 1112.381836 Iteration 6Q: 3 clusters Score -9973516 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95985 members Mstep: Class 2 contains 107628 members Entering Unmasked Estep Score: -9973830.000000 Penalty: 1112.381836 Iteration 7Q: 3 clusters Score -9973830 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95518 members Mstep: Class 2 contains 108095 members Entering Unmasked Estep Score: -9973930.000000 Penalty: 1112.381836 Iteration 8Q: 3 clusters Score -9973930 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95027 members Mstep: Class 2 contains 108586 members Entering Unmasked Estep Score: -9973940.000000 Penalty: 1112.381836 Iteration 9Q: 3 clusters Score -9973940 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94499 members Mstep: Class 2 contains 109114 members Entering Unmasked Estep Score: -9974081.000000 Penalty: 1112.381836 Iteration 10Q: 3 clusters Score -9974081 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93952 members Mstep: Class 2 contains 109661 members Entering Unmasked Estep Score: -9974156.000000 Penalty: 1112.381836 Iteration 11Q: 3 clusters Score -9974156 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93395 members Mstep: Class 2 contains 110218 members Entering Unmasked Estep Score: -9974232.000000 Penalty: 1112.381836 Iteration 12Q: 3 clusters Score -9974232 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92773 members Mstep: Class 2 contains 110840 members Entering Unmasked Estep Score: -9974319.000000 Penalty: 1112.381836 Iteration 13Q: 3 clusters Score -9974319 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92106 members Mstep: Class 2 contains 111507 members Entering Unmasked Estep Score: -9974422.000000 Penalty: 1112.381836 Iteration 14Q: 3 clusters Score -9974422 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91373 members Mstep: Class 2 contains 112240 members Entering Unmasked Estep Score: -9974449.000000 Penalty: 1112.381836 Iteration 15Q: 3 clusters Score -9974449 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90610 members Mstep: Class 2 contains 113003 members Entering Unmasked Estep Score: -9974494.000000 Penalty: 1112.381836 Iteration 16Q: 3 clusters Score -9974494 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89820 members Mstep: Class 2 contains 113793 members Entering Unmasked Estep Score: -9974525.000000 Penalty: 1112.381836 Iteration 17Q: 3 clusters Score -9974525 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88972 members Mstep: Class 2 contains 114641 members Entering Unmasked Estep Score: -9974561.000000 Penalty: 1112.381836 Iteration 18Q: 3 clusters Score -9974561 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88035 members Mstep: Class 2 contains 115578 members Entering Unmasked Estep Score: -9974659.000000 Penalty: 1112.381836 Iteration 19Q: 3 clusters Score -9974659 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86971 members Mstep: Class 2 contains 116642 members Entering Unmasked Estep Score: -9974774.000000 Penalty: 1112.381836 Iteration 20F: 3 clusters Score -9974774 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85839 members Mstep: Class 2 contains 117774 members Entering Unmasked Estep Score: -9974934.000000 Penalty: 1112.381836 Iteration 21Q: 3 clusters Score -9974934 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84648 members Mstep: Class 2 contains 118965 members Entering Unmasked Estep Score: -9975065.000000 Penalty: 1112.381836 Iteration 22Q: 3 clusters Score -9975065 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83364 members Mstep: Class 2 contains 120249 members Entering Unmasked Estep Score: -9975212.000000 Penalty: 1112.381836 Iteration 23Q: 3 clusters Score -9975212 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82041 members Mstep: Class 2 contains 121572 members Entering Unmasked Estep Score: -9975299.000000 Penalty: 1112.381836 Iteration 24Q: 3 clusters Score -9975299 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80586 members Mstep: Class 2 contains 123027 members Entering Unmasked Estep Score: -9975457.000000 Penalty: 1112.381836 Iteration 25Q: 3 clusters Score -9975457 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79044 members Mstep: Class 2 contains 124569 members Entering Unmasked Estep Score: -9975653.000000 Penalty: 1112.381836 Iteration 26Q: 3 clusters Score -9975653 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77375 members Mstep: Class 2 contains 126238 members Entering Unmasked Estep Score: -9975822.000000 Penalty: 1112.381836 Iteration 27Q: 3 clusters Score -9975822 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75570 members Mstep: Class 2 contains 128043 members Entering Unmasked Estep Score: -9976124.000000 Penalty: 1112.381836 Iteration 28Q: 3 clusters Score -9976124 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73605 members Mstep: Class 2 contains 130008 members Entering Unmasked Estep Score: -9976476.000000 Penalty: 1112.381836 Iteration 29Q: 3 clusters Score -9976476 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71472 members Mstep: Class 2 contains 132141 members Entering Unmasked Estep Score: -9976767.000000 Penalty: 1112.381836 Iteration 30Q: 3 clusters Score -9976767 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69077 members Mstep: Class 2 contains 134536 members Entering Unmasked Estep Score: -9977142.000000 Penalty: 1112.381836 Iteration 31Q: 3 clusters Score -9977142 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66485 members Mstep: Class 2 contains 137128 members Entering Unmasked Estep Score: -9977651.000000 Penalty: 1112.381836 Iteration 32Q: 3 clusters Score -9977651 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63776 members Mstep: Class 2 contains 139837 members Entering Unmasked Estep Score: -9978220.000000 Penalty: 1112.381836 Iteration 33Q: 3 clusters Score -9978220 nChanged 2885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60891 members Mstep: Class 2 contains 142722 members Entering Unmasked Estep Score: -9978869.000000 Penalty: 1112.381836 Iteration 34Q: 3 clusters Score -9978869 nChanged 3076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57815 members Mstep: Class 2 contains 145798 members Entering Unmasked Estep Score: -9979589.000000 Penalty: 1112.381836 Iteration 35Q: 3 clusters Score -9979589 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54423 members Mstep: Class 2 contains 149190 members Entering Unmasked Estep Score: -9980402.000000 Penalty: 1112.381836 Iteration 36Q: 3 clusters Score -9980402 nChanged 3642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50781 members Mstep: Class 2 contains 152832 members Entering Unmasked Estep Score: -9981418.000000 Penalty: 1112.381836 Iteration 37Q: 3 clusters Score -9981418 nChanged 3943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46838 members Mstep: Class 2 contains 156775 members Entering Unmasked Estep Score: -9982696.000000 Penalty: 1112.381836 Iteration 38Q: 3 clusters Score -9982696 nChanged 4103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42735 members Mstep: Class 2 contains 160878 members Entering Unmasked Estep Score: -9984113.000000 Penalty: 1112.381836 Iteration 39Q: 3 clusters Score -9984113 nChanged 4392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38343 members Mstep: Class 2 contains 165270 members Entering Unmasked Estep Score: -9985952.000000 Penalty: 1112.381836 Iteration 40F: 3 clusters Score -9985952 nChanged 4680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33663 members Mstep: Class 2 contains 169950 members Entering Unmasked Estep Score: -9987918.000000 Penalty: 1112.381836 Iteration 41Q: 3 clusters Score -9987918 nChanged 4732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28931 members Mstep: Class 2 contains 174682 members Entering Unmasked Estep Score: -9990098.000000 Penalty: 1112.381836 Iteration 42Q: 3 clusters Score -9990098 nChanged 4768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24163 members Mstep: Class 2 contains 179450 members Entering Unmasked Estep Score: -9992446.000000 Penalty: 1112.381836 Iteration 43Q: 3 clusters Score -9992446 nChanged 4594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19569 members Mstep: Class 2 contains 184044 members Entering Unmasked Estep Score: -9995079.000000 Penalty: 1112.381836 Iteration 44Q: 3 clusters Score -9995079 nChanged 4391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15178 members Mstep: Class 2 contains 188435 members Entering Unmasked Estep Score: -9997815.000000 Penalty: 1112.381836 Iteration 45Q: 3 clusters Score -9997815 nChanged 4050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 192485 members Entering Unmasked Estep Score: -10000570.000000 Penalty: 1112.381836 Iteration 46Q: 3 clusters Score -1.000057e+07 nChanged 3544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 196029 members Entering Unmasked Estep Score: -10002894.000000 Penalty: 1112.381836 Iteration 47Q: 3 clusters Score -1.000289e+07 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 198966 members Entering Unmasked Estep Score: -10005033.000000 Penalty: 1112.381836 Iteration 48Q: 3 clusters Score -1.000503e+07 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 201114 members Entering Unmasked Estep Score: -10006592.000000 Penalty: 1112.381836 Iteration 49Q: 3 clusters Score -1.000659e+07 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 202470 members Entering Unmasked Estep Score: -10007544.000000 Penalty: 1112.381836 Iteration 50Q: 3 clusters Score -1.000754e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 203115 members Entering Unmasked Estep Score: -10008035.000000 Penalty: 1112.381836 Iteration 51Q: 3 clusters Score -1.000804e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 203377 members Entering Unmasked Estep Score: -10008218.000000 Penalty: 1112.381836 Iteration 52Q: 3 clusters Score -1.000822e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 203474 members Entering Unmasked Estep Score: -10008283.000000 Penalty: 1112.381836 Iteration 53Q: 3 clusters Score -1.000828e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 203518 members Entering Unmasked Estep Score: -10008310.000000 Penalty: 1112.381836 Iteration 54Q: 3 clusters Score -1.000831e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 203538 members Entering Unmasked Estep Score: -10008323.000000 Penalty: 1112.381836 Iteration 55Q: 3 clusters Score -1.000832e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 203547 members Entering Unmasked Estep Score: -10008337.000000 Penalty: 1112.381836 Iteration 56Q: 3 clusters Score -1.000834e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 203552 members Entering Unmasked Estep Score: -10008347.000000 Penalty: 1112.381836 Iteration 57Q: 3 clusters Score -1.000835e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 203552 members Entering Unmasked Estep Score: -10008351.000000 Penalty: 1112.381836 Iteration 58Q: 3 clusters Score -1.000835e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 203553 members Entering Unmasked Estep Score: -10008357.000000 Penalty: 1112.381836 Iteration 59Q: 3 clusters Score -1.000836e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 203553 members Entering Unmasked Estep Score: -10008354.000000 Penalty: 1112.381836 Iteration 60F: 3 clusters Score -1.000835e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 203554 members Entering Unmasked Estep Score: -10008358.000000 Penalty: 1112.381836 Iteration 61Q: 3 clusters Score -1.000836e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 203555 members Entering Unmasked Estep Score: -10008356.000000 Penalty: 1112.381836 Iteration 62Q: 3 clusters Score -1.000836e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 203556 members Entering Unmasked Estep Score: -10008361.000000 Penalty: 1112.381836 Iteration 63Q: 3 clusters Score -1.000836e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 203557 members Entering Unmasked Estep Score: -10008363.000000 Penalty: 1112.381836 Iteration 64Q: 3 clusters Score -1.000836e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 203557 members Entering Unmasked Estep Score: -10008363.000000 Penalty: 1112.381836 Iteration 65F: 3 clusters Score -1.000836e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Entering Unmasked Estep Score: -213951.015625 Penalty: 381.070190 Iteration 0F: 2 clusters Score -213951 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -210973.843750 Penalty: 762.140381 Iteration 0F: 3 clusters Score -210973.8 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -212039.375000 Penalty: 762.140381 Iteration 1F: 3 clusters Score -212039.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -212162.328125 Penalty: 762.140381 Iteration 2F: 3 clusters Score -212162.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -212271.468750 Penalty: 762.140381 Iteration 3F: 3 clusters Score -212271.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -212392.937500 Penalty: 762.140381 Iteration 4Q: 3 clusters Score -212392.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -212547.015625 Penalty: 762.140381 Iteration 5Q: 3 clusters Score -212547 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -212710.515625 Penalty: 762.140381 Iteration 6Q: 3 clusters Score -212710.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -212880.562500 Penalty: 762.140381 Iteration 7Q: 3 clusters Score -212880.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -213020.546875 Penalty: 762.140381 Iteration 8Q: 3 clusters Score -213020.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -213142.921875 Penalty: 762.140381 Iteration 9Q: 3 clusters Score -213142.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -213254.968750 Penalty: 762.140381 Iteration 10Q: 3 clusters Score -213255 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -213335.312500 Penalty: 762.140381 Iteration 11Q: 3 clusters Score -213335.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -213391.515625 Penalty: 762.140381 Iteration 12Q: 3 clusters Score -213391.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -213431.250000 Penalty: 762.140381 Iteration 13Q: 3 clusters Score -213431.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -213466.687500 Penalty: 762.140381 Iteration 14Q: 3 clusters Score -213466.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -213490.015625 Penalty: 762.140381 Iteration 15Q: 3 clusters Score -213490 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -213513.484375 Penalty: 762.140381 Iteration 16Q: 3 clusters Score -213513.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -213535.421875 Penalty: 762.140381 Iteration 17Q: 3 clusters Score -213535.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -213553.125000 Penalty: 762.140381 Iteration 18Q: 3 clusters Score -213553.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -213562.265625 Penalty: 762.140381 Iteration 19Q: 3 clusters Score -213562.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -213567.171875 Penalty: 762.140381 Iteration 20F: 3 clusters Score -213567.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -213569.109375 Penalty: 762.140381 Iteration 21Q: 3 clusters Score -213569.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -213571.296875 Penalty: 762.140381 Iteration 22Q: 3 clusters Score -213571.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -213572.140625 Penalty: 762.140381 Iteration 23Q: 3 clusters Score -213572.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -213572.968750 Penalty: 762.140381 Iteration 24Q: 3 clusters Score -213573 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -213574.546875 Penalty: 762.140381 Iteration 25Q: 3 clusters Score -213574.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -213576.187500 Penalty: 762.140381 Iteration 26Q: 3 clusters Score -213576.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -213579.343750 Penalty: 762.140381 Iteration 27Q: 3 clusters Score -213579.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -213582.765625 Penalty: 762.140381 Iteration 28Q: 3 clusters Score -213582.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -213586.609375 Penalty: 762.140381 Iteration 29Q: 3 clusters Score -213586.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -213589.359375 Penalty: 762.140381 Iteration 30Q: 3 clusters Score -213589.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -213590.937500 Penalty: 762.140381 Iteration 31Q: 3 clusters Score -213590.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -213593.062500 Penalty: 762.140381 Iteration 32Q: 3 clusters Score -213593.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -213595.031250 Penalty: 762.140381 Iteration 33Q: 3 clusters Score -213595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -213596.515625 Penalty: 762.140381 Iteration 34Q: 3 clusters Score -213596.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -213599.156250 Penalty: 762.140381 Iteration 35Q: 3 clusters Score -213599.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -213600.609375 Penalty: 762.140381 Iteration 36Q: 3 clusters Score -213600.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -213602.328125 Penalty: 762.140381 Iteration 37Q: 3 clusters Score -213602.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -213602.734375 Penalty: 762.140381 Iteration 38Q: 3 clusters Score -213602.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -213603.156250 Penalty: 762.140381 Iteration 39Q: 3 clusters Score -213603.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -213603.390625 Penalty: 762.140381 Iteration 40F: 3 clusters Score -213603.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -213603.593750 Penalty: 762.140381 Iteration 41Q: 3 clusters Score -213603.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -213604.156250 Penalty: 762.140381 Iteration 42Q: 3 clusters Score -213604.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -213604.156250 Penalty: 762.140381 Iteration 43F: 3 clusters Score -213604.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Entering Unmasked Estep Score: -93611.132812 Penalty: 339.817352 Iteration 0F: 2 clusters Score -93611.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -92364.203125 Penalty: 679.634705 Iteration 0F: 3 clusters Score -92364.2 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -92717.914062 Penalty: 679.634705 Iteration 1F: 3 clusters Score -92717.91 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -92784.492188 Penalty: 679.634705 Iteration 2F: 3 clusters Score -92784.49 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -92841.148438 Penalty: 679.634705 Iteration 3F: 3 clusters Score -92841.15 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -92891.906250 Penalty: 679.634705 Iteration 4Q: 3 clusters Score -92891.91 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -92960.539062 Penalty: 679.634705 Iteration 5F: 3 clusters Score -92960.54 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -93062.062500 Penalty: 679.634705 Iteration 6F: 3 clusters Score -93062.06 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -93135.125000 Penalty: 679.634705 Iteration 7F: 3 clusters Score -93135.12 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -93188.195312 Penalty: 679.634705 Iteration 8Q: 3 clusters Score -93188.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -93221.695312 Penalty: 679.634705 Iteration 9Q: 3 clusters Score -93221.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -93242.062500 Penalty: 679.634705 Iteration 10Q: 3 clusters Score -93242.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -93255.601562 Penalty: 679.634705 Iteration 11Q: 3 clusters Score -93255.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -93261.984375 Penalty: 679.634705 Iteration 12Q: 3 clusters Score -93261.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -93266.898438 Penalty: 679.634705 Iteration 13Q: 3 clusters Score -93266.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -93269.843750 Penalty: 679.634705 Iteration 14Q: 3 clusters Score -93269.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -93271.742188 Penalty: 679.634705 Iteration 15Q: 3 clusters Score -93271.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -93272.312500 Penalty: 679.634705 Iteration 16Q: 3 clusters Score -93272.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -93272.312500 Penalty: 679.634705 Iteration 17F: 3 clusters Score -93272.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Entering Unmasked Estep Score: -116315.718750 Penalty: 354.776764 Iteration 0F: 2 clusters Score -116315.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -114591.406250 Penalty: 709.553528 Iteration 0F: 3 clusters Score -114591.4 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -115186.015625 Penalty: 709.553528 Iteration 1F: 3 clusters Score -115186 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -115278.140625 Penalty: 709.553528 Iteration 2F: 3 clusters Score -115278.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -115335.882812 Penalty: 709.553528 Iteration 3F: 3 clusters Score -115335.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -115382.085938 Penalty: 709.553528 Iteration 4Q: 3 clusters Score -115382.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -115417.515625 Penalty: 709.553528 Iteration 5Q: 3 clusters Score -115417.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -115446.335938 Penalty: 709.553528 Iteration 6Q: 3 clusters Score -115446.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -115471.468750 Penalty: 709.553528 Iteration 7Q: 3 clusters Score -115471.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -115496.562500 Penalty: 709.553528 Iteration 8Q: 3 clusters Score -115496.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -115524.812500 Penalty: 709.553528 Iteration 9Q: 3 clusters Score -115524.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -115551.156250 Penalty: 709.553528 Iteration 10Q: 3 clusters Score -115551.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -115593.117188 Penalty: 709.553528 Iteration 11Q: 3 clusters Score -115593.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -115667.312500 Penalty: 709.553528 Iteration 12Q: 3 clusters Score -115667.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -115738.171875 Penalty: 709.553528 Iteration 13Q: 3 clusters Score -115738.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -115787.929688 Penalty: 709.553528 Iteration 14Q: 3 clusters Score -115787.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -115822.179688 Penalty: 709.553528 Iteration 15Q: 3 clusters Score -115822.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -115848.671875 Penalty: 709.553528 Iteration 16Q: 3 clusters Score -115848.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -115873.632812 Penalty: 709.553528 Iteration 17Q: 3 clusters Score -115873.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -115894.968750 Penalty: 709.553528 Iteration 18Q: 3 clusters Score -115895 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -115917.054688 Penalty: 709.553528 Iteration 19Q: 3 clusters Score -115917.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -115937.851562 Penalty: 709.553528 Iteration 20F: 3 clusters Score -115937.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -115947.757812 Penalty: 709.553528 Iteration 21Q: 3 clusters Score -115947.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -115957.953125 Penalty: 709.553528 Iteration 22Q: 3 clusters Score -115958 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -115975.593750 Penalty: 709.553528 Iteration 23Q: 3 clusters Score -115975.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -115985.203125 Penalty: 709.553528 Iteration 24Q: 3 clusters Score -115985.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -115996.085938 Penalty: 709.553528 Iteration 25Q: 3 clusters Score -115996.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -116007.476562 Penalty: 709.553528 Iteration 26Q: 3 clusters Score -116007.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -116016.531250 Penalty: 709.553528 Iteration 27Q: 3 clusters Score -116016.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -116027.601562 Penalty: 709.553528 Iteration 28Q: 3 clusters Score -116027.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -116035.554688 Penalty: 709.553528 Iteration 29Q: 3 clusters Score -116035.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -116041.320312 Penalty: 709.553528 Iteration 30Q: 3 clusters Score -116041.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -116046.132812 Penalty: 709.553528 Iteration 31Q: 3 clusters Score -116046.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -116048.773438 Penalty: 709.553528 Iteration 32Q: 3 clusters Score -116048.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -116050.351562 Penalty: 709.553528 Iteration 33Q: 3 clusters Score -116050.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -116051.335938 Penalty: 709.553528 Iteration 34Q: 3 clusters Score -116051.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -116053.257812 Penalty: 709.553528 Iteration 35Q: 3 clusters Score -116053.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -116054.953125 Penalty: 709.553528 Iteration 36Q: 3 clusters Score -116055 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -116056.328125 Penalty: 709.553528 Iteration 37Q: 3 clusters Score -116056.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -116056.671875 Penalty: 709.553528 Iteration 38Q: 3 clusters Score -116056.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -116056.984375 Penalty: 709.553528 Iteration 39Q: 3 clusters Score -116057 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -116057.125000 Penalty: 709.553528 Iteration 40F: 3 clusters Score -116057.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Entering Unmasked Estep Score: -9207.012695 Penalty: 246.026306 Iteration 0F: 2 clusters Score -9207.013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -8883.714844 Penalty: 492.052612 Iteration 0F: 3 clusters Score -8883.715 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -8979.395508 Penalty: 492.052612 Iteration 1F: 3 clusters Score -8979.396 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -9045.394531 Penalty: 492.052612 Iteration 2F: 3 clusters Score -9045.395 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9134.610352 Penalty: 492.052612 Iteration 3F: 3 clusters Score -9134.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9248.054688 Penalty: 492.052612 Iteration 4F: 3 clusters Score -9248.055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9267.534180 Penalty: 492.052612 Iteration 5Q: 3 clusters Score -9267.534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -9278.089844 Penalty: 492.052612 Iteration 6Q: 3 clusters Score -9278.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9308.223633 Penalty: 492.052612 Iteration 7Q: 3 clusters Score -9308.224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -9328.959961 Penalty: 492.052612 Iteration 8Q: 3 clusters Score -9328.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9341.242188 Penalty: 492.052612 Iteration 9Q: 3 clusters Score -9341.242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9341.592773 Penalty: 492.052612 Iteration 10F: 3 clusters Score -9341.593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9353.270508 Penalty: 492.052612 Iteration 11Q: 3 clusters Score -9353.271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9362.295898 Penalty: 492.052612 Iteration 12Q: 3 clusters Score -9362.296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9362.422852 Penalty: 492.052612 Iteration 13F: 3 clusters Score -9362.423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9371.864258 Penalty: 492.052612 Iteration 14Q: 3 clusters Score -9371.864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -9373.062500 Penalty: 492.052612 Iteration 15F: 3 clusters Score -9373.062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9401.344727 Penalty: 492.052612 Iteration 16Q: 3 clusters Score -9401.345 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9421.448242 Penalty: 492.052612 Iteration 17Q: 3 clusters Score -9421.448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9476.716797 Penalty: 492.052612 Iteration 18Q: 3 clusters Score -9476.717 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9476.716797 Penalty: 492.052612 Iteration 19F: 3 clusters Score -9476.717 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203613 members Mstep: Class 5 contains 4338 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2434 members Mstep: Class 8 contains 132 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 513 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153611 members Mstep: Class 13 contains 5419 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52932 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 23540 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3910 members Mstep: Class 21 contains 17611 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 91 members Entering Unmasked Estep Score: -24280182.000000 Penalty: 16732.337891 Splitting cluster 8 changes total score from -24280246.000000 to -24280182.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -3268.186523 Penalty: 201.602158 Iteration 0F: 2 clusters Score -3268.187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3093.675537 Penalty: 403.204315 Iteration 0F: 3 clusters Score -3093.676 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3135.616699 Penalty: 403.204315 Iteration 1F: 3 clusters Score -3135.617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3136.771973 Penalty: 403.204315 Iteration 2Q: 3 clusters Score -3136.772 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3136.771973 Penalty: 403.204315 Iteration 3F: 3 clusters Score -3136.772 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Entering Unmasked Estep Score: -22796.113281 Penalty: 283.932556 Iteration 0F: 2 clusters Score -22796.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -22274.326172 Penalty: 567.865112 Iteration 0F: 3 clusters Score -22274.33 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -22388.457031 Penalty: 567.865112 Iteration 1F: 3 clusters Score -22388.46 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -22414.191406 Penalty: 567.865112 Iteration 2F: 3 clusters Score -22414.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -22430.871094 Penalty: 567.865112 Iteration 3Q: 3 clusters Score -22430.87 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -22442.251953 Penalty: 567.865112 Iteration 4Q: 3 clusters Score -22442.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -22448.410156 Penalty: 567.865112 Iteration 5Q: 3 clusters Score -22448.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -22452.140625 Penalty: 567.865112 Iteration 6Q: 3 clusters Score -22452.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -22452.929688 Penalty: 567.865112 Iteration 7Q: 3 clusters Score -22452.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -22454.375000 Penalty: 567.865112 Iteration 8Q: 3 clusters Score -22454.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -22456.382812 Penalty: 567.865112 Iteration 9Q: 3 clusters Score -22456.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -22458.291016 Penalty: 567.865112 Iteration 10Q: 3 clusters Score -22458.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -22460.589844 Penalty: 567.865112 Iteration 11Q: 3 clusters Score -22460.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -22465.894531 Penalty: 567.865112 Iteration 12Q: 3 clusters Score -22465.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -22468.023438 Penalty: 567.865112 Iteration 13Q: 3 clusters Score -22468.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -22468.136719 Penalty: 567.865112 Iteration 14Q: 3 clusters Score -22468.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -22468.226562 Penalty: 567.865112 Iteration 15Q: 3 clusters Score -22468.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -22468.226562 Penalty: 567.865112 Iteration 16F: 3 clusters Score -22468.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -33543.640625 Penalty: 298.911407 Iteration 0F: 2 clusters Score -33543.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -32906.195312 Penalty: 597.822815 Iteration 0F: 3 clusters Score -32906.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -33081.281250 Penalty: 597.822815 Iteration 1F: 3 clusters Score -33081.28 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -33122.929688 Penalty: 597.822815 Iteration 2F: 3 clusters Score -33122.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -33152.765625 Penalty: 597.822815 Iteration 3Q: 3 clusters Score -33152.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -33172.214844 Penalty: 597.822815 Iteration 4Q: 3 clusters Score -33172.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -33192.261719 Penalty: 597.822815 Iteration 5Q: 3 clusters Score -33192.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -33208.355469 Penalty: 597.822815 Iteration 6Q: 3 clusters Score -33208.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -33225.296875 Penalty: 597.822815 Iteration 7Q: 3 clusters Score -33225.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -33238.753906 Penalty: 597.822815 Iteration 8Q: 3 clusters Score -33238.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -33253.390625 Penalty: 597.822815 Iteration 9Q: 3 clusters Score -33253.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -33259.289062 Penalty: 597.822815 Iteration 10Q: 3 clusters Score -33259.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -33260.515625 Penalty: 597.822815 Iteration 11Q: 3 clusters Score -33260.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -33262.425781 Penalty: 597.822815 Iteration 12Q: 3 clusters Score -33262.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -33263.203125 Penalty: 597.822815 Iteration 13Q: 3 clusters Score -33263.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -33263.296875 Penalty: 597.822815 Iteration 14Q: 3 clusters Score -33263.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -33263.296875 Penalty: 597.822815 Iteration 15F: 3 clusters Score -33263.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (153611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153611 members Entering Unmasked Estep Score: -7759192.000000 Penalty: 543.369141 Iteration 0F: 2 clusters Score -7759192 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76664 members Mstep: Class 2 contains 76947 members Entering Unmasked Estep Score: -7664204.000000 Penalty: 1086.738281 Iteration 0F: 3 clusters Score -7664204 nChanged 75660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70002 members Mstep: Class 2 contains 83609 members Entering Unmasked Estep Score: -7712196.500000 Penalty: 1086.738281 Iteration 1F: 3 clusters Score -7712196 nChanged 6983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65967 members Mstep: Class 2 contains 87644 members Entering Unmasked Estep Score: -7716075.500000 Penalty: 1086.738281 Iteration 2Q: 3 clusters Score -7716076 nChanged 8249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61132 members Mstep: Class 2 contains 92479 members Entering Unmasked Estep Score: -7721916.000000 Penalty: 1086.738281 Iteration 3F: 3 clusters Score -7721916 nChanged 9442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56204 members Mstep: Class 2 contains 97407 members Entering Unmasked Estep Score: -7729869.000000 Penalty: 1086.738281 Iteration 4F: 3 clusters Score -7729869 nChanged 9671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52693 members Mstep: Class 2 contains 100918 members Entering Unmasked Estep Score: -7736910.000000 Penalty: 1086.738281 Iteration 5F: 3 clusters Score -7736910 nChanged 7627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50944 members Mstep: Class 2 contains 102667 members Entering Unmasked Estep Score: -7740238.500000 Penalty: 1086.738281 Iteration 6Q: 3 clusters Score -7740238 nChanged 4473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49879 members Mstep: Class 2 contains 103732 members Entering Unmasked Estep Score: -7741063.000000 Penalty: 1086.738281 Iteration 7Q: 3 clusters Score -7741063 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48952 members Mstep: Class 2 contains 104659 members Entering Unmasked Estep Score: -7741276.500000 Penalty: 1086.738281 Iteration 8Q: 3 clusters Score -7741276 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48133 members Mstep: Class 2 contains 105478 members Entering Unmasked Estep Score: -7741313.500000 Penalty: 1086.738281 Iteration 9Q: 3 clusters Score -7741314 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47445 members Mstep: Class 2 contains 106166 members Entering Unmasked Estep Score: -7741339.000000 Penalty: 1086.738281 Iteration 10Q: 3 clusters Score -7741339 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46790 members Mstep: Class 2 contains 106821 members Entering Unmasked Estep Score: -7741336.500000 Penalty: 1086.738281 Iteration 11Q: 3 clusters Score -7741336 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46227 members Mstep: Class 2 contains 107384 members Entering Unmasked Estep Score: -7741349.000000 Penalty: 1086.738281 Iteration 12Q: 3 clusters Score -7741349 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45644 members Mstep: Class 2 contains 107967 members Entering Unmasked Estep Score: -7741397.000000 Penalty: 1086.738281 Iteration 13Q: 3 clusters Score -7741397 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45011 members Mstep: Class 2 contains 108600 members Entering Unmasked Estep Score: -7741510.000000 Penalty: 1086.738281 Iteration 14Q: 3 clusters Score -7741510 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44380 members Mstep: Class 2 contains 109231 members Entering Unmasked Estep Score: -7741604.000000 Penalty: 1086.738281 Iteration 15Q: 3 clusters Score -7741604 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43769 members Mstep: Class 2 contains 109842 members Entering Unmasked Estep Score: -7741621.000000 Penalty: 1086.738281 Iteration 16Q: 3 clusters Score -7741621 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43185 members Mstep: Class 2 contains 110426 members Entering Unmasked Estep Score: -7741679.500000 Penalty: 1086.738281 Iteration 17Q: 3 clusters Score -7741680 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42670 members Mstep: Class 2 contains 110941 members Entering Unmasked Estep Score: -7741684.000000 Penalty: 1086.738281 Iteration 18Q: 3 clusters Score -7741684 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42181 members Mstep: Class 2 contains 111430 members Entering Unmasked Estep Score: -7741692.500000 Penalty: 1086.738281 Iteration 19Q: 3 clusters Score -7741692 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41710 members Mstep: Class 2 contains 111901 members Entering Unmasked Estep Score: -7741706.500000 Penalty: 1086.738281 Iteration 20F: 3 clusters Score -7741706 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41276 members Mstep: Class 2 contains 112335 members Entering Unmasked Estep Score: -7741744.500000 Penalty: 1086.738281 Iteration 21Q: 3 clusters Score -7741744 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40848 members Mstep: Class 2 contains 112763 members Entering Unmasked Estep Score: -7741752.500000 Penalty: 1086.738281 Iteration 22Q: 3 clusters Score -7741752 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40436 members Mstep: Class 2 contains 113175 members Entering Unmasked Estep Score: -7741789.500000 Penalty: 1086.738281 Iteration 23Q: 3 clusters Score -7741790 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39992 members Mstep: Class 2 contains 113619 members Entering Unmasked Estep Score: -7741825.000000 Penalty: 1086.738281 Iteration 24Q: 3 clusters Score -7741825 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39600 members Mstep: Class 2 contains 114011 members Entering Unmasked Estep Score: -7741864.000000 Penalty: 1086.738281 Iteration 25Q: 3 clusters Score -7741864 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39169 members Mstep: Class 2 contains 114442 members Entering Unmasked Estep Score: -7741886.500000 Penalty: 1086.738281 Iteration 26Q: 3 clusters Score -7741886 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38764 members Mstep: Class 2 contains 114847 members Entering Unmasked Estep Score: -7741888.500000 Penalty: 1086.738281 Iteration 27Q: 3 clusters Score -7741888 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38349 members Mstep: Class 2 contains 115262 members Entering Unmasked Estep Score: -7741897.000000 Penalty: 1086.738281 Iteration 28Q: 3 clusters Score -7741897 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37923 members Mstep: Class 2 contains 115688 members Entering Unmasked Estep Score: -7741921.500000 Penalty: 1086.738281 Iteration 29Q: 3 clusters Score -7741922 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37489 members Mstep: Class 2 contains 116122 members Entering Unmasked Estep Score: -7741923.500000 Penalty: 1086.738281 Iteration 30Q: 3 clusters Score -7741924 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37053 members Mstep: Class 2 contains 116558 members Entering Unmasked Estep Score: -7741944.500000 Penalty: 1086.738281 Iteration 31Q: 3 clusters Score -7741944 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36647 members Mstep: Class 2 contains 116964 members Entering Unmasked Estep Score: -7742005.500000 Penalty: 1086.738281 Iteration 32Q: 3 clusters Score -7742006 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36223 members Mstep: Class 2 contains 117388 members Entering Unmasked Estep Score: -7742057.500000 Penalty: 1086.738281 Iteration 33Q: 3 clusters Score -7742058 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35798 members Mstep: Class 2 contains 117813 members Entering Unmasked Estep Score: -7742113.500000 Penalty: 1086.738281 Iteration 34Q: 3 clusters Score -7742114 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35418 members Mstep: Class 2 contains 118193 members Entering Unmasked Estep Score: -7742185.000000 Penalty: 1086.738281 Iteration 35Q: 3 clusters Score -7742185 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35009 members Mstep: Class 2 contains 118602 members Entering Unmasked Estep Score: -7742245.000000 Penalty: 1086.738281 Iteration 36Q: 3 clusters Score -7742245 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34632 members Mstep: Class 2 contains 118979 members Entering Unmasked Estep Score: -7742297.000000 Penalty: 1086.738281 Iteration 37Q: 3 clusters Score -7742297 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34200 members Mstep: Class 2 contains 119411 members Entering Unmasked Estep Score: -7742374.500000 Penalty: 1086.738281 Iteration 38Q: 3 clusters Score -7742374 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33786 members Mstep: Class 2 contains 119825 members Entering Unmasked Estep Score: -7742411.500000 Penalty: 1086.738281 Iteration 39Q: 3 clusters Score -7742412 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33400 members Mstep: Class 2 contains 120211 members Entering Unmasked Estep Score: -7742481.000000 Penalty: 1086.738281 Iteration 40F: 3 clusters Score -7742481 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32954 members Mstep: Class 2 contains 120657 members Entering Unmasked Estep Score: -7742543.000000 Penalty: 1086.738281 Iteration 41Q: 3 clusters Score -7742543 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32493 members Mstep: Class 2 contains 121118 members Entering Unmasked Estep Score: -7742618.000000 Penalty: 1086.738281 Iteration 42Q: 3 clusters Score -7742618 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32064 members Mstep: Class 2 contains 121547 members Entering Unmasked Estep Score: -7742662.000000 Penalty: 1086.738281 Iteration 43Q: 3 clusters Score -7742662 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31648 members Mstep: Class 2 contains 121963 members Entering Unmasked Estep Score: -7742719.000000 Penalty: 1086.738281 Iteration 44Q: 3 clusters Score -7742719 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31242 members Mstep: Class 2 contains 122369 members Entering Unmasked Estep Score: -7742767.500000 Penalty: 1086.738281 Iteration 45Q: 3 clusters Score -7742768 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30828 members Mstep: Class 2 contains 122783 members Entering Unmasked Estep Score: -7742840.000000 Penalty: 1086.738281 Iteration 46Q: 3 clusters Score -7742840 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30457 members Mstep: Class 2 contains 123154 members Entering Unmasked Estep Score: -7742920.000000 Penalty: 1086.738281 Iteration 47Q: 3 clusters Score -7742920 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30072 members Mstep: Class 2 contains 123539 members Entering Unmasked Estep Score: -7742996.500000 Penalty: 1086.738281 Iteration 48Q: 3 clusters Score -7742996 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29664 members Mstep: Class 2 contains 123947 members Entering Unmasked Estep Score: -7743068.500000 Penalty: 1086.738281 Iteration 49Q: 3 clusters Score -7743068 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29231 members Mstep: Class 2 contains 124380 members Entering Unmasked Estep Score: -7743080.500000 Penalty: 1086.738281 Iteration 50Q: 3 clusters Score -7743080 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28817 members Mstep: Class 2 contains 124794 members Entering Unmasked Estep Score: -7743154.500000 Penalty: 1086.738281 Iteration 51Q: 3 clusters Score -7743154 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28394 members Mstep: Class 2 contains 125217 members Entering Unmasked Estep Score: -7743214.500000 Penalty: 1086.738281 Iteration 52Q: 3 clusters Score -7743214 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27978 members Mstep: Class 2 contains 125633 members Entering Unmasked Estep Score: -7743251.500000 Penalty: 1086.738281 Iteration 53Q: 3 clusters Score -7743252 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27582 members Mstep: Class 2 contains 126029 members Entering Unmasked Estep Score: -7743323.000000 Penalty: 1086.738281 Iteration 54Q: 3 clusters Score -7743323 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27187 members Mstep: Class 2 contains 126424 members Entering Unmasked Estep Score: -7743413.500000 Penalty: 1086.738281 Iteration 55Q: 3 clusters Score -7743414 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26746 members Mstep: Class 2 contains 126865 members Entering Unmasked Estep Score: -7743516.000000 Penalty: 1086.738281 Iteration 56Q: 3 clusters Score -7743516 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26341 members Mstep: Class 2 contains 127270 members Entering Unmasked Estep Score: -7743587.000000 Penalty: 1086.738281 Iteration 57Q: 3 clusters Score -7743587 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25918 members Mstep: Class 2 contains 127693 members Entering Unmasked Estep Score: -7743638.500000 Penalty: 1086.738281 Iteration 58Q: 3 clusters Score -7743638 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25493 members Mstep: Class 2 contains 128118 members Entering Unmasked Estep Score: -7743741.000000 Penalty: 1086.738281 Iteration 59Q: 3 clusters Score -7743741 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25075 members Mstep: Class 2 contains 128536 members Entering Unmasked Estep Score: -7743854.000000 Penalty: 1086.738281 Iteration 60F: 3 clusters Score -7743854 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24631 members Mstep: Class 2 contains 128980 members Entering Unmasked Estep Score: -7743950.000000 Penalty: 1086.738281 Iteration 61Q: 3 clusters Score -7743950 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24178 members Mstep: Class 2 contains 129433 members Entering Unmasked Estep Score: -7744035.000000 Penalty: 1086.738281 Iteration 62Q: 3 clusters Score -7744035 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23721 members Mstep: Class 2 contains 129890 members Entering Unmasked Estep Score: -7744169.000000 Penalty: 1086.738281 Iteration 63Q: 3 clusters Score -7744169 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23239 members Mstep: Class 2 contains 130372 members Entering Unmasked Estep Score: -7744313.000000 Penalty: 1086.738281 Iteration 64Q: 3 clusters Score -7744313 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22779 members Mstep: Class 2 contains 130832 members Entering Unmasked Estep Score: -7744460.000000 Penalty: 1086.738281 Iteration 65Q: 3 clusters Score -7744460 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22313 members Mstep: Class 2 contains 131298 members Entering Unmasked Estep Score: -7744633.000000 Penalty: 1086.738281 Iteration 66Q: 3 clusters Score -7744633 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21832 members Mstep: Class 2 contains 131779 members Entering Unmasked Estep Score: -7744769.500000 Penalty: 1086.738281 Iteration 67Q: 3 clusters Score -7744770 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21322 members Mstep: Class 2 contains 132289 members Entering Unmasked Estep Score: -7744920.500000 Penalty: 1086.738281 Iteration 68Q: 3 clusters Score -7744920 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20786 members Mstep: Class 2 contains 132825 members Entering Unmasked Estep Score: -7745155.000000 Penalty: 1086.738281 Iteration 69Q: 3 clusters Score -7745155 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20244 members Mstep: Class 2 contains 133367 members Entering Unmasked Estep Score: -7745346.000000 Penalty: 1086.738281 Iteration 70Q: 3 clusters Score -7745346 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19722 members Mstep: Class 2 contains 133889 members Entering Unmasked Estep Score: -7745520.500000 Penalty: 1086.738281 Iteration 71Q: 3 clusters Score -7745520 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19169 members Mstep: Class 2 contains 134442 members Entering Unmasked Estep Score: -7745666.500000 Penalty: 1086.738281 Iteration 72Q: 3 clusters Score -7745666 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18649 members Mstep: Class 2 contains 134962 members Entering Unmasked Estep Score: -7745802.500000 Penalty: 1086.738281 Iteration 73Q: 3 clusters Score -7745802 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18126 members Mstep: Class 2 contains 135485 members Entering Unmasked Estep Score: -7746007.500000 Penalty: 1086.738281 Iteration 74Q: 3 clusters Score -7746008 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17568 members Mstep: Class 2 contains 136043 members Entering Unmasked Estep Score: -7746244.500000 Penalty: 1086.738281 Iteration 75Q: 3 clusters Score -7746244 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16996 members Mstep: Class 2 contains 136615 members Entering Unmasked Estep Score: -7746488.000000 Penalty: 1086.738281 Iteration 76Q: 3 clusters Score -7746488 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 137195 members Entering Unmasked Estep Score: -7746810.000000 Penalty: 1086.738281 Iteration 77Q: 3 clusters Score -7746810 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15845 members Mstep: Class 2 contains 137766 members Entering Unmasked Estep Score: -7747067.000000 Penalty: 1086.738281 Iteration 78Q: 3 clusters Score -7747067 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 138381 members Entering Unmasked Estep Score: -7747343.000000 Penalty: 1086.738281 Iteration 79Q: 3 clusters Score -7747343 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14560 members Mstep: Class 2 contains 139051 members Entering Unmasked Estep Score: -7747642.500000 Penalty: 1086.738281 Iteration 80F: 3 clusters Score -7747642 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13809 members Mstep: Class 2 contains 139802 members Entering Unmasked Estep Score: -7747986.500000 Penalty: 1086.738281 Iteration 81Q: 3 clusters Score -7747986 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13065 members Mstep: Class 2 contains 140546 members Entering Unmasked Estep Score: -7748352.000000 Penalty: 1086.738281 Iteration 82Q: 3 clusters Score -7748352 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 141306 members Entering Unmasked Estep Score: -7748787.500000 Penalty: 1086.738281 Iteration 83Q: 3 clusters Score -7748788 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 142090 members Entering Unmasked Estep Score: -7749155.000000 Penalty: 1086.738281 Iteration 84Q: 3 clusters Score -7749155 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 142903 members Entering Unmasked Estep Score: -7749592.000000 Penalty: 1086.738281 Iteration 85Q: 3 clusters Score -7749592 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 143719 members Entering Unmasked Estep Score: -7750003.000000 Penalty: 1086.738281 Iteration 86Q: 3 clusters Score -7750003 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 144561 members Entering Unmasked Estep Score: -7750450.000000 Penalty: 1086.738281 Iteration 87Q: 3 clusters Score -7750450 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 145371 members Entering Unmasked Estep Score: -7751008.500000 Penalty: 1086.738281 Iteration 88Q: 3 clusters Score -7751008 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 146195 members Entering Unmasked Estep Score: -7751580.500000 Penalty: 1086.738281 Iteration 89Q: 3 clusters Score -7751580 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 146984 members Entering Unmasked Estep Score: -7752165.500000 Penalty: 1086.738281 Iteration 90Q: 3 clusters Score -7752166 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 147696 members Entering Unmasked Estep Score: -7752654.500000 Penalty: 1086.738281 Iteration 91Q: 3 clusters Score -7752654 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 148368 members Entering Unmasked Estep Score: -7753179.000000 Penalty: 1086.738281 Iteration 92Q: 3 clusters Score -7753179 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 149016 members Entering Unmasked Estep Score: -7753682.500000 Penalty: 1086.738281 Iteration 93Q: 3 clusters Score -7753682 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 149615 members Entering Unmasked Estep Score: -7754275.500000 Penalty: 1086.738281 Iteration 94Q: 3 clusters Score -7754276 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 150177 members Entering Unmasked Estep Score: -7754806.500000 Penalty: 1086.738281 Iteration 95Q: 3 clusters Score -7754806 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 150684 members Entering Unmasked Estep Score: -7755292.000000 Penalty: 1086.738281 Iteration 96Q: 3 clusters Score -7755292 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 151179 members Entering Unmasked Estep Score: -7755832.000000 Penalty: 1086.738281 Iteration 97Q: 3 clusters Score -7755832 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 151629 members Entering Unmasked Estep Score: -7756340.500000 Penalty: 1086.738281 Iteration 98Q: 3 clusters Score -7756340 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 152026 members Entering Unmasked Estep Score: -7756785.500000 Penalty: 1086.738281 Iteration 99Q: 3 clusters Score -7756786 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 152355 members Entering Unmasked Estep Score: -7757153.500000 Penalty: 1086.738281 Iteration 100F: 3 clusters Score -7757154 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 152633 members Entering Unmasked Estep Score: -7757562.500000 Penalty: 1086.738281 Iteration 101Q: 3 clusters Score -7757562 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 152841 members Entering Unmasked Estep Score: -7757824.000000 Penalty: 1086.738281 Iteration 102Q: 3 clusters Score -7757824 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 152992 members Entering Unmasked Estep Score: -7758001.000000 Penalty: 1086.738281 Iteration 103Q: 3 clusters Score -7758001 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 153104 members Entering Unmasked Estep Score: -7758164.000000 Penalty: 1086.738281 Iteration 104Q: 3 clusters Score -7758164 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 153184 members Entering Unmasked Estep Score: -7758281.500000 Penalty: 1086.738281 Iteration 105Q: 3 clusters Score -7758282 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 153242 members Entering Unmasked Estep Score: -7758359.000000 Penalty: 1086.738281 Iteration 106Q: 3 clusters Score -7758359 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 153292 members Entering Unmasked Estep Score: -7758425.000000 Penalty: 1086.738281 Iteration 107Q: 3 clusters Score -7758425 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 153324 members Entering Unmasked Estep Score: -7758457.000000 Penalty: 1086.738281 Iteration 108Q: 3 clusters Score -7758457 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 153349 members Entering Unmasked Estep Score: -7758492.000000 Penalty: 1086.738281 Iteration 109Q: 3 clusters Score -7758492 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 153366 members Entering Unmasked Estep Score: -7758525.500000 Penalty: 1086.738281 Iteration 110Q: 3 clusters Score -7758526 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 153377 members Entering Unmasked Estep Score: -7758538.000000 Penalty: 1086.738281 Iteration 111Q: 3 clusters Score -7758538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 153386 members Entering Unmasked Estep Score: -7758547.500000 Penalty: 1086.738281 Iteration 112Q: 3 clusters Score -7758548 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 153398 members Entering Unmasked Estep Score: -7758565.000000 Penalty: 1086.738281 Iteration 113Q: 3 clusters Score -7758565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 153403 members Entering Unmasked Estep Score: -7758571.500000 Penalty: 1086.738281 Iteration 114Q: 3 clusters Score -7758572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 153405 members Entering Unmasked Estep Score: -7758573.500000 Penalty: 1086.738281 Iteration 115Q: 3 clusters Score -7758574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 153409 members Entering Unmasked Estep Score: -7758583.000000 Penalty: 1086.738281 Iteration 116Q: 3 clusters Score -7758583 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 153411 members Entering Unmasked Estep Score: -7758581.000000 Penalty: 1086.738281 Iteration 117Q: 3 clusters Score -7758581 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 153412 members Entering Unmasked Estep Score: -7758580.000000 Penalty: 1086.738281 Iteration 118Q: 3 clusters Score -7758580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 153416 members Entering Unmasked Estep Score: -7758585.500000 Penalty: 1086.738281 Iteration 119Q: 3 clusters Score -7758586 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 153418 members Entering Unmasked Estep Score: -7758592.500000 Penalty: 1086.738281 Iteration 120F: 3 clusters Score -7758592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 153420 members Entering Unmasked Estep Score: -7758590.000000 Penalty: 1086.738281 Iteration 121Q: 3 clusters Score -7758590 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 153420 members Entering Unmasked Estep Score: -7758590.000000 Penalty: 1086.738281 Iteration 122F: 3 clusters Score -7758590 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (5419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Entering Unmasked Estep Score: -277465.843750 Penalty: 391.193848 Iteration 0F: 2 clusters Score -277465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -273765.906250 Penalty: 782.387695 Iteration 0F: 3 clusters Score -273765.9 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -275130.781250 Penalty: 782.387695 Iteration 1F: 3 clusters Score -275130.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -275321.781250 Penalty: 782.387695 Iteration 2F: 3 clusters Score -275321.8 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -275590.187500 Penalty: 782.387695 Iteration 3F: 3 clusters Score -275590.2 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -275932.250000 Penalty: 782.387695 Iteration 4F: 3 clusters Score -275932.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -276316.718750 Penalty: 782.387695 Iteration 5F: 3 clusters Score -276316.7 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -276626.312500 Penalty: 782.387695 Iteration 6F: 3 clusters Score -276626.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -276849.000000 Penalty: 782.387695 Iteration 7Q: 3 clusters Score -276849 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -276978.250000 Penalty: 782.387695 Iteration 8Q: 3 clusters Score -276978.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -277056.250000 Penalty: 782.387695 Iteration 9Q: 3 clusters Score -277056.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -277112.468750 Penalty: 782.387695 Iteration 10Q: 3 clusters Score -277112.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -277143.687500 Penalty: 782.387695 Iteration 11Q: 3 clusters Score -277143.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -277150.156250 Penalty: 782.387695 Iteration 12Q: 3 clusters Score -277150.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -277155.468750 Penalty: 782.387695 Iteration 13Q: 3 clusters Score -277155.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -277160.312500 Penalty: 782.387695 Iteration 14Q: 3 clusters Score -277160.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -277164.281250 Penalty: 782.387695 Iteration 15Q: 3 clusters Score -277164.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -277164.437500 Penalty: 782.387695 Iteration 16Q: 3 clusters Score -277164.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -277165.062500 Penalty: 782.387695 Iteration 17Q: 3 clusters Score -277165.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -277166.000000 Penalty: 782.387695 Iteration 18Q: 3 clusters Score -277166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -277167.593750 Penalty: 782.387695 Iteration 19Q: 3 clusters Score -277167.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -277168.406250 Penalty: 782.387695 Iteration 20F: 3 clusters Score -277168.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -277168.656250 Penalty: 782.387695 Iteration 21Q: 3 clusters Score -277168.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -277168.687500 Penalty: 782.387695 Iteration 22Q: 3 clusters Score -277168.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -277168.687500 Penalty: 782.387695 Iteration 23F: 3 clusters Score -277168.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Entering Unmasked Estep Score: -19096.484375 Penalty: 279.462708 Iteration 0F: 2 clusters Score -19096.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -18617.556641 Penalty: 558.925415 Iteration 0F: 3 clusters Score -18617.56 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -18721.068359 Penalty: 558.925415 Iteration 1F: 3 clusters Score -18721.07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -18754.839844 Penalty: 558.925415 Iteration 2F: 3 clusters Score -18754.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -18783.439453 Penalty: 558.925415 Iteration 3F: 3 clusters Score -18783.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -18806.638672 Penalty: 558.925415 Iteration 4F: 3 clusters Score -18806.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -18818.464844 Penalty: 558.925415 Iteration 5Q: 3 clusters Score -18818.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -18830.148438 Penalty: 558.925415 Iteration 6Q: 3 clusters Score -18830.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -18841.720703 Penalty: 558.925415 Iteration 7Q: 3 clusters Score -18841.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -18849.699219 Penalty: 558.925415 Iteration 8Q: 3 clusters Score -18849.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -18855.039062 Penalty: 558.925415 Iteration 9Q: 3 clusters Score -18855.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -18859.537109 Penalty: 558.925415 Iteration 10Q: 3 clusters Score -18859.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -18859.742188 Penalty: 558.925415 Iteration 11Q: 3 clusters Score -18859.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -18860.070312 Penalty: 558.925415 Iteration 12Q: 3 clusters Score -18860.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -18860.070312 Penalty: 558.925415 Iteration 13F: 3 clusters Score -18860.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (52932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52932 members Entering Unmasked Estep Score: -2768035.500000 Penalty: 494.892731 Iteration 0F: 2 clusters Score -2768036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26660 members Mstep: Class 2 contains 26272 members Entering Unmasked Estep Score: -2732288.750000 Penalty: 989.785461 Iteration 0F: 3 clusters Score -2732289 nChanged 25627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31701 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -2748506.500000 Penalty: 989.785461 Iteration 1F: 3 clusters Score -2748506 nChanged 3337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34618 members Mstep: Class 2 contains 18314 members Entering Unmasked Estep Score: -2750562.750000 Penalty: 989.785461 Iteration 2F: 3 clusters Score -2750563 nChanged 4274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38606 members Mstep: Class 2 contains 14326 members Entering Unmasked Estep Score: -2754022.250000 Penalty: 989.785461 Iteration 3F: 3 clusters Score -2754022 nChanged 4723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43129 members Mstep: Class 2 contains 9803 members Entering Unmasked Estep Score: -2758575.500000 Penalty: 989.785461 Iteration 4F: 3 clusters Score -2758576 nChanged 3957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46950 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -2762554.250000 Penalty: 989.785461 Iteration 5F: 3 clusters Score -2762554 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49278 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -2764913.500000 Penalty: 989.785461 Iteration 6Q: 3 clusters Score -2764914 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50449 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -2765956.000000 Penalty: 989.785461 Iteration 7Q: 3 clusters Score -2765956 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51116 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -2766482.250000 Penalty: 989.785461 Iteration 8Q: 3 clusters Score -2766482 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51568 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -2766818.000000 Penalty: 989.785461 Iteration 9Q: 3 clusters Score -2766818 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51897 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -2767043.000000 Penalty: 989.785461 Iteration 10Q: 3 clusters Score -2767043 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52129 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -2767171.250000 Penalty: 989.785461 Iteration 11Q: 3 clusters Score -2767171 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52288 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -2767249.250000 Penalty: 989.785461 Iteration 12Q: 3 clusters Score -2767249 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52426 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -2767326.500000 Penalty: 989.785461 Iteration 13Q: 3 clusters Score -2767326 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52533 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -2767404.000000 Penalty: 989.785461 Iteration 14Q: 3 clusters Score -2767404 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52612 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2767479.750000 Penalty: 989.785461 Iteration 15Q: 3 clusters Score -2767480 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52664 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -2767509.250000 Penalty: 989.785461 Iteration 16Q: 3 clusters Score -2767509 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52685 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -2767526.500000 Penalty: 989.785461 Iteration 17Q: 3 clusters Score -2767526 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52709 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -2767540.750000 Penalty: 989.785461 Iteration 18Q: 3 clusters Score -2767541 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52728 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -2767552.500000 Penalty: 989.785461 Iteration 19Q: 3 clusters Score -2767552 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52740 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -2767560.750000 Penalty: 989.785461 Iteration 20F: 3 clusters Score -2767561 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52746 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -2767572.250000 Penalty: 989.785461 Iteration 21Q: 3 clusters Score -2767572 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52753 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -2767574.750000 Penalty: 989.785461 Iteration 22Q: 3 clusters Score -2767575 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52755 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -2767579.000000 Penalty: 989.785461 Iteration 23Q: 3 clusters Score -2767579 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52757 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -2767583.000000 Penalty: 989.785461 Iteration 24Q: 3 clusters Score -2767583 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52759 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -2767584.250000 Penalty: 989.785461 Iteration 25Q: 3 clusters Score -2767584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52762 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -2767587.500000 Penalty: 989.785461 Iteration 26Q: 3 clusters Score -2767588 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52763 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -2767588.750000 Penalty: 989.785461 Iteration 27Q: 3 clusters Score -2767589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52766 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -2767592.750000 Penalty: 989.785461 Iteration 28Q: 3 clusters Score -2767593 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52769 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -2767596.250000 Penalty: 989.785461 Iteration 29Q: 3 clusters Score -2767596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52772 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -2767596.250000 Penalty: 989.785461 Iteration 30Q: 3 clusters Score -2767596 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52775 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -2767598.250000 Penalty: 989.785461 Iteration 31Q: 3 clusters Score -2767598 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52778 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -2767600.750000 Penalty: 989.785461 Iteration 32Q: 3 clusters Score -2767601 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52782 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -2767604.000000 Penalty: 989.785461 Iteration 33Q: 3 clusters Score -2767604 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52784 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -2767608.000000 Penalty: 989.785461 Iteration 34Q: 3 clusters Score -2767608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52786 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -2767610.500000 Penalty: 989.785461 Iteration 35Q: 3 clusters Score -2767610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52785 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -2767611.750000 Penalty: 989.785461 Iteration 36Q: 3 clusters Score -2767612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52786 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -2767612.500000 Penalty: 989.785461 Iteration 37Q: 3 clusters Score -2767612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52788 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -2767616.250000 Penalty: 989.785461 Iteration 38Q: 3 clusters Score -2767616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52788 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -2767619.500000 Penalty: 989.785461 Iteration 39Q: 3 clusters Score -2767620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52788 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -2767619.000000 Penalty: 989.785461 Iteration 40F: 3 clusters Score -2767619 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (22459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22459 members Entering Unmasked Estep Score: -1060842.750000 Penalty: 455.884796 Iteration 0F: 2 clusters Score -1060843 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -1045887.500000 Penalty: 911.769592 Iteration 0F: 3 clusters Score -1045888 nChanged 10640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -1052767.000000 Penalty: 911.769592 Iteration 1F: 3 clusters Score -1052767 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15764 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -1053829.750000 Penalty: 911.769592 Iteration 2F: 3 clusters Score -1053830 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17610 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1055390.625000 Penalty: 911.769592 Iteration 3F: 3 clusters Score -1055391 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19453 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1057181.250000 Penalty: 911.769592 Iteration 4F: 3 clusters Score -1057181 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21013 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1058856.250000 Penalty: 911.769592 Iteration 5F: 3 clusters Score -1058856 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21964 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -1059918.625000 Penalty: 911.769592 Iteration 6Q: 3 clusters Score -1059919 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22324 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -1060296.875000 Penalty: 911.769592 Iteration 7Q: 3 clusters Score -1060297 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22402 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -1060389.625000 Penalty: 911.769592 Iteration 8Q: 3 clusters Score -1060390 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22417 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -1060423.500000 Penalty: 911.769592 Iteration 9Q: 3 clusters Score -1060424 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22421 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -1060442.000000 Penalty: 911.769592 Iteration 10Q: 3 clusters Score -1060442 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22419 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -1060444.500000 Penalty: 911.769592 Iteration 11Q: 3 clusters Score -1060444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22419 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -1060451.250000 Penalty: 911.769592 Iteration 12Q: 3 clusters Score -1060451 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22417 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -1060453.875000 Penalty: 911.769592 Iteration 13Q: 3 clusters Score -1060454 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22417 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -1060453.875000 Penalty: 911.769592 Iteration 14F: 3 clusters Score -1060454 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (23540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23540 members Entering Unmasked Estep Score: -1116605.375000 Penalty: 458.023773 Iteration 0F: 2 clusters Score -1116605 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1101082.500000 Penalty: 916.047546 Iteration 0F: 3 clusters Score -1101082 nChanged 11115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 12234 members Entering Unmasked Estep Score: -1107344.875000 Penalty: 916.047546 Iteration 1F: 3 clusters Score -1107345 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -1107624.125000 Penalty: 916.047546 Iteration 2Q: 3 clusters Score -1107624 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 13122 members Entering Unmasked Estep Score: -1108021.875000 Penalty: 916.047546 Iteration 3Q: 3 clusters Score -1108022 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9646 members Mstep: Class 2 contains 13894 members Entering Unmasked Estep Score: -1108600.500000 Penalty: 916.047546 Iteration 4Q: 3 clusters Score -1108600 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 14870 members Entering Unmasked Estep Score: -1109472.875000 Penalty: 916.047546 Iteration 5F: 3 clusters Score -1109473 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 16010 members Entering Unmasked Estep Score: -1110660.500000 Penalty: 916.047546 Iteration 6F: 3 clusters Score -1110660 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 17067 members Entering Unmasked Estep Score: -1111883.500000 Penalty: 916.047546 Iteration 7F: 3 clusters Score -1111884 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -1112883.750000 Penalty: 916.047546 Iteration 8F: 3 clusters Score -1112884 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 18495 members Entering Unmasked Estep Score: -1113462.375000 Penalty: 916.047546 Iteration 9Q: 3 clusters Score -1113462 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 18945 members Entering Unmasked Estep Score: -1113788.500000 Penalty: 916.047546 Iteration 10Q: 3 clusters Score -1113788 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 19370 members Entering Unmasked Estep Score: -1114066.750000 Penalty: 916.047546 Iteration 11Q: 3 clusters Score -1114067 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 19766 members Entering Unmasked Estep Score: -1114315.125000 Penalty: 916.047546 Iteration 12Q: 3 clusters Score -1114315 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 20121 members Entering Unmasked Estep Score: -1114557.875000 Penalty: 916.047546 Iteration 13Q: 3 clusters Score -1114558 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -1114767.000000 Penalty: 916.047546 Iteration 14Q: 3 clusters Score -1114767 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 20663 members Entering Unmasked Estep Score: -1114907.875000 Penalty: 916.047546 Iteration 15Q: 3 clusters Score -1114908 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 20900 members Entering Unmasked Estep Score: -1115046.000000 Penalty: 916.047546 Iteration 16Q: 3 clusters Score -1115046 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 21125 members Entering Unmasked Estep Score: -1115181.125000 Penalty: 916.047546 Iteration 17Q: 3 clusters Score -1115181 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 21326 members Entering Unmasked Estep Score: -1115301.875000 Penalty: 916.047546 Iteration 18Q: 3 clusters Score -1115302 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -1115403.000000 Penalty: 916.047546 Iteration 19Q: 3 clusters Score -1115403 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 21650 members Entering Unmasked Estep Score: -1115493.875000 Penalty: 916.047546 Iteration 20F: 3 clusters Score -1115494 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 21771 members Entering Unmasked Estep Score: -1115560.625000 Penalty: 916.047546 Iteration 21Q: 3 clusters Score -1115561 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 21862 members Entering Unmasked Estep Score: -1115616.250000 Penalty: 916.047546 Iteration 22Q: 3 clusters Score -1115616 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 21945 members Entering Unmasked Estep Score: -1115655.625000 Penalty: 916.047546 Iteration 23Q: 3 clusters Score -1115656 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 22007 members Entering Unmasked Estep Score: -1115681.375000 Penalty: 916.047546 Iteration 24Q: 3 clusters Score -1115681 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 22054 members Entering Unmasked Estep Score: -1115702.125000 Penalty: 916.047546 Iteration 25Q: 3 clusters Score -1115702 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 22107 members Entering Unmasked Estep Score: -1115722.875000 Penalty: 916.047546 Iteration 26Q: 3 clusters Score -1115723 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 22164 members Entering Unmasked Estep Score: -1115745.625000 Penalty: 916.047546 Iteration 27Q: 3 clusters Score -1115746 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 22221 members Entering Unmasked Estep Score: -1115762.875000 Penalty: 916.047546 Iteration 28Q: 3 clusters Score -1115763 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 22285 members Entering Unmasked Estep Score: -1115778.375000 Penalty: 916.047546 Iteration 29Q: 3 clusters Score -1115778 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 22348 members Entering Unmasked Estep Score: -1115799.875000 Penalty: 916.047546 Iteration 30Q: 3 clusters Score -1115800 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -1115830.625000 Penalty: 916.047546 Iteration 31Q: 3 clusters Score -1115831 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 22502 members Entering Unmasked Estep Score: -1115869.750000 Penalty: 916.047546 Iteration 32Q: 3 clusters Score -1115870 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 22567 members Entering Unmasked Estep Score: -1115910.750000 Penalty: 916.047546 Iteration 33Q: 3 clusters Score -1115911 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 22645 members Entering Unmasked Estep Score: -1115954.625000 Penalty: 916.047546 Iteration 34Q: 3 clusters Score -1115955 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 22711 members Entering Unmasked Estep Score: -1115989.125000 Penalty: 916.047546 Iteration 35Q: 3 clusters Score -1115989 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 22783 members Entering Unmasked Estep Score: -1116026.500000 Penalty: 916.047546 Iteration 36Q: 3 clusters Score -1116026 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 22847 members Entering Unmasked Estep Score: -1116064.125000 Penalty: 916.047546 Iteration 37Q: 3 clusters Score -1116064 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 22904 members Entering Unmasked Estep Score: -1116100.250000 Penalty: 916.047546 Iteration 38Q: 3 clusters Score -1116100 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 22946 members Entering Unmasked Estep Score: -1116118.625000 Penalty: 916.047546 Iteration 39Q: 3 clusters Score -1116119 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 22980 members Entering Unmasked Estep Score: -1116141.875000 Penalty: 916.047546 Iteration 40F: 3 clusters Score -1116142 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 23009 members Entering Unmasked Estep Score: -1116156.125000 Penalty: 916.047546 Iteration 41Q: 3 clusters Score -1116156 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 23034 members Entering Unmasked Estep Score: -1116170.875000 Penalty: 916.047546 Iteration 42Q: 3 clusters Score -1116171 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 23058 members Entering Unmasked Estep Score: -1116176.625000 Penalty: 916.047546 Iteration 43Q: 3 clusters Score -1116177 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 23068 members Entering Unmasked Estep Score: -1116184.500000 Penalty: 916.047546 Iteration 44Q: 3 clusters Score -1116184 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 23077 members Entering Unmasked Estep Score: -1116191.875000 Penalty: 916.047546 Iteration 45Q: 3 clusters Score -1116192 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 23086 members Entering Unmasked Estep Score: -1116199.375000 Penalty: 916.047546 Iteration 46Q: 3 clusters Score -1116199 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -1116206.375000 Penalty: 916.047546 Iteration 47Q: 3 clusters Score -1116206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 23109 members Entering Unmasked Estep Score: -1116210.125000 Penalty: 916.047546 Iteration 48Q: 3 clusters Score -1116210 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -1116212.250000 Penalty: 916.047546 Iteration 49Q: 3 clusters Score -1116212 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 23124 members Entering Unmasked Estep Score: -1116213.625000 Penalty: 916.047546 Iteration 50Q: 3 clusters Score -1116214 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 23130 members Entering Unmasked Estep Score: -1116218.250000 Penalty: 916.047546 Iteration 51Q: 3 clusters Score -1116218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 23134 members Entering Unmasked Estep Score: -1116220.375000 Penalty: 916.047546 Iteration 52Q: 3 clusters Score -1116220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 23138 members Entering Unmasked Estep Score: -1116221.500000 Penalty: 916.047546 Iteration 53Q: 3 clusters Score -1116222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 23139 members Entering Unmasked Estep Score: -1116222.500000 Penalty: 916.047546 Iteration 54Q: 3 clusters Score -1116222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 23142 members Entering Unmasked Estep Score: -1116221.625000 Penalty: 916.047546 Iteration 55Q: 3 clusters Score -1116222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 23143 members Entering Unmasked Estep Score: -1116221.875000 Penalty: 916.047546 Iteration 56Q: 3 clusters Score -1116222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -1116223.875000 Penalty: 916.047546 Iteration 57Q: 3 clusters Score -1116224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -1116225.000000 Penalty: 916.047546 Iteration 58Q: 3 clusters Score -1116225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -1116224.500000 Penalty: 916.047546 Iteration 59Q: 3 clusters Score -1116224 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 23150 members Entering Unmasked Estep Score: -1116225.000000 Penalty: 916.047546 Iteration 60F: 3 clusters Score -1116225 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 23151 members Entering Unmasked Estep Score: -1116224.375000 Penalty: 916.047546 Iteration 61Q: 3 clusters Score -1116224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 23150 members Entering Unmasked Estep Score: -1116225.000000 Penalty: 916.047546 Iteration 62Q: 3 clusters Score -1116225 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 23149 members Entering Unmasked Estep Score: -1116225.500000 Penalty: 916.047546 Iteration 63Q: 3 clusters Score -1116226 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 23149 members Entering Unmasked Estep Score: -1116225.500000 Penalty: 916.047546 Iteration 64F: 3 clusters Score -1116226 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (99 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Entering Unmasked Estep Score: -4000.218262 Penalty: 209.077957 Iteration 0F: 2 clusters Score -4000.218 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3803.884521 Penalty: 418.155914 Iteration 0F: 3 clusters Score -3803.885 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3836.751465 Penalty: 418.155914 Iteration 1F: 3 clusters Score -3836.751 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3843.139648 Penalty: 418.155914 Iteration 2Q: 3 clusters Score -3843.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3855.542969 Penalty: 418.155914 Iteration 3F: 3 clusters Score -3855.543 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Entering Unmasked Estep Score: -6399.551270 Penalty: 233.678833 Iteration 0F: 2 clusters Score -6399.551 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -6145.843262 Penalty: 467.357666 Iteration 0F: 3 clusters Score -6145.843 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6193.608887 Penalty: 467.357666 Iteration 1F: 3 clusters Score -6193.609 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6204.954102 Penalty: 467.357666 Iteration 2F: 3 clusters Score -6204.954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6214.347168 Penalty: 467.357666 Iteration 3Q: 3 clusters Score -6214.347 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6221.898926 Penalty: 467.357666 Iteration 4Q: 3 clusters Score -6221.899 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6229.623535 Penalty: 467.357666 Iteration 5Q: 3 clusters Score -6229.624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6254.053711 Penalty: 467.357666 Iteration 6Q: 3 clusters Score -6254.054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6270.895020 Penalty: 467.357666 Iteration 7Q: 3 clusters Score -6270.895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6324.759277 Penalty: 467.357666 Iteration 8Q: 3 clusters Score -6324.759 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6381.591797 Penalty: 467.357666 Iteration 9Q: 3 clusters Score -6381.592 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6397.787598 Penalty: 467.357666 Iteration 10Q: 3 clusters Score -6397.788 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6410.877441 Penalty: 467.357666 Iteration 11Q: 3 clusters Score -6410.877 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6415.834961 Penalty: 467.357666 Iteration 12Q: 3 clusters Score -6415.835 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -6418.662598 Penalty: 467.357666 Iteration 13Q: 3 clusters Score -6418.663 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6421.758789 Penalty: 467.357666 Iteration 14Q: 3 clusters Score -6421.759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6422.227539 Penalty: 467.357666 Iteration 15Q: 3 clusters Score -6422.228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6422.227539 Penalty: 467.357666 Iteration 16F: 3 clusters Score -6422.228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203613 members Mstep: Class 5 contains 4338 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2434 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 513 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153611 members Mstep: Class 13 contains 5419 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52932 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 23540 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 113 members Mstep: Class 20 contains 3910 members Mstep: Class 21 contains 17611 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 460 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 57 members Entering Unmasked Estep Score: -24279924.000000 Penalty: 16732.337891 Splitting cluster 19 changes total score from -24280246.000000 to -24279924.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (3910 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Entering Unmasked Estep Score: -179704.546875 Penalty: 376.343811 Iteration 0F: 2 clusters Score -179704.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -177048.046875 Penalty: 752.687622 Iteration 0F: 3 clusters Score -177048 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -178126.953125 Penalty: 752.687622 Iteration 1F: 3 clusters Score -178127 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -178269.890625 Penalty: 752.687622 Iteration 2F: 3 clusters Score -178269.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -178425.171875 Penalty: 752.687622 Iteration 3F: 3 clusters Score -178425.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -178612.906250 Penalty: 752.687622 Iteration 4F: 3 clusters Score -178612.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -178786.640625 Penalty: 752.687622 Iteration 5F: 3 clusters Score -178786.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -178927.640625 Penalty: 752.687622 Iteration 6F: 3 clusters Score -178927.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -179017.562500 Penalty: 752.687622 Iteration 7Q: 3 clusters Score -179017.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -179077.875000 Penalty: 752.687622 Iteration 8Q: 3 clusters Score -179077.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -179116.953125 Penalty: 752.687622 Iteration 9Q: 3 clusters Score -179117 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -179146.359375 Penalty: 752.687622 Iteration 10Q: 3 clusters Score -179146.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -179158.843750 Penalty: 752.687622 Iteration 11Q: 3 clusters Score -179158.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -179169.500000 Penalty: 752.687622 Iteration 12Q: 3 clusters Score -179169.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -179179.062500 Penalty: 752.687622 Iteration 13Q: 3 clusters Score -179179.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -179188.390625 Penalty: 752.687622 Iteration 14Q: 3 clusters Score -179188.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -179195.890625 Penalty: 752.687622 Iteration 15Q: 3 clusters Score -179195.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -179199.750000 Penalty: 752.687622 Iteration 16Q: 3 clusters Score -179199.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -179202.250000 Penalty: 752.687622 Iteration 17Q: 3 clusters Score -179202.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -179204.359375 Penalty: 752.687622 Iteration 18Q: 3 clusters Score -179204.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -179206.062500 Penalty: 752.687622 Iteration 19Q: 3 clusters Score -179206.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -179207.609375 Penalty: 752.687622 Iteration 20F: 3 clusters Score -179207.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -179209.953125 Penalty: 752.687622 Iteration 21Q: 3 clusters Score -179210 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -179210.328125 Penalty: 752.687622 Iteration 22Q: 3 clusters Score -179210.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -179210.859375 Penalty: 752.687622 Iteration 23Q: 3 clusters Score -179210.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -179211.562500 Penalty: 752.687622 Iteration 24Q: 3 clusters Score -179211.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -179211.468750 Penalty: 752.687622 Iteration 25Q: 3 clusters Score -179211.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -179212.171875 Penalty: 752.687622 Iteration 26Q: 3 clusters Score -179212.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -179212.546875 Penalty: 752.687622 Iteration 27Q: 3 clusters Score -179212.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -179212.890625 Penalty: 752.687622 Iteration 28Q: 3 clusters Score -179212.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -179213.343750 Penalty: 752.687622 Iteration 29Q: 3 clusters Score -179213.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -179213.687500 Penalty: 752.687622 Iteration 30Q: 3 clusters Score -179213.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -179214.453125 Penalty: 752.687622 Iteration 31Q: 3 clusters Score -179214.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -179214.640625 Penalty: 752.687622 Iteration 32Q: 3 clusters Score -179214.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -179215.265625 Penalty: 752.687622 Iteration 33Q: 3 clusters Score -179215.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -179216.093750 Penalty: 752.687622 Iteration 34Q: 3 clusters Score -179216.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -179217.671875 Penalty: 752.687622 Iteration 35Q: 3 clusters Score -179217.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -179218.531250 Penalty: 752.687622 Iteration 36Q: 3 clusters Score -179218.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -179220.078125 Penalty: 752.687622 Iteration 37Q: 3 clusters Score -179220.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -179221.656250 Penalty: 752.687622 Iteration 38Q: 3 clusters Score -179221.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -179222.843750 Penalty: 752.687622 Iteration 39Q: 3 clusters Score -179222.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -179224.015625 Penalty: 752.687622 Iteration 40F: 3 clusters Score -179224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -179225.328125 Penalty: 752.687622 Iteration 41Q: 3 clusters Score -179225.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -179228.125000 Penalty: 752.687622 Iteration 42Q: 3 clusters Score -179228.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -179230.828125 Penalty: 752.687622 Iteration 43Q: 3 clusters Score -179230.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -179232.406250 Penalty: 752.687622 Iteration 44Q: 3 clusters Score -179232.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -179233.828125 Penalty: 752.687622 Iteration 45Q: 3 clusters Score -179233.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -179235.078125 Penalty: 752.687622 Iteration 46Q: 3 clusters Score -179235.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -179236.078125 Penalty: 752.687622 Iteration 47Q: 3 clusters Score -179236.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -179237.531250 Penalty: 752.687622 Iteration 48Q: 3 clusters Score -179237.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -179237.671875 Penalty: 752.687622 Iteration 49Q: 3 clusters Score -179237.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -179238.125000 Penalty: 752.687622 Iteration 50Q: 3 clusters Score -179238.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -179238.281250 Penalty: 752.687622 Iteration 51Q: 3 clusters Score -179238.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -179238.625000 Penalty: 752.687622 Iteration 52Q: 3 clusters Score -179238.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -179238.531250 Penalty: 752.687622 Iteration 53Q: 3 clusters Score -179238.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -179238.984375 Penalty: 752.687622 Iteration 54Q: 3 clusters Score -179239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -179238.921875 Penalty: 752.687622 Iteration 55Q: 3 clusters Score -179238.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -179238.921875 Penalty: 752.687622 Iteration 56Q: 3 clusters Score -179238.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -179239.187500 Penalty: 752.687622 Iteration 57Q: 3 clusters Score -179239.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -179239.203125 Penalty: 752.687622 Iteration 58Q: 3 clusters Score -179239.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -179239.328125 Penalty: 752.687622 Iteration 59Q: 3 clusters Score -179239.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -179239.328125 Penalty: 752.687622 Iteration 60F: 3 clusters Score -179239.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (17611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17611 members Entering Unmasked Estep Score: -900848.000000 Penalty: 444.820709 Iteration 0F: 2 clusters Score -900848 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -889128.687500 Penalty: 889.641418 Iteration 0F: 3 clusters Score -889128.7 nChanged 8362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -893775.875000 Penalty: 889.641418 Iteration 1F: 3 clusters Score -893775.9 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -894021.437500 Penalty: 889.641418 Iteration 2Q: 3 clusters Score -894021.4 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10178 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -894364.687500 Penalty: 889.641418 Iteration 3Q: 3 clusters Score -894364.7 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -894888.750000 Penalty: 889.641418 Iteration 4F: 3 clusters Score -894888.8 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -895708.062500 Penalty: 889.641418 Iteration 5F: 3 clusters Score -895708.1 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13300 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -896840.875000 Penalty: 889.641418 Iteration 6F: 3 clusters Score -896840.9 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14551 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -898020.187500 Penalty: 889.641418 Iteration 7F: 3 clusters Score -898020.2 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15480 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -898900.500000 Penalty: 889.641418 Iteration 8F: 3 clusters Score -898900.5 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16094 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -899554.187500 Penalty: 889.641418 Iteration 9Q: 3 clusters Score -899554.2 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16426 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -899961.812500 Penalty: 889.641418 Iteration 10Q: 3 clusters Score -899961.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16602 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -900197.750000 Penalty: 889.641418 Iteration 11Q: 3 clusters Score -900197.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16683 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -900304.000000 Penalty: 889.641418 Iteration 12Q: 3 clusters Score -900304 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16747 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -900383.125000 Penalty: 889.641418 Iteration 13Q: 3 clusters Score -900383.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -900435.625000 Penalty: 889.641418 Iteration 14Q: 3 clusters Score -900435.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16804 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -900470.062500 Penalty: 889.641418 Iteration 15Q: 3 clusters Score -900470.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16829 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -900488.625000 Penalty: 889.641418 Iteration 16Q: 3 clusters Score -900488.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16846 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -900500.937500 Penalty: 889.641418 Iteration 17Q: 3 clusters Score -900500.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16859 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -900513.187500 Penalty: 889.641418 Iteration 18Q: 3 clusters Score -900513.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16866 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -900523.500000 Penalty: 889.641418 Iteration 19Q: 3 clusters Score -900523.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16872 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -900531.187500 Penalty: 889.641418 Iteration 20F: 3 clusters Score -900531.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16882 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -900534.625000 Penalty: 889.641418 Iteration 21Q: 3 clusters Score -900534.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16897 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -900542.250000 Penalty: 889.641418 Iteration 22Q: 3 clusters Score -900542.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16905 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -900549.812500 Penalty: 889.641418 Iteration 23Q: 3 clusters Score -900549.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16906 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -900553.000000 Penalty: 889.641418 Iteration 24Q: 3 clusters Score -900553 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16914 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -900555.875000 Penalty: 889.641418 Iteration 25Q: 3 clusters Score -900555.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16920 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -900557.875000 Penalty: 889.641418 Iteration 26Q: 3 clusters Score -900557.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16922 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -900557.937500 Penalty: 889.641418 Iteration 27Q: 3 clusters Score -900557.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16922 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -900558.562500 Penalty: 889.641418 Iteration 28Q: 3 clusters Score -900558.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16920 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -900559.250000 Penalty: 889.641418 Iteration 29Q: 3 clusters Score -900559.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16917 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -900557.562500 Penalty: 889.641418 Iteration 30Q: 3 clusters Score -900557.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16916 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -900558.562500 Penalty: 889.641418 Iteration 31Q: 3 clusters Score -900558.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16917 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -900559.750000 Penalty: 889.641418 Iteration 32Q: 3 clusters Score -900559.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16919 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -900560.000000 Penalty: 889.641418 Iteration 33Q: 3 clusters Score -900560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16918 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -900560.875000 Penalty: 889.641418 Iteration 34Q: 3 clusters Score -900560.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16918 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -900560.875000 Penalty: 889.641418 Iteration 35F: 3 clusters Score -900560.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Entering Unmasked Estep Score: -115470.726562 Penalty: 357.037628 Iteration 0F: 2 clusters Score -115470.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -113685.203125 Penalty: 714.075256 Iteration 0F: 3 clusters Score -113685.2 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -114271.015625 Penalty: 714.075256 Iteration 1F: 3 clusters Score -114271 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -114513.562500 Penalty: 714.075256 Iteration 2F: 3 clusters Score -114513.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -114766.476562 Penalty: 714.075256 Iteration 3F: 3 clusters Score -114766.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -115009.914062 Penalty: 714.075256 Iteration 4F: 3 clusters Score -115009.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -115160.117188 Penalty: 714.075256 Iteration 5F: 3 clusters Score -115160.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -115274.195312 Penalty: 714.075256 Iteration 6F: 3 clusters Score -115274.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -115343.500000 Penalty: 714.075256 Iteration 7Q: 3 clusters Score -115343.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -115410.570312 Penalty: 714.075256 Iteration 8Q: 3 clusters Score -115410.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -115436.203125 Penalty: 714.075256 Iteration 9Q: 3 clusters Score -115436.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -115443.343750 Penalty: 714.075256 Iteration 10Q: 3 clusters Score -115443.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -115445.835938 Penalty: 714.075256 Iteration 11Q: 3 clusters Score -115445.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -115447.710938 Penalty: 714.075256 Iteration 12Q: 3 clusters Score -115447.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -115448.664062 Penalty: 714.075256 Iteration 13Q: 3 clusters Score -115448.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -115449.257812 Penalty: 714.075256 Iteration 14Q: 3 clusters Score -115449.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -115449.234375 Penalty: 714.075256 Iteration 15Q: 3 clusters Score -115449.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -115449.234375 Penalty: 714.075256 Iteration 16F: 3 clusters Score -115449.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Entering Unmasked Estep Score: -8691.972656 Penalty: 248.411148 Iteration 0F: 2 clusters Score -8691.973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -8407.802734 Penalty: 496.822296 Iteration 0F: 3 clusters Score -8407.803 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8551.352539 Penalty: 496.822296 Iteration 1F: 3 clusters Score -8551.353 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -8598.505859 Penalty: 496.822296 Iteration 2F: 3 clusters Score -8598.506 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8623.430664 Penalty: 496.822296 Iteration 3F: 3 clusters Score -8623.431 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -8640.231445 Penalty: 496.822296 Iteration 4Q: 3 clusters Score -8640.231 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -8647.811523 Penalty: 496.822296 Iteration 5Q: 3 clusters Score -8647.812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8649.849609 Penalty: 496.822296 Iteration 6Q: 3 clusters Score -8649.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -8649.849609 Penalty: 496.822296 Iteration 7F: 3 clusters Score -8649.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Entering Unmasked Estep Score: -19995.119141 Penalty: 278.970795 Iteration 0F: 2 clusters Score -19995.12 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 217 members Entering Unmasked Estep Score: -19533.169922 Penalty: 557.941589 Iteration 0F: 3 clusters Score -19533.17 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -19649.507812 Penalty: 557.941589 Iteration 1F: 3 clusters Score -19649.51 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -19797.667969 Penalty: 557.941589 Iteration 2F: 3 clusters Score -19797.67 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -20055.781250 Penalty: 557.941589 Iteration 3F: 3 clusters Score -20055.78 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20176.658203 Penalty: 557.941589 Iteration 4F: 3 clusters Score -20176.66 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -20245.246094 Penalty: 557.941589 Iteration 5F: 3 clusters Score -20245.25 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -20300.455078 Penalty: 557.941589 Iteration 6F: 3 clusters Score -20300.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -20335.443359 Penalty: 557.941589 Iteration 7Q: 3 clusters Score -20335.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -20353.162109 Penalty: 557.941589 Iteration 8Q: 3 clusters Score -20353.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -20378.861328 Penalty: 557.941589 Iteration 9Q: 3 clusters Score -20378.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -20378.861328 Penalty: 557.941589 Iteration 10F: 3 clusters Score -20378.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203613 members Mstep: Class 5 contains 4338 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2434 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 513 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153611 members Mstep: Class 13 contains 5419 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52932 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 23540 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3910 members Mstep: Class 21 contains 17611 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 54 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Entering Unmasked Estep Score: -24280330.000000 Penalty: 16732.337891 Splitting cluster 24 changes total score from -24280246.000000 to -24280330.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 25 (758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Entering Unmasked Estep Score: -32794.160156 Penalty: 301.696106 Iteration 0F: 2 clusters Score -32794.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -32123.560547 Penalty: 603.392212 Iteration 0F: 3 clusters Score -32123.56 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -32292.904297 Penalty: 603.392212 Iteration 1F: 3 clusters Score -32292.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -32348.427734 Penalty: 603.392212 Iteration 2F: 3 clusters Score -32348.43 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -32431.234375 Penalty: 603.392212 Iteration 3F: 3 clusters Score -32431.23 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -32523.482422 Penalty: 603.392212 Iteration 4F: 3 clusters Score -32523.48 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -32581.796875 Penalty: 603.392212 Iteration 5F: 3 clusters Score -32581.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -32617.521484 Penalty: 603.392212 Iteration 6F: 3 clusters Score -32617.52 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -32654.880859 Penalty: 603.392212 Iteration 7Q: 3 clusters Score -32654.88 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -32700.361328 Penalty: 603.392212 Iteration 8Q: 3 clusters Score -32700.36 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -32747.230469 Penalty: 603.392212 Iteration 9F: 3 clusters Score -32747.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -32783.550781 Penalty: 603.392212 Iteration 10Q: 3 clusters Score -32783.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -32827.847656 Penalty: 603.392212 Iteration 11Q: 3 clusters Score -32827.85 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -32851.433594 Penalty: 603.392212 Iteration 12Q: 3 clusters Score -32851.43 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -32865.265625 Penalty: 603.392212 Iteration 13Q: 3 clusters Score -32865.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -32872.226562 Penalty: 603.392212 Iteration 14Q: 3 clusters Score -32872.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -32873.933594 Penalty: 603.392212 Iteration 15Q: 3 clusters Score -32873.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -32874.046875 Penalty: 603.392212 Iteration 16Q: 3 clusters Score -32874.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -32874.406250 Penalty: 603.392212 Iteration 17Q: 3 clusters Score -32874.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -32874.406250 Penalty: 603.392212 Iteration 18F: 3 clusters Score -32874.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203613 members Mstep: Class 5 contains 4338 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2434 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 513 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153611 members Mstep: Class 13 contains 5419 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52932 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 23540 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3910 members Mstep: Class 21 contains 17611 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 54 members Mstep: Class 25 contains 491 members Mstep: Class 26 contains 558 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 267 members Entering Unmasked Estep Score: -24280110.000000 Penalty: 17329.921875 Splitting cluster 25 changes total score from -24280246.000000 to -24280110.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 26 (558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Entering Unmasked Estep Score: -24437.906250 Penalty: 287.758331 Iteration 0F: 2 clusters Score -24437.91 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 273 members Entering Unmasked Estep Score: -23912.876953 Penalty: 575.516663 Iteration 0F: 3 clusters Score -23912.88 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -24105.730469 Penalty: 575.516663 Iteration 1F: 3 clusters Score -24105.73 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -24232.634766 Penalty: 575.516663 Iteration 2F: 3 clusters Score -24232.63 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -24361.500000 Penalty: 575.516663 Iteration 3F: 3 clusters Score -24361.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -24516.349609 Penalty: 575.516663 Iteration 4F: 3 clusters Score -24516.35 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -24702.636719 Penalty: 575.516663 Iteration 5F: 3 clusters Score -24702.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -24790.970703 Penalty: 575.516663 Iteration 6Q: 3 clusters Score -24790.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -24795.210938 Penalty: 575.516663 Iteration 7Q: 3 clusters Score -24795.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -24796.509766 Penalty: 575.516663 Iteration 8Q: 3 clusters Score -24796.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -24797.423828 Penalty: 575.516663 Iteration 9Q: 3 clusters Score -24797.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -24797.423828 Penalty: 575.516663 Iteration 10F: 3 clusters Score -24797.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203613 members Mstep: Class 5 contains 4338 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2434 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 513 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153611 members Mstep: Class 13 contains 5419 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52932 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 23540 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3910 members Mstep: Class 21 contains 17611 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 54 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 260 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 298 members Entering Unmasked Estep Score: -24280364.000000 Penalty: 17329.921875 Splitting cluster 26 changes total score from -24280246.000000 to -24280364.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 27 (610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Entering Unmasked Estep Score: -25858.906250 Penalty: 291.812378 Iteration 0F: 2 clusters Score -25858.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -25298.976562 Penalty: 583.624756 Iteration 0F: 3 clusters Score -25298.98 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -25519.781250 Penalty: 583.624756 Iteration 1F: 3 clusters Score -25519.78 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -25587.970703 Penalty: 583.624756 Iteration 2F: 3 clusters Score -25587.97 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -25663.964844 Penalty: 583.624756 Iteration 3F: 3 clusters Score -25663.96 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -25729.048828 Penalty: 583.624756 Iteration 4F: 3 clusters Score -25729.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25776.482422 Penalty: 583.624756 Iteration 5Q: 3 clusters Score -25776.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -25801.720703 Penalty: 583.624756 Iteration 6Q: 3 clusters Score -25801.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -25818.582031 Penalty: 583.624756 Iteration 7Q: 3 clusters Score -25818.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -25826.828125 Penalty: 583.624756 Iteration 8Q: 3 clusters Score -25826.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -25829.371094 Penalty: 583.624756 Iteration 9Q: 3 clusters Score -25829.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -25829.914062 Penalty: 583.624756 Iteration 10Q: 3 clusters Score -25829.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -25830.646484 Penalty: 583.624756 Iteration 11Q: 3 clusters Score -25830.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -25831.132812 Penalty: 583.624756 Iteration 12Q: 3 clusters Score -25831.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -25831.373047 Penalty: 583.624756 Iteration 13Q: 3 clusters Score -25831.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -25831.373047 Penalty: 583.624756 Iteration 14F: 3 clusters Score -25831.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203613 members Mstep: Class 5 contains 4338 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2434 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 513 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153611 members Mstep: Class 13 contains 5419 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52932 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 23540 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 170 members Mstep: Class 20 contains 3910 members Mstep: Class 21 contains 17611 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 54 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 260 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24280478.000000 Penalty: 17329.921875 Iteration 119Q: 30 clusters Score -2.428048e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 411 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 203669 members Mstep: Class 5 contains 4344 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2440 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 523 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153417 members Mstep: Class 13 contains 5386 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52914 members Mstep: Class 16 contains 22457 members Mstep: Class 17 contains 23796 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 171 members Mstep: Class 20 contains 3898 members Mstep: Class 21 contains 17554 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 52 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 257 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 298 members Entering Unmasked Estep ConsiderDeletion Score: -24280676.000000 Penalty: 17329.921875 Iteration 120F: 30 clusters Score -2.428068e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 411 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 203722 members Mstep: Class 5 contains 4348 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2444 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 533 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153239 members Mstep: Class 13 contains 5350 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 52891 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 24031 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 173 members Mstep: Class 20 contains 3889 members Mstep: Class 21 contains 17510 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 50 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 263 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 290 members Entering Unmasked Estep ConsiderDeletion Score: -24280912.000000 Penalty: 17329.921875 Iteration 121Q: 30 clusters Score -2.428091e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 203768 members Mstep: Class 5 contains 4354 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2447 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 544 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 153050 members Mstep: Class 13 contains 5312 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52867 members Mstep: Class 16 contains 22459 members Mstep: Class 17 contains 24286 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 174 members Mstep: Class 20 contains 3877 members Mstep: Class 21 contains 17466 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 276 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 277 members Entering Unmasked Estep ConsiderDeletion Score: -24281062.000000 Penalty: 17329.921875 Iteration 122Q: 30 clusters Score -2.428106e+07 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 203814 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2452 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 556 members Mstep: Class 11 contains 713 members Mstep: Class 12 contains 152838 members Mstep: Class 13 contains 5276 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52847 members Mstep: Class 16 contains 22461 members Mstep: Class 17 contains 24541 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 3870 members Mstep: Class 21 contains 17423 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 285 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 267 members Entering Unmasked Estep ConsiderDeletion Score: -24281310.000000 Penalty: 17329.921875 Iteration 123Q: 30 clusters Score -2.428131e+07 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 409 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 203868 members Mstep: Class 5 contains 4372 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2458 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 571 members Mstep: Class 11 contains 714 members Mstep: Class 12 contains 152572 members Mstep: Class 13 contains 5250 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52831 members Mstep: Class 16 contains 22463 members Mstep: Class 17 contains 24760 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 3860 members Mstep: Class 21 contains 17446 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 300 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 252 members Entering Unmasked Estep ConsiderDeletion Score: -24281448.000000 Penalty: 17329.921875 Iteration 124Q: 30 clusters Score -2.428145e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 203931 members Mstep: Class 5 contains 4375 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2466 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 581 members Mstep: Class 11 contains 716 members Mstep: Class 12 contains 152328 members Mstep: Class 13 contains 5226 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52809 members Mstep: Class 16 contains 22467 members Mstep: Class 17 contains 24970 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3853 members Mstep: Class 21 contains 17454 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 315 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24281576.000000 Penalty: 17329.921875 Iteration 125Q: 30 clusters Score -2.428158e+07 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 203985 members Mstep: Class 5 contains 4382 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2472 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 587 members Mstep: Class 11 contains 719 members Mstep: Class 12 contains 152088 members Mstep: Class 13 contains 5193 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52791 members Mstep: Class 16 contains 22470 members Mstep: Class 17 contains 25173 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 177 members Mstep: Class 20 contains 3848 members Mstep: Class 21 contains 17476 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 320 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 230 members Entering Unmasked Estep ConsiderDeletion Score: -24281700.000000 Penalty: 17329.921875 Iteration 126Q: 30 clusters Score -2.42817e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 204026 members Mstep: Class 5 contains 4395 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2476 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 593 members Mstep: Class 11 contains 722 members Mstep: Class 12 contains 151893 members Mstep: Class 13 contains 5166 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52768 members Mstep: Class 16 contains 22474 members Mstep: Class 17 contains 25376 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 177 members Mstep: Class 20 contains 3840 members Mstep: Class 21 contains 17463 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 326 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 224 members Entering Unmasked Estep ConsiderDeletion Score: -24281822.000000 Penalty: 17329.921875 Iteration 127Q: 30 clusters Score -2.428182e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 204079 members Mstep: Class 5 contains 4406 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2484 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 602 members Mstep: Class 11 contains 723 members Mstep: Class 12 contains 151711 members Mstep: Class 13 contains 5132 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52737 members Mstep: Class 16 contains 22480 members Mstep: Class 17 contains 25527 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 177 members Mstep: Class 20 contains 3832 members Mstep: Class 21 contains 17484 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 332 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24281934.000000 Penalty: 17329.921875 Iteration 128Q: 30 clusters Score -2.428193e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 204121 members Mstep: Class 5 contains 4416 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2491 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 610 members Mstep: Class 11 contains 723 members Mstep: Class 12 contains 151555 members Mstep: Class 13 contains 5092 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52719 members Mstep: Class 16 contains 22486 members Mstep: Class 17 contains 25670 members Mstep: Class 18 contains 99 members Mstep: Class 19 contains 177 members Mstep: Class 20 contains 3822 members Mstep: Class 21 contains 17506 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 338 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 212 members Entering Unmasked Estep ConsiderDeletion Score: -24282006.000000 Penalty: 17329.921875 Iteration 129Q: 30 clusters Score -2.428201e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 204161 members Mstep: Class 5 contains 4425 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2498 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 620 members Mstep: Class 11 contains 723 members Mstep: Class 12 contains 151386 members Mstep: Class 13 contains 5052 members Mstep: Class 14 contains 465 members Mstep: Class 15 contains 52698 members Mstep: Class 16 contains 22489 members Mstep: Class 17 contains 25821 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3815 members Mstep: Class 21 contains 17524 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 351 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 200 members Entering Unmasked Estep ConsiderDeletion Score: -24282004.000000 Penalty: 17329.921875 Iteration 130Q: 30 clusters Score -2.4282e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 204218 members Mstep: Class 5 contains 4431 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2504 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 630 members Mstep: Class 11 contains 723 members Mstep: Class 12 contains 151197 members Mstep: Class 13 contains 5017 members Mstep: Class 14 contains 464 members Mstep: Class 15 contains 52673 members Mstep: Class 16 contains 22489 members Mstep: Class 17 contains 25959 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3809 members Mstep: Class 21 contains 17567 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 363 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -24282182.000000 Penalty: 17329.921875 Iteration 131Q: 30 clusters Score -2.428218e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 204265 members Mstep: Class 5 contains 4438 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2507 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 723 members Mstep: Class 12 contains 151002 members Mstep: Class 13 contains 4986 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52660 members Mstep: Class 16 contains 22490 members Mstep: Class 17 contains 26076 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3805 members Mstep: Class 21 contains 17626 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 374 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 177 members Entering Unmasked Estep ConsiderDeletion Score: -24282258.000000 Penalty: 17329.921875 Iteration 132Q: 30 clusters Score -2.428226e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 204280 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2511 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 659 members Mstep: Class 11 contains 723 members Mstep: Class 12 contains 150842 members Mstep: Class 13 contains 4959 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52651 members Mstep: Class 16 contains 22498 members Mstep: Class 17 contains 26182 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3803 members Mstep: Class 21 contains 17674 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 383 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 167 members Entering Unmasked Estep ConsiderDeletion Score: -24282276.000000 Penalty: 17329.921875 Iteration 133Q: 30 clusters Score -2.428228e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 204297 members Mstep: Class 5 contains 4456 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2515 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 669 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 150680 members Mstep: Class 13 contains 4929 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52642 members Mstep: Class 16 contains 22503 members Mstep: Class 17 contains 26297 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3801 members Mstep: Class 21 contains 17721 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 387 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 163 members Entering Unmasked Estep ConsiderDeletion Score: -24282390.000000 Penalty: 17329.921875 Iteration 134Q: 30 clusters Score -2.428239e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 204323 members Mstep: Class 5 contains 4462 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2519 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 676 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 150512 members Mstep: Class 13 contains 4909 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52632 members Mstep: Class 16 contains 22506 members Mstep: Class 17 contains 26408 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3799 members Mstep: Class 21 contains 17767 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 394 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 156 members Entering Unmasked Estep ConsiderDeletion Score: -24282504.000000 Penalty: 17329.921875 Iteration 135Q: 30 clusters Score -2.42825e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 204353 members Mstep: Class 5 contains 4469 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2522 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 683 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 150361 members Mstep: Class 13 contains 4892 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52627 members Mstep: Class 16 contains 22506 members Mstep: Class 17 contains 26500 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3792 members Mstep: Class 21 contains 17819 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 402 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 148 members Entering Unmasked Estep ConsiderDeletion Score: -24282616.000000 Penalty: 17329.921875 Iteration 136Q: 30 clusters Score -2.428262e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204362 members Mstep: Class 5 contains 4477 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2526 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 686 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 150229 members Mstep: Class 13 contains 4872 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52620 members Mstep: Class 16 contains 22508 members Mstep: Class 17 contains 26586 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3790 members Mstep: Class 21 contains 17875 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 402 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 147 members Entering Unmasked Estep ConsiderDeletion Score: -24282728.000000 Penalty: 17329.921875 Iteration 137Q: 30 clusters Score -2.428273e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204372 members Mstep: Class 5 contains 4482 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2530 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 150100 members Mstep: Class 13 contains 4861 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52611 members Mstep: Class 16 contains 22513 members Mstep: Class 17 contains 26663 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3793 members Mstep: Class 21 contains 17919 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 405 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 144 members Entering Unmasked Estep ConsiderDeletion Score: -24282780.000000 Penalty: 17329.921875 Iteration 138Q: 30 clusters Score -2.428278e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204376 members Mstep: Class 5 contains 4484 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2533 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 694 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 150000 members Mstep: Class 13 contains 4855 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52607 members Mstep: Class 16 contains 22514 members Mstep: Class 17 contains 26720 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3792 members Mstep: Class 21 contains 17959 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 406 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 143 members Entering Unmasked Estep ConsiderDeletion Score: -24282830.000000 Penalty: 17329.921875 Iteration 139Q: 30 clusters Score -2.428283e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204389 members Mstep: Class 5 contains 4485 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2535 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149888 members Mstep: Class 13 contains 4860 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52603 members Mstep: Class 16 contains 22514 members Mstep: Class 17 contains 26768 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3793 members Mstep: Class 21 contains 18003 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 408 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 141 members Entering Unmasked Estep ConsiderDeletion Score: -24282834.000000 Penalty: 17329.921875 Iteration 140F: 30 clusters Score -2.428283e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204399 members Mstep: Class 5 contains 4488 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2536 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149795 members Mstep: Class 13 contains 4862 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52603 members Mstep: Class 16 contains 22514 members Mstep: Class 17 contains 26820 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3794 members Mstep: Class 21 contains 18025 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 133 members Entering Unmasked Estep ConsiderDeletion Score: -24283102.000000 Penalty: 17329.921875 Iteration 141Q: 30 clusters Score -2.42831e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204403 members Mstep: Class 5 contains 4489 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2537 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 700 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149706 members Mstep: Class 13 contains 4858 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52602 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 26859 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3793 members Mstep: Class 21 contains 18071 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283178.000000 Penalty: 17329.921875 Iteration 142Q: 30 clusters Score -2.428318e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204411 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2541 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149638 members Mstep: Class 13 contains 4852 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52600 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 26901 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3795 members Mstep: Class 21 contains 18088 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283196.000000 Penalty: 17329.921875 Iteration 143Q: 30 clusters Score -2.42832e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204412 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2544 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 704 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149582 members Mstep: Class 13 contains 4841 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52600 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 26940 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3796 members Mstep: Class 21 contains 18109 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283232.000000 Penalty: 17329.921875 Iteration 144Q: 30 clusters Score -2.428323e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204418 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2545 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 706 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149523 members Mstep: Class 13 contains 4828 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52600 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 26979 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3793 members Mstep: Class 21 contains 18136 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283230.000000 Penalty: 17329.921875 Iteration 145Q: 30 clusters Score -2.428323e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204429 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 708 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149444 members Mstep: Class 13 contains 4820 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 52600 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 27012 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3790 members Mstep: Class 21 contains 18180 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283272.000000 Penalty: 17329.921875 Iteration 146Q: 30 clusters Score -2.428327e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204435 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2548 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 708 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149381 members Mstep: Class 13 contains 4818 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52599 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 27047 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3790 members Mstep: Class 21 contains 18203 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283298.000000 Penalty: 17329.921875 Iteration 147Q: 30 clusters Score -2.42833e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204443 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2548 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 710 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149321 members Mstep: Class 13 contains 4821 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52599 members Mstep: Class 16 contains 22516 members Mstep: Class 17 contains 27075 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3791 members Mstep: Class 21 contains 18221 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283358.000000 Penalty: 17329.921875 Iteration 148Q: 30 clusters Score -2.428336e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204453 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 713 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149274 members Mstep: Class 13 contains 4821 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52598 members Mstep: Class 16 contains 22517 members Mstep: Class 17 contains 27089 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3789 members Mstep: Class 21 contains 18242 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283380.000000 Penalty: 17329.921875 Iteration 149Q: 30 clusters Score -2.428338e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204464 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149233 members Mstep: Class 13 contains 4818 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52595 members Mstep: Class 16 contains 22517 members Mstep: Class 17 contains 27100 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3786 members Mstep: Class 21 contains 18267 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283372.000000 Penalty: 17329.921875 Iteration 150Q: 30 clusters Score -2.428337e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204462 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 719 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149205 members Mstep: Class 13 contains 4816 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52595 members Mstep: Class 16 contains 22521 members Mstep: Class 17 contains 27108 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3786 members Mstep: Class 21 contains 18285 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283358.000000 Penalty: 17329.921875 Iteration 151Q: 30 clusters Score -2.428336e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204464 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 721 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149186 members Mstep: Class 13 contains 4813 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52594 members Mstep: Class 16 contains 22525 members Mstep: Class 17 contains 27117 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3786 members Mstep: Class 21 contains 18291 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283374.000000 Penalty: 17329.921875 Iteration 152Q: 30 clusters Score -2.428337e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204464 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149168 members Mstep: Class 13 contains 4810 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52594 members Mstep: Class 16 contains 22526 members Mstep: Class 17 contains 27129 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3785 members Mstep: Class 21 contains 18298 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283392.000000 Penalty: 17329.921875 Iteration 153Q: 30 clusters Score -2.428339e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204469 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2550 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149149 members Mstep: Class 13 contains 4807 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52592 members Mstep: Class 16 contains 22526 members Mstep: Class 17 contains 27143 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3783 members Mstep: Class 21 contains 18303 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283414.000000 Penalty: 17329.921875 Iteration 154Q: 30 clusters Score -2.428341e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204476 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2550 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149134 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52588 members Mstep: Class 16 contains 22526 members Mstep: Class 17 contains 27154 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3783 members Mstep: Class 21 contains 18308 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283404.000000 Penalty: 17329.921875 Iteration 155Q: 30 clusters Score -2.42834e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204480 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2550 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 726 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149118 members Mstep: Class 13 contains 4803 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52583 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27165 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18312 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283436.000000 Penalty: 17329.921875 Iteration 156Q: 30 clusters Score -2.428344e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204485 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2550 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149106 members Mstep: Class 13 contains 4804 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52578 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27178 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283456.000000 Penalty: 17329.921875 Iteration 157Q: 30 clusters Score -2.428346e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 204489 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2550 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149104 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52572 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27183 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283474.000000 Penalty: 17329.921875 Iteration 158Q: 30 clusters Score -2.428347e+07 nChanged 15 Entering ConstructFrom: Score: -24283474.000000 Penalty: 17329.921875 Entering ConstructFrom: Trying to split cluster 1 (1966 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Entering Unmasked Estep Score: -100755.257812 Penalty: 345.060913 Iteration 0F: 2 clusters Score -100755.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -99341.656250 Penalty: 690.121826 Iteration 0F: 3 clusters Score -99341.66 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -99797.875000 Penalty: 690.121826 Iteration 1F: 3 clusters Score -99797.88 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -99884.757812 Penalty: 690.121826 Iteration 2F: 3 clusters Score -99884.76 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -99968.109375 Penalty: 690.121826 Iteration 3F: 3 clusters Score -99968.11 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -100052.820312 Penalty: 690.121826 Iteration 4F: 3 clusters Score -100052.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -100119.695312 Penalty: 690.121826 Iteration 5F: 3 clusters Score -100119.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -100165.898438 Penalty: 690.121826 Iteration 6Q: 3 clusters Score -100165.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -100199.890625 Penalty: 690.121826 Iteration 7Q: 3 clusters Score -100199.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -100221.109375 Penalty: 690.121826 Iteration 8Q: 3 clusters Score -100221.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -100246.460938 Penalty: 690.121826 Iteration 9Q: 3 clusters Score -100246.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -100275.976562 Penalty: 690.121826 Iteration 10Q: 3 clusters Score -100276 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -100298.625000 Penalty: 690.121826 Iteration 11Q: 3 clusters Score -100298.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -100327.453125 Penalty: 690.121826 Iteration 12Q: 3 clusters Score -100327.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -100354.156250 Penalty: 690.121826 Iteration 13Q: 3 clusters Score -100354.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -100363.640625 Penalty: 690.121826 Iteration 14Q: 3 clusters Score -100363.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -100378.742188 Penalty: 690.121826 Iteration 15Q: 3 clusters Score -100378.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -100385.632812 Penalty: 690.121826 Iteration 16Q: 3 clusters Score -100385.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -100391.875000 Penalty: 690.121826 Iteration 17Q: 3 clusters Score -100391.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -100397.570312 Penalty: 690.121826 Iteration 18Q: 3 clusters Score -100397.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -100403.328125 Penalty: 690.121826 Iteration 19Q: 3 clusters Score -100403.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -100412.117188 Penalty: 690.121826 Iteration 20F: 3 clusters Score -100412.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -100419.726562 Penalty: 690.121826 Iteration 21Q: 3 clusters Score -100419.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -100427.078125 Penalty: 690.121826 Iteration 22Q: 3 clusters Score -100427.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -100429.289062 Penalty: 690.121826 Iteration 23Q: 3 clusters Score -100429.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -100429.859375 Penalty: 690.121826 Iteration 24Q: 3 clusters Score -100429.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -100430.171875 Penalty: 690.121826 Iteration 25Q: 3 clusters Score -100430.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -100430.570312 Penalty: 690.121826 Iteration 26Q: 3 clusters Score -100430.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -100430.734375 Penalty: 690.121826 Iteration 27Q: 3 clusters Score -100430.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -100430.734375 Penalty: 690.121826 Iteration 28F: 3 clusters Score -100430.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -18675.400391 Penalty: 273.735138 Iteration 0F: 2 clusters Score -18675.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -18258.058594 Penalty: 547.470276 Iteration 0F: 3 clusters Score -18258.06 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -18394.035156 Penalty: 547.470276 Iteration 1F: 3 clusters Score -18394.04 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -18434.050781 Penalty: 547.470276 Iteration 2F: 3 clusters Score -18434.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -18474.349609 Penalty: 547.470276 Iteration 3F: 3 clusters Score -18474.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18493.542969 Penalty: 547.470276 Iteration 4Q: 3 clusters Score -18493.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18509.470703 Penalty: 547.470276 Iteration 5Q: 3 clusters Score -18509.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18520.882812 Penalty: 547.470276 Iteration 6Q: 3 clusters Score -18520.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18533.701172 Penalty: 547.470276 Iteration 7Q: 3 clusters Score -18533.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -18543.804688 Penalty: 547.470276 Iteration 8Q: 3 clusters Score -18543.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -18556.498047 Penalty: 547.470276 Iteration 9Q: 3 clusters Score -18556.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -18558.070312 Penalty: 547.470276 Iteration 10Q: 3 clusters Score -18558.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -18558.900391 Penalty: 547.470276 Iteration 11Q: 3 clusters Score -18558.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -18560.128906 Penalty: 547.470276 Iteration 12Q: 3 clusters Score -18560.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -18560.847656 Penalty: 547.470276 Iteration 13Q: 3 clusters Score -18560.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -18560.847656 Penalty: 547.470276 Iteration 14F: 3 clusters Score -18560.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Entering Unmasked Estep Score: -197136.375000 Penalty: 376.737762 Iteration 0F: 2 clusters Score -197136.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -194452.437500 Penalty: 753.475525 Iteration 0F: 3 clusters Score -194452.4 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -195394.578125 Penalty: 753.475525 Iteration 1F: 3 clusters Score -195394.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -195481.265625 Penalty: 753.475525 Iteration 2F: 3 clusters Score -195481.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -195555.203125 Penalty: 753.475525 Iteration 3F: 3 clusters Score -195555.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -195627.515625 Penalty: 753.475525 Iteration 4Q: 3 clusters Score -195627.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -195685.546875 Penalty: 753.475525 Iteration 5Q: 3 clusters Score -195685.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -195754.625000 Penalty: 753.475525 Iteration 6Q: 3 clusters Score -195754.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -195847.578125 Penalty: 753.475525 Iteration 7Q: 3 clusters Score -195847.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -195954.281250 Penalty: 753.475525 Iteration 8Q: 3 clusters Score -195954.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -196043.796875 Penalty: 753.475525 Iteration 9Q: 3 clusters Score -196043.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -196129.234375 Penalty: 753.475525 Iteration 10Q: 3 clusters Score -196129.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -196202.250000 Penalty: 753.475525 Iteration 11Q: 3 clusters Score -196202.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -196263.515625 Penalty: 753.475525 Iteration 12Q: 3 clusters Score -196263.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -196303.265625 Penalty: 753.475525 Iteration 13Q: 3 clusters Score -196303.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -196339.984375 Penalty: 753.475525 Iteration 14Q: 3 clusters Score -196340 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -196376.890625 Penalty: 753.475525 Iteration 15Q: 3 clusters Score -196376.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -196406.093750 Penalty: 753.475525 Iteration 16Q: 3 clusters Score -196406.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -196428.765625 Penalty: 753.475525 Iteration 17Q: 3 clusters Score -196428.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -196454.968750 Penalty: 753.475525 Iteration 18Q: 3 clusters Score -196455 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -196478.750000 Penalty: 753.475525 Iteration 19Q: 3 clusters Score -196478.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -196505.343750 Penalty: 753.475525 Iteration 20F: 3 clusters Score -196505.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -196530.515625 Penalty: 753.475525 Iteration 21Q: 3 clusters Score -196530.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -196549.500000 Penalty: 753.475525 Iteration 22Q: 3 clusters Score -196549.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -196563.843750 Penalty: 753.475525 Iteration 23Q: 3 clusters Score -196563.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -196581.500000 Penalty: 753.475525 Iteration 24Q: 3 clusters Score -196581.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -196603.609375 Penalty: 753.475525 Iteration 25Q: 3 clusters Score -196603.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -196620.781250 Penalty: 753.475525 Iteration 26Q: 3 clusters Score -196620.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -196642.328125 Penalty: 753.475525 Iteration 27Q: 3 clusters Score -196642.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -196658.437500 Penalty: 753.475525 Iteration 28Q: 3 clusters Score -196658.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -196685.828125 Penalty: 753.475525 Iteration 29Q: 3 clusters Score -196685.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -196713.765625 Penalty: 753.475525 Iteration 30Q: 3 clusters Score -196713.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -196739.687500 Penalty: 753.475525 Iteration 31Q: 3 clusters Score -196739.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -196774.171875 Penalty: 753.475525 Iteration 32Q: 3 clusters Score -196774.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -196806.187500 Penalty: 753.475525 Iteration 33Q: 3 clusters Score -196806.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -196829.796875 Penalty: 753.475525 Iteration 34Q: 3 clusters Score -196829.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -196849.359375 Penalty: 753.475525 Iteration 35Q: 3 clusters Score -196849.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -196855.375000 Penalty: 753.475525 Iteration 36Q: 3 clusters Score -196855.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -196860.593750 Penalty: 753.475525 Iteration 37Q: 3 clusters Score -196860.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -196866.640625 Penalty: 753.475525 Iteration 38Q: 3 clusters Score -196866.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -196871.390625 Penalty: 753.475525 Iteration 39Q: 3 clusters Score -196871.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -196876.687500 Penalty: 753.475525 Iteration 40F: 3 clusters Score -196876.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -196879.031250 Penalty: 753.475525 Iteration 41Q: 3 clusters Score -196879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -196879.031250 Penalty: 753.475525 Iteration 42F: 3 clusters Score -196879 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (204498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204498 members Entering Unmasked Estep Score: -10052430.000000 Penalty: 556.388245 Iteration 0F: 2 clusters Score -1.005243e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102291 members Mstep: Class 2 contains 102207 members Entering Unmasked Estep Score: -9915424.000000 Penalty: 1112.776489 Iteration 0F: 3 clusters Score -9915424 nChanged 100721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112706 members Mstep: Class 2 contains 91792 members Entering Unmasked Estep Score: -9978537.000000 Penalty: 1112.776489 Iteration 1F: 3 clusters Score -9978537 nChanged 9398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118034 members Mstep: Class 2 contains 86464 members Entering Unmasked Estep Score: -9982682.000000 Penalty: 1112.776489 Iteration 2Q: 3 clusters Score -9982682 nChanged 10754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124598 members Mstep: Class 2 contains 79900 members Entering Unmasked Estep Score: -9989156.000000 Penalty: 1112.776489 Iteration 3F: 3 clusters Score -9989156 nChanged 12118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131808 members Mstep: Class 2 contains 72690 members Entering Unmasked Estep Score: -9998886.000000 Penalty: 1112.776489 Iteration 4F: 3 clusters Score -9998886 nChanged 12668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138480 members Mstep: Class 2 contains 66018 members Entering Unmasked Estep Score: -10010502.000000 Penalty: 1112.776489 Iteration 5F: 3 clusters Score -1.00105e+07 nChanged 11465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143359 members Mstep: Class 2 contains 61139 members Entering Unmasked Estep Score: -10018959.000000 Penalty: 1112.776489 Iteration 6F: 3 clusters Score -1.001896e+07 nChanged 7806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147171 members Mstep: Class 2 contains 57327 members Entering Unmasked Estep Score: -10022620.000000 Penalty: 1112.776489 Iteration 7Q: 3 clusters Score -1.002262e+07 nChanged 4762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150963 members Mstep: Class 2 contains 53535 members Entering Unmasked Estep Score: -10024250.000000 Penalty: 1112.776489 Iteration 8Q: 3 clusters Score -1.002425e+07 nChanged 4036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154961 members Mstep: Class 2 contains 49537 members Entering Unmasked Estep Score: -10025636.000000 Penalty: 1112.776489 Iteration 9Q: 3 clusters Score -1.002564e+07 nChanged 4224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159185 members Mstep: Class 2 contains 45313 members Entering Unmasked Estep Score: -10027102.000000 Penalty: 1112.776489 Iteration 10Q: 3 clusters Score -1.00271e+07 nChanged 4364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163549 members Mstep: Class 2 contains 40949 members Entering Unmasked Estep Score: -10028876.000000 Penalty: 1112.776489 Iteration 11Q: 3 clusters Score -1.002888e+07 nChanged 4394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167943 members Mstep: Class 2 contains 36555 members Entering Unmasked Estep Score: -10030774.000000 Penalty: 1112.776489 Iteration 12Q: 3 clusters Score -1.003077e+07 nChanged 4440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172383 members Mstep: Class 2 contains 32115 members Entering Unmasked Estep Score: -10032881.000000 Penalty: 1112.776489 Iteration 13Q: 3 clusters Score -1.003288e+07 nChanged 4408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176791 members Mstep: Class 2 contains 27707 members Entering Unmasked Estep Score: -10035041.000000 Penalty: 1112.776489 Iteration 14Q: 3 clusters Score -1.003504e+07 nChanged 4393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181184 members Mstep: Class 2 contains 23314 members Entering Unmasked Estep Score: -10037465.000000 Penalty: 1112.776489 Iteration 15Q: 3 clusters Score -1.003746e+07 nChanged 4201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185385 members Mstep: Class 2 contains 19113 members Entering Unmasked Estep Score: -10040074.000000 Penalty: 1112.776489 Iteration 16Q: 3 clusters Score -1.004007e+07 nChanged 3886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189271 members Mstep: Class 2 contains 15227 members Entering Unmasked Estep Score: -10042636.000000 Penalty: 1112.776489 Iteration 17Q: 3 clusters Score -1.004264e+07 nChanged 3495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192766 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -10045008.000000 Penalty: 1112.776489 Iteration 18Q: 3 clusters Score -1.004501e+07 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195708 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -10046995.000000 Penalty: 1112.776489 Iteration 19Q: 3 clusters Score -1.0047e+07 nChanged 2453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198161 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -10048726.000000 Penalty: 1112.776489 Iteration 20F: 3 clusters Score -1.004873e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200096 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -10050159.000000 Penalty: 1112.776489 Iteration 21Q: 3 clusters Score -1.005016e+07 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201572 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -10051316.000000 Penalty: 1112.776489 Iteration 22Q: 3 clusters Score -1.005132e+07 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202558 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -10052095.000000 Penalty: 1112.776489 Iteration 23Q: 3 clusters Score -1.00521e+07 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203066 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -10052609.000000 Penalty: 1112.776489 Iteration 24Q: 3 clusters Score -1.005261e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203238 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -10053040.000000 Penalty: 1112.776489 Iteration 25Q: 3 clusters Score -1.005304e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203283 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -10053243.000000 Penalty: 1112.776489 Iteration 26Q: 3 clusters Score -1.005324e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203298 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -10053330.000000 Penalty: 1112.776489 Iteration 27Q: 3 clusters Score -1.005333e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203298 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -10053357.000000 Penalty: 1112.776489 Iteration 28Q: 3 clusters Score -1.005336e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203300 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -10053387.000000 Penalty: 1112.776489 Iteration 29Q: 3 clusters Score -1.005339e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203307 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -10053385.000000 Penalty: 1112.776489 Iteration 30Q: 3 clusters Score -1.005338e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203313 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -10053393.000000 Penalty: 1112.776489 Iteration 31Q: 3 clusters Score -1.005339e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203317 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -10053394.000000 Penalty: 1112.776489 Iteration 32Q: 3 clusters Score -1.005339e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203320 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -10053394.000000 Penalty: 1112.776489 Iteration 33Q: 3 clusters Score -1.005339e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203320 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -10053390.000000 Penalty: 1112.776489 Iteration 34Q: 3 clusters Score -1.005339e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203322 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -10053391.000000 Penalty: 1112.776489 Iteration 35Q: 3 clusters Score -1.005339e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203326 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -10053393.000000 Penalty: 1112.776489 Iteration 36Q: 3 clusters Score -1.005339e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203329 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -10053385.000000 Penalty: 1112.776489 Iteration 37Q: 3 clusters Score -1.005338e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203328 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -10053390.000000 Penalty: 1112.776489 Iteration 38Q: 3 clusters Score -1.005339e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203327 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -10053393.000000 Penalty: 1112.776489 Iteration 39Q: 3 clusters Score -1.005339e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203327 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -10053468.000000 Penalty: 1112.776489 Iteration 40F: 3 clusters Score -1.005347e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203248 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -10053576.000000 Penalty: 1112.776489 Iteration 41Q: 3 clusters Score -1.005358e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203192 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -10053619.000000 Penalty: 1112.776489 Iteration 42Q: 3 clusters Score -1.005362e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203137 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -10053681.000000 Penalty: 1112.776489 Iteration 43Q: 3 clusters Score -1.005368e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203081 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -10053722.000000 Penalty: 1112.776489 Iteration 44Q: 3 clusters Score -1.005372e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203029 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -10053739.000000 Penalty: 1112.776489 Iteration 45Q: 3 clusters Score -1.005374e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202976 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -10053782.000000 Penalty: 1112.776489 Iteration 46Q: 3 clusters Score -1.005378e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202936 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -10053807.000000 Penalty: 1112.776489 Iteration 47Q: 3 clusters Score -1.005381e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202905 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -10053815.000000 Penalty: 1112.776489 Iteration 48Q: 3 clusters Score -1.005382e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202885 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -10053821.000000 Penalty: 1112.776489 Iteration 49Q: 3 clusters Score -1.005382e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202872 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -10053814.000000 Penalty: 1112.776489 Iteration 50Q: 3 clusters Score -1.005381e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202860 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -10053822.000000 Penalty: 1112.776489 Iteration 51Q: 3 clusters Score -1.005382e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202850 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -10053820.000000 Penalty: 1112.776489 Iteration 52Q: 3 clusters Score -1.005382e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202845 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -10053827.000000 Penalty: 1112.776489 Iteration 53Q: 3 clusters Score -1.005383e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202839 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -10053824.000000 Penalty: 1112.776489 Iteration 54Q: 3 clusters Score -1.005382e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202836 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -10053829.000000 Penalty: 1112.776489 Iteration 55Q: 3 clusters Score -1.005383e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202830 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -10053829.000000 Penalty: 1112.776489 Iteration 56Q: 3 clusters Score -1.005383e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202828 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -10053833.000000 Penalty: 1112.776489 Iteration 57Q: 3 clusters Score -1.005383e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202826 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -10053834.000000 Penalty: 1112.776489 Iteration 58Q: 3 clusters Score -1.005383e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202825 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -10053834.000000 Penalty: 1112.776489 Iteration 59Q: 3 clusters Score -1.005383e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202823 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -10053841.000000 Penalty: 1112.776489 Iteration 60F: 3 clusters Score -1.005384e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202817 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -10053853.000000 Penalty: 1112.776489 Iteration 61Q: 3 clusters Score -1.005385e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202808 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -10053866.000000 Penalty: 1112.776489 Iteration 62Q: 3 clusters Score -1.005387e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202800 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -10053868.000000 Penalty: 1112.776489 Iteration 63Q: 3 clusters Score -1.005387e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202798 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -10053867.000000 Penalty: 1112.776489 Iteration 64Q: 3 clusters Score -1.005387e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202798 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -10053864.000000 Penalty: 1112.776489 Iteration 65Q: 3 clusters Score -1.005386e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202798 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -10053864.000000 Penalty: 1112.776489 Iteration 66F: 3 clusters Score -1.005386e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202798 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 223 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149102 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52563 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27187 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1700 members Entering Unmasked Estep Score: -24284772.000000 Penalty: 17927.505859 Splitting cluster 4 changes total score from -24283474.000000 to -24284772.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 5 (4490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Entering Unmasked Estep Score: -221471.046875 Penalty: 382.637146 Iteration 0F: 2 clusters Score -221471 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -218365.484375 Penalty: 765.274292 Iteration 0F: 3 clusters Score -218365.5 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -219549.984375 Penalty: 765.274292 Iteration 1F: 3 clusters Score -219550 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -219749.281250 Penalty: 765.274292 Iteration 2F: 3 clusters Score -219749.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -219992.062500 Penalty: 765.274292 Iteration 3F: 3 clusters Score -219992.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -220294.625000 Penalty: 765.274292 Iteration 4F: 3 clusters Score -220294.6 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -220581.281250 Penalty: 765.274292 Iteration 5F: 3 clusters Score -220581.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -220786.343750 Penalty: 765.274292 Iteration 6F: 3 clusters Score -220786.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -220893.906250 Penalty: 765.274292 Iteration 7Q: 3 clusters Score -220893.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -220956.687500 Penalty: 765.274292 Iteration 8Q: 3 clusters Score -220956.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -221002.375000 Penalty: 765.274292 Iteration 9Q: 3 clusters Score -221002.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -221043.921875 Penalty: 765.274292 Iteration 10Q: 3 clusters Score -221043.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -221069.921875 Penalty: 765.274292 Iteration 11Q: 3 clusters Score -221069.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -221083.000000 Penalty: 765.274292 Iteration 12Q: 3 clusters Score -221083 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -221095.781250 Penalty: 765.274292 Iteration 13Q: 3 clusters Score -221095.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -221106.671875 Penalty: 765.274292 Iteration 14Q: 3 clusters Score -221106.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -221116.718750 Penalty: 765.274292 Iteration 15Q: 3 clusters Score -221116.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -221126.203125 Penalty: 765.274292 Iteration 16Q: 3 clusters Score -221126.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -221142.187500 Penalty: 765.274292 Iteration 17Q: 3 clusters Score -221142.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -221153.765625 Penalty: 765.274292 Iteration 18Q: 3 clusters Score -221153.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -221161.734375 Penalty: 765.274292 Iteration 19Q: 3 clusters Score -221161.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -221166.734375 Penalty: 765.274292 Iteration 20F: 3 clusters Score -221166.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -221173.046875 Penalty: 765.274292 Iteration 21Q: 3 clusters Score -221173 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -221179.906250 Penalty: 765.274292 Iteration 22Q: 3 clusters Score -221179.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -221188.375000 Penalty: 765.274292 Iteration 23Q: 3 clusters Score -221188.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -221194.343750 Penalty: 765.274292 Iteration 24Q: 3 clusters Score -221194.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -221199.250000 Penalty: 765.274292 Iteration 25Q: 3 clusters Score -221199.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -221204.484375 Penalty: 765.274292 Iteration 26Q: 3 clusters Score -221204.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -221207.671875 Penalty: 765.274292 Iteration 27Q: 3 clusters Score -221207.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -221209.515625 Penalty: 765.274292 Iteration 28Q: 3 clusters Score -221209.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -221212.875000 Penalty: 765.274292 Iteration 29Q: 3 clusters Score -221212.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -221217.437500 Penalty: 765.274292 Iteration 30Q: 3 clusters Score -221217.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -221222.875000 Penalty: 765.274292 Iteration 31Q: 3 clusters Score -221222.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -221230.093750 Penalty: 765.274292 Iteration 32Q: 3 clusters Score -221230.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -221235.265625 Penalty: 765.274292 Iteration 33Q: 3 clusters Score -221235.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -221237.843750 Penalty: 765.274292 Iteration 34Q: 3 clusters Score -221237.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -221240.515625 Penalty: 765.274292 Iteration 35Q: 3 clusters Score -221240.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -221242.046875 Penalty: 765.274292 Iteration 36Q: 3 clusters Score -221242 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -221244.671875 Penalty: 765.274292 Iteration 37Q: 3 clusters Score -221244.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -221246.203125 Penalty: 765.274292 Iteration 38Q: 3 clusters Score -221246.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -221247.781250 Penalty: 765.274292 Iteration 39Q: 3 clusters Score -221247.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -221249.515625 Penalty: 765.274292 Iteration 40F: 3 clusters Score -221249.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -221251.203125 Penalty: 765.274292 Iteration 41Q: 3 clusters Score -221251.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -221253.640625 Penalty: 765.274292 Iteration 42Q: 3 clusters Score -221253.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -221255.328125 Penalty: 765.274292 Iteration 43Q: 3 clusters Score -221255.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -221256.125000 Penalty: 765.274292 Iteration 44Q: 3 clusters Score -221256.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -221257.125000 Penalty: 765.274292 Iteration 45Q: 3 clusters Score -221257.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -221257.875000 Penalty: 765.274292 Iteration 46Q: 3 clusters Score -221257.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -221258.515625 Penalty: 765.274292 Iteration 47Q: 3 clusters Score -221258.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -221258.937500 Penalty: 765.274292 Iteration 48Q: 3 clusters Score -221258.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -221260.093750 Penalty: 765.274292 Iteration 49Q: 3 clusters Score -221260.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -221260.000000 Penalty: 765.274292 Iteration 50Q: 3 clusters Score -221260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -221260.640625 Penalty: 765.274292 Iteration 51Q: 3 clusters Score -221260.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -221261.093750 Penalty: 765.274292 Iteration 52Q: 3 clusters Score -221261.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -221261.828125 Penalty: 765.274292 Iteration 53Q: 3 clusters Score -221261.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -221262.609375 Penalty: 765.274292 Iteration 54Q: 3 clusters Score -221262.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -221262.531250 Penalty: 765.274292 Iteration 55Q: 3 clusters Score -221262.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -221262.531250 Penalty: 765.274292 Iteration 56Q: 3 clusters Score -221262.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -221262.484375 Penalty: 765.274292 Iteration 57Q: 3 clusters Score -221262.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -221262.484375 Penalty: 765.274292 Iteration 58F: 3 clusters Score -221262.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Entering Unmasked Estep Score: -93611.132812 Penalty: 339.817352 Iteration 0F: 2 clusters Score -93611.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -92328.828125 Penalty: 679.634705 Iteration 0F: 3 clusters Score -92328.83 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -92729.257812 Penalty: 679.634705 Iteration 1F: 3 clusters Score -92729.26 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -92789.335938 Penalty: 679.634705 Iteration 2F: 3 clusters Score -92789.34 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -92843.820312 Penalty: 679.634705 Iteration 3F: 3 clusters Score -92843.82 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -92897.898438 Penalty: 679.634705 Iteration 4Q: 3 clusters Score -92897.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -92953.835938 Penalty: 679.634705 Iteration 5Q: 3 clusters Score -92953.84 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -93018.617188 Penalty: 679.634705 Iteration 6Q: 3 clusters Score -93018.62 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93089.351562 Penalty: 679.634705 Iteration 7Q: 3 clusters Score -93089.35 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -93157.492188 Penalty: 679.634705 Iteration 8Q: 3 clusters Score -93157.49 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -93190.437500 Penalty: 679.634705 Iteration 9Q: 3 clusters Score -93190.44 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -93207.093750 Penalty: 679.634705 Iteration 10Q: 3 clusters Score -93207.09 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -93224.078125 Penalty: 679.634705 Iteration 11Q: 3 clusters Score -93224.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -93235.195312 Penalty: 679.634705 Iteration 12Q: 3 clusters Score -93235.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -93246.328125 Penalty: 679.634705 Iteration 13Q: 3 clusters Score -93246.33 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -93257.023438 Penalty: 679.634705 Iteration 14Q: 3 clusters Score -93257.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -93271.765625 Penalty: 679.634705 Iteration 15Q: 3 clusters Score -93271.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -93287.054688 Penalty: 679.634705 Iteration 16Q: 3 clusters Score -93287.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -93299.164062 Penalty: 679.634705 Iteration 17Q: 3 clusters Score -93299.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -93309.726562 Penalty: 679.634705 Iteration 18Q: 3 clusters Score -93309.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -93314.679688 Penalty: 679.634705 Iteration 19Q: 3 clusters Score -93314.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -93317.601562 Penalty: 679.634705 Iteration 20F: 3 clusters Score -93317.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -93319.335938 Penalty: 679.634705 Iteration 21Q: 3 clusters Score -93319.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -93322.976562 Penalty: 679.634705 Iteration 22Q: 3 clusters Score -93322.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -93328.398438 Penalty: 679.634705 Iteration 23Q: 3 clusters Score -93328.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -93334.062500 Penalty: 679.634705 Iteration 24Q: 3 clusters Score -93334.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -93337.164062 Penalty: 679.634705 Iteration 25Q: 3 clusters Score -93337.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -93341.718750 Penalty: 679.634705 Iteration 26Q: 3 clusters Score -93341.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -93345.187500 Penalty: 679.634705 Iteration 27Q: 3 clusters Score -93345.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -93345.867188 Penalty: 679.634705 Iteration 28Q: 3 clusters Score -93345.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -93345.867188 Penalty: 679.634705 Iteration 29F: 3 clusters Score -93345.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Entering Unmasked Estep Score: -121796.906250 Penalty: 356.877258 Iteration 0F: 2 clusters Score -121796.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -119999.781250 Penalty: 713.754517 Iteration 0F: 3 clusters Score -119999.8 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -120618.742188 Penalty: 713.754517 Iteration 1F: 3 clusters Score -120618.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -120715.070312 Penalty: 713.754517 Iteration 2F: 3 clusters Score -120715.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -120800.742188 Penalty: 713.754517 Iteration 3F: 3 clusters Score -120800.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -120890.117188 Penalty: 713.754517 Iteration 4F: 3 clusters Score -120890.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -120957.156250 Penalty: 713.754517 Iteration 5Q: 3 clusters Score -120957.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -121027.109375 Penalty: 713.754517 Iteration 6Q: 3 clusters Score -121027.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -121124.523438 Penalty: 713.754517 Iteration 7Q: 3 clusters Score -121124.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -121241.117188 Penalty: 713.754517 Iteration 8F: 3 clusters Score -121241.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -121353.390625 Penalty: 713.754517 Iteration 9Q: 3 clusters Score -121353.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -121410.070312 Penalty: 713.754517 Iteration 10Q: 3 clusters Score -121410.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -121444.437500 Penalty: 713.754517 Iteration 11Q: 3 clusters Score -121444.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -121472.523438 Penalty: 713.754517 Iteration 12Q: 3 clusters Score -121472.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -121498.984375 Penalty: 713.754517 Iteration 13Q: 3 clusters Score -121499 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -121518.500000 Penalty: 713.754517 Iteration 14Q: 3 clusters Score -121518.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -121526.484375 Penalty: 713.754517 Iteration 15Q: 3 clusters Score -121526.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -121531.140625 Penalty: 713.754517 Iteration 16Q: 3 clusters Score -121531.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -121534.367188 Penalty: 713.754517 Iteration 17Q: 3 clusters Score -121534.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -121538.367188 Penalty: 713.754517 Iteration 18Q: 3 clusters Score -121538.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -121543.015625 Penalty: 713.754517 Iteration 19Q: 3 clusters Score -121543 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -121547.718750 Penalty: 713.754517 Iteration 20F: 3 clusters Score -121547.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -121552.453125 Penalty: 713.754517 Iteration 21Q: 3 clusters Score -121552.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -121555.507812 Penalty: 713.754517 Iteration 22Q: 3 clusters Score -121555.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -121558.617188 Penalty: 713.754517 Iteration 23Q: 3 clusters Score -121558.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -121562.585938 Penalty: 713.754517 Iteration 24Q: 3 clusters Score -121562.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -121564.765625 Penalty: 713.754517 Iteration 25Q: 3 clusters Score -121564.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -121567.257812 Penalty: 713.754517 Iteration 26Q: 3 clusters Score -121567.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -121568.914062 Penalty: 713.754517 Iteration 27Q: 3 clusters Score -121568.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -121569.609375 Penalty: 713.754517 Iteration 28Q: 3 clusters Score -121569.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -121569.953125 Penalty: 713.754517 Iteration 29Q: 3 clusters Score -121570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -121570.210938 Penalty: 713.754517 Iteration 30Q: 3 clusters Score -121570.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -121570.484375 Penalty: 713.754517 Iteration 31Q: 3 clusters Score -121570.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -121570.476562 Penalty: 713.754517 Iteration 32Q: 3 clusters Score -121570.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -121570.875000 Penalty: 713.754517 Iteration 33Q: 3 clusters Score -121570.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -121571.062500 Penalty: 713.754517 Iteration 34Q: 3 clusters Score -121571.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -121571.062500 Penalty: 713.754517 Iteration 35F: 3 clusters Score -121571.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Entering Unmasked Estep Score: -9207.012695 Penalty: 246.026306 Iteration 0F: 2 clusters Score -9207.013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8899.409180 Penalty: 492.052612 Iteration 0F: 3 clusters Score -8899.409 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9004.566406 Penalty: 492.052612 Iteration 1F: 3 clusters Score -9004.566 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9048.929688 Penalty: 492.052612 Iteration 2F: 3 clusters Score -9048.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9073.520508 Penalty: 492.052612 Iteration 3F: 3 clusters Score -9073.521 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9091.189453 Penalty: 492.052612 Iteration 4Q: 3 clusters Score -9091.189 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -9110.585938 Penalty: 492.052612 Iteration 5Q: 3 clusters Score -9110.586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9134.403320 Penalty: 492.052612 Iteration 6Q: 3 clusters Score -9134.403 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9167.208984 Penalty: 492.052612 Iteration 7Q: 3 clusters Score -9167.209 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9199.538086 Penalty: 492.052612 Iteration 8Q: 3 clusters Score -9199.538 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9214.646484 Penalty: 492.052612 Iteration 9Q: 3 clusters Score -9214.646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9228.950195 Penalty: 492.052612 Iteration 10Q: 3 clusters Score -9228.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9239.781250 Penalty: 492.052612 Iteration 11Q: 3 clusters Score -9239.781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9242.809570 Penalty: 492.052612 Iteration 12Q: 3 clusters Score -9242.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -9244.469727 Penalty: 492.052612 Iteration 13Q: 3 clusters Score -9244.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9246.813477 Penalty: 492.052612 Iteration 14Q: 3 clusters Score -9246.813 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -9249.008789 Penalty: 492.052612 Iteration 15Q: 3 clusters Score -9249.009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9256.844727 Penalty: 492.052612 Iteration 16Q: 3 clusters Score -9256.845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -9261.322266 Penalty: 492.052612 Iteration 17Q: 3 clusters Score -9261.322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9265.007812 Penalty: 492.052612 Iteration 18Q: 3 clusters Score -9265.008 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -9265.007812 Penalty: 492.052612 Iteration 19F: 3 clusters Score -9265.008 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202798 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149102 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52563 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27187 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1700 members Mstep: Class 31 contains 105 members Entering Unmasked Estep Score: -24284482.000000 Penalty: 18525.087891 Splitting cluster 8 changes total score from -24283474.000000 to -24284482.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 9 (84 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Entering Unmasked Estep Score: -3268.186523 Penalty: 201.602158 Iteration 0F: 2 clusters Score -3268.187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3071.973389 Penalty: 403.204315 Iteration 0F: 3 clusters Score -3071.973 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -3111.273438 Penalty: 403.204315 Iteration 1F: 3 clusters Score -3111.273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -3116.270020 Penalty: 403.204315 Iteration 2Q: 3 clusters Score -3116.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3123.676025 Penalty: 403.204315 Iteration 3Q: 3 clusters Score -3123.676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3131.227051 Penalty: 403.204315 Iteration 4Q: 3 clusters Score -3131.227 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -3131.227051 Penalty: 403.204315 Iteration 5F: 3 clusters Score -3131.227 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Entering Unmasked Estep Score: -32534.085938 Penalty: 299.796143 Iteration 0F: 2 clusters Score -32534.09 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 338 members Entering Unmasked Estep Score: -31888.601562 Penalty: 599.592285 Iteration 0F: 3 clusters Score -31888.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -32082.269531 Penalty: 599.592285 Iteration 1F: 3 clusters Score -32082.27 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -32159.464844 Penalty: 599.592285 Iteration 2F: 3 clusters Score -32159.46 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -32201.089844 Penalty: 599.592285 Iteration 3F: 3 clusters Score -32201.09 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -32233.652344 Penalty: 599.592285 Iteration 4Q: 3 clusters Score -32233.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -32245.193359 Penalty: 599.592285 Iteration 5Q: 3 clusters Score -32245.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -32255.865234 Penalty: 599.592285 Iteration 6Q: 3 clusters Score -32255.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -32265.376953 Penalty: 599.592285 Iteration 7Q: 3 clusters Score -32265.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -32276.150391 Penalty: 599.592285 Iteration 8Q: 3 clusters Score -32276.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -32281.794922 Penalty: 599.592285 Iteration 9Q: 3 clusters Score -32281.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -32284.972656 Penalty: 599.592285 Iteration 10Q: 3 clusters Score -32284.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -32287.339844 Penalty: 599.592285 Iteration 11Q: 3 clusters Score -32287.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -32292.250000 Penalty: 599.592285 Iteration 12Q: 3 clusters Score -32292.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -32298.126953 Penalty: 599.592285 Iteration 13Q: 3 clusters Score -32298.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -32301.859375 Penalty: 599.592285 Iteration 14Q: 3 clusters Score -32301.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -32305.669922 Penalty: 599.592285 Iteration 15Q: 3 clusters Score -32305.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -32309.722656 Penalty: 599.592285 Iteration 16Q: 3 clusters Score -32309.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -32313.287109 Penalty: 599.592285 Iteration 17Q: 3 clusters Score -32313.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -32317.251953 Penalty: 599.592285 Iteration 18Q: 3 clusters Score -32317.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -32318.769531 Penalty: 599.592285 Iteration 19Q: 3 clusters Score -32318.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -32319.691406 Penalty: 599.592285 Iteration 20F: 3 clusters Score -32319.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Entering Unmasked Estep Score: -34080.339844 Penalty: 299.608002 Iteration 0F: 2 clusters Score -34080.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -33441.285156 Penalty: 599.216003 Iteration 0F: 3 clusters Score -33441.29 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -33607.660156 Penalty: 599.216003 Iteration 1F: 3 clusters Score -33607.66 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -33644.332031 Penalty: 599.216003 Iteration 2F: 3 clusters Score -33644.33 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -33666.476562 Penalty: 599.216003 Iteration 3Q: 3 clusters Score -33666.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -33677.015625 Penalty: 599.216003 Iteration 4Q: 3 clusters Score -33677.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -33683.691406 Penalty: 599.216003 Iteration 5Q: 3 clusters Score -33683.69 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -33692.074219 Penalty: 599.216003 Iteration 6Q: 3 clusters Score -33692.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -33696.808594 Penalty: 599.216003 Iteration 7Q: 3 clusters Score -33696.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -33700.511719 Penalty: 599.216003 Iteration 8Q: 3 clusters Score -33700.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -33702.437500 Penalty: 599.216003 Iteration 9Q: 3 clusters Score -33702.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -33702.917969 Penalty: 599.216003 Iteration 10Q: 3 clusters Score -33702.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -33703.726562 Penalty: 599.216003 Iteration 11Q: 3 clusters Score -33703.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -33705.894531 Penalty: 599.216003 Iteration 12Q: 3 clusters Score -33705.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -33706.503906 Penalty: 599.216003 Iteration 13Q: 3 clusters Score -33706.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -33707.007812 Penalty: 599.216003 Iteration 14Q: 3 clusters Score -33707.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -33709.390625 Penalty: 599.216003 Iteration 15Q: 3 clusters Score -33709.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -33710.109375 Penalty: 599.216003 Iteration 16Q: 3 clusters Score -33710.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -33712.417969 Penalty: 599.216003 Iteration 17Q: 3 clusters Score -33712.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -33713.933594 Penalty: 599.216003 Iteration 18Q: 3 clusters Score -33713.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -33715.324219 Penalty: 599.216003 Iteration 19Q: 3 clusters Score -33715.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -33716.324219 Penalty: 599.216003 Iteration 20F: 3 clusters Score -33716.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -33717.437500 Penalty: 599.216003 Iteration 21Q: 3 clusters Score -33717.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -33718.007812 Penalty: 599.216003 Iteration 22Q: 3 clusters Score -33718.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -33718.722656 Penalty: 599.216003 Iteration 23Q: 3 clusters Score -33718.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -33718.816406 Penalty: 599.216003 Iteration 24Q: 3 clusters Score -33718.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -33718.816406 Penalty: 599.216003 Iteration 25F: 3 clusters Score -33718.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (149102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149102 members Entering Unmasked Estep Score: -7542734.500000 Penalty: 542.013550 Iteration 0F: 2 clusters Score -7542734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74782 members Mstep: Class 2 contains 74320 members Entering Unmasked Estep Score: -7449684.500000 Penalty: 1084.027100 Iteration 0F: 3 clusters Score -7449684 nChanged 73023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84169 members Mstep: Class 2 contains 64933 members Entering Unmasked Estep Score: -7495014.000000 Penalty: 1084.027100 Iteration 1F: 3 clusters Score -7495014 nChanged 7735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90650 members Mstep: Class 2 contains 58452 members Entering Unmasked Estep Score: -7498423.500000 Penalty: 1084.027100 Iteration 2F: 3 clusters Score -7498424 nChanged 9654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99598 members Mstep: Class 2 contains 49504 members Entering Unmasked Estep Score: -7504259.500000 Penalty: 1084.027100 Iteration 3F: 3 clusters Score -7504260 nChanged 12371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111729 members Mstep: Class 2 contains 37373 members Entering Unmasked Estep Score: -7513646.000000 Penalty: 1084.027100 Iteration 4F: 3 clusters Score -7513646 nChanged 14284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125967 members Mstep: Class 2 contains 23135 members Entering Unmasked Estep Score: -7525316.000000 Penalty: 1084.027100 Iteration 5F: 3 clusters Score -7525316 nChanged 12756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138715 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -7535251.000000 Penalty: 1084.027100 Iteration 6F: 3 clusters Score -7535251 nChanged 7194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145909 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -7540235.500000 Penalty: 1084.027100 Iteration 7Q: 3 clusters Score -7540236 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148393 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -7541748.500000 Penalty: 1084.027100 Iteration 8Q: 3 clusters Score -7541748 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149000 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -7542137.000000 Penalty: 1084.027100 Iteration 9Q: 3 clusters Score -7542137 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149071 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -7542222.500000 Penalty: 1084.027100 Iteration 10Q: 3 clusters Score -7542222 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149077 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -7542258.000000 Penalty: 1084.027100 Iteration 11Q: 3 clusters Score -7542258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149075 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -7542262.000000 Penalty: 1084.027100 Iteration 12Q: 3 clusters Score -7542262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149073 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -7542264.500000 Penalty: 1084.027100 Iteration 13Q: 3 clusters Score -7542264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149070 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -7542271.000000 Penalty: 1084.027100 Iteration 14Q: 3 clusters Score -7542271 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149070 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -7542271.000000 Penalty: 1084.027100 Iteration 15F: 3 clusters Score -7542271 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Entering Unmasked Estep Score: -246895.000000 Penalty: 385.693848 Iteration 0F: 2 clusters Score -246895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -243652.921875 Penalty: 771.387695 Iteration 0F: 3 clusters Score -243652.9 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -244712.125000 Penalty: 771.387695 Iteration 1F: 3 clusters Score -244712.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -244793.296875 Penalty: 771.387695 Iteration 2Q: 3 clusters Score -244793.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -244875.937500 Penalty: 771.387695 Iteration 3Q: 3 clusters Score -244875.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -244939.875000 Penalty: 771.387695 Iteration 4Q: 3 clusters Score -244939.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -245022.265625 Penalty: 771.387695 Iteration 5Q: 3 clusters Score -245022.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -245146.812500 Penalty: 771.387695 Iteration 6Q: 3 clusters Score -245146.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -245335.875000 Penalty: 771.387695 Iteration 7F: 3 clusters Score -245335.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -245582.781250 Penalty: 771.387695 Iteration 8F: 3 clusters Score -245582.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -245782.000000 Penalty: 771.387695 Iteration 9F: 3 clusters Score -245782 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -245902.343750 Penalty: 771.387695 Iteration 10Q: 3 clusters Score -245902.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -245974.218750 Penalty: 771.387695 Iteration 11Q: 3 clusters Score -245974.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -246027.671875 Penalty: 771.387695 Iteration 12Q: 3 clusters Score -246027.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -246084.765625 Penalty: 771.387695 Iteration 13Q: 3 clusters Score -246084.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -246145.281250 Penalty: 771.387695 Iteration 14Q: 3 clusters Score -246145.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -246208.875000 Penalty: 771.387695 Iteration 15Q: 3 clusters Score -246208.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -246265.203125 Penalty: 771.387695 Iteration 16Q: 3 clusters Score -246265.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -246311.140625 Penalty: 771.387695 Iteration 17Q: 3 clusters Score -246311.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -246354.734375 Penalty: 771.387695 Iteration 18Q: 3 clusters Score -246354.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -246385.343750 Penalty: 771.387695 Iteration 19Q: 3 clusters Score -246385.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -246409.906250 Penalty: 771.387695 Iteration 20F: 3 clusters Score -246409.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -246431.609375 Penalty: 771.387695 Iteration 21Q: 3 clusters Score -246431.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -246445.765625 Penalty: 771.387695 Iteration 22Q: 3 clusters Score -246445.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -246460.484375 Penalty: 771.387695 Iteration 23Q: 3 clusters Score -246460.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -246473.640625 Penalty: 771.387695 Iteration 24Q: 3 clusters Score -246473.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -246482.687500 Penalty: 771.387695 Iteration 25Q: 3 clusters Score -246482.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -246494.578125 Penalty: 771.387695 Iteration 26Q: 3 clusters Score -246494.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -246501.484375 Penalty: 771.387695 Iteration 27Q: 3 clusters Score -246501.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -246507.625000 Penalty: 771.387695 Iteration 28Q: 3 clusters Score -246507.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -246513.062500 Penalty: 771.387695 Iteration 29Q: 3 clusters Score -246513.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -246519.906250 Penalty: 771.387695 Iteration 30Q: 3 clusters Score -246519.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -246526.937500 Penalty: 771.387695 Iteration 31Q: 3 clusters Score -246526.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -246534.312500 Penalty: 771.387695 Iteration 32Q: 3 clusters Score -246534.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -246539.531250 Penalty: 771.387695 Iteration 33Q: 3 clusters Score -246539.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -246541.812500 Penalty: 771.387695 Iteration 34Q: 3 clusters Score -246541.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -246544.062500 Penalty: 771.387695 Iteration 35Q: 3 clusters Score -246544.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -246545.765625 Penalty: 771.387695 Iteration 36Q: 3 clusters Score -246545.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -246547.546875 Penalty: 771.387695 Iteration 37Q: 3 clusters Score -246547.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -246551.000000 Penalty: 771.387695 Iteration 38Q: 3 clusters Score -246551 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -246556.953125 Penalty: 771.387695 Iteration 39Q: 3 clusters Score -246557 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -246561.875000 Penalty: 771.387695 Iteration 40F: 3 clusters Score -246561.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -246563.953125 Penalty: 771.387695 Iteration 41Q: 3 clusters Score -246564 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -246565.531250 Penalty: 771.387695 Iteration 42Q: 3 clusters Score -246565.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -246566.296875 Penalty: 771.387695 Iteration 43Q: 3 clusters Score -246566.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -246567.093750 Penalty: 771.387695 Iteration 44Q: 3 clusters Score -246567.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -246567.328125 Penalty: 771.387695 Iteration 45Q: 3 clusters Score -246567.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -246567.765625 Penalty: 771.387695 Iteration 46Q: 3 clusters Score -246567.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -246568.000000 Penalty: 771.387695 Iteration 47Q: 3 clusters Score -246568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -246568.218750 Penalty: 771.387695 Iteration 48Q: 3 clusters Score -246568.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -246568.140625 Penalty: 771.387695 Iteration 49Q: 3 clusters Score -246568.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -246568.390625 Penalty: 771.387695 Iteration 50Q: 3 clusters Score -246568.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -246568.750000 Penalty: 771.387695 Iteration 51Q: 3 clusters Score -246568.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -246568.859375 Penalty: 771.387695 Iteration 52Q: 3 clusters Score -246568.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -246568.812500 Penalty: 771.387695 Iteration 53Q: 3 clusters Score -246568.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -246568.812500 Penalty: 771.387695 Iteration 54Q: 3 clusters Score -246568.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -246568.812500 Penalty: 771.387695 Iteration 55F: 3 clusters Score -246568.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Entering Unmasked Estep Score: -19006.347656 Penalty: 279.266602 Iteration 0F: 2 clusters Score -19006.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18540.298828 Penalty: 558.533203 Iteration 0F: 3 clusters Score -18540.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -18625.691406 Penalty: 558.533203 Iteration 1F: 3 clusters Score -18625.69 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -18659.746094 Penalty: 558.533203 Iteration 2F: 3 clusters Score -18659.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -18682.322266 Penalty: 558.533203 Iteration 3F: 3 clusters Score -18682.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -18696.640625 Penalty: 558.533203 Iteration 4Q: 3 clusters Score -18696.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -18709.697266 Penalty: 558.533203 Iteration 5Q: 3 clusters Score -18709.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -18721.242188 Penalty: 558.533203 Iteration 6Q: 3 clusters Score -18721.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -18728.152344 Penalty: 558.533203 Iteration 7Q: 3 clusters Score -18728.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -18735.296875 Penalty: 558.533203 Iteration 8Q: 3 clusters Score -18735.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -18742.650391 Penalty: 558.533203 Iteration 9Q: 3 clusters Score -18742.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -18748.445312 Penalty: 558.533203 Iteration 10Q: 3 clusters Score -18748.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -18753.212891 Penalty: 558.533203 Iteration 11Q: 3 clusters Score -18753.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -18757.152344 Penalty: 558.533203 Iteration 12Q: 3 clusters Score -18757.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -18758.621094 Penalty: 558.533203 Iteration 13Q: 3 clusters Score -18758.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -18758.621094 Penalty: 558.533203 Iteration 14F: 3 clusters Score -18758.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (52563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52563 members Entering Unmasked Estep Score: -2749358.750000 Penalty: 494.574463 Iteration 0F: 2 clusters Score -2749359 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26319 members Mstep: Class 2 contains 26244 members Entering Unmasked Estep Score: -2713913.750000 Penalty: 989.148926 Iteration 0F: 3 clusters Score -2713914 nChanged 25533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27440 members Mstep: Class 2 contains 25123 members Entering Unmasked Estep Score: -2729618.250000 Penalty: 989.148926 Iteration 1F: 3 clusters Score -2729618 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28309 members Mstep: Class 2 contains 24254 members Entering Unmasked Estep Score: -2730756.500000 Penalty: 989.148926 Iteration 2Q: 3 clusters Score -2730756 nChanged 2945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29760 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -2732449.250000 Penalty: 989.148926 Iteration 3F: 3 clusters Score -2732449 nChanged 3339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31771 members Mstep: Class 2 contains 20792 members Entering Unmasked Estep Score: -2734966.750000 Penalty: 989.148926 Iteration 4F: 3 clusters Score -2734967 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33999 members Mstep: Class 2 contains 18564 members Entering Unmasked Estep Score: -2738215.750000 Penalty: 989.148926 Iteration 5F: 3 clusters Score -2738216 nChanged 3304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35843 members Mstep: Class 2 contains 16720 members Entering Unmasked Estep Score: -2741233.250000 Penalty: 989.148926 Iteration 6F: 3 clusters Score -2741233 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37034 members Mstep: Class 2 contains 15529 members Entering Unmasked Estep Score: -2742831.000000 Penalty: 989.148926 Iteration 7Q: 3 clusters Score -2742831 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37972 members Mstep: Class 2 contains 14591 members Entering Unmasked Estep Score: -2743505.750000 Penalty: 989.148926 Iteration 8Q: 3 clusters Score -2743506 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38886 members Mstep: Class 2 contains 13677 members Entering Unmasked Estep Score: -2743965.250000 Penalty: 989.148926 Iteration 9Q: 3 clusters Score -2743965 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39831 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -2744403.000000 Penalty: 989.148926 Iteration 10Q: 3 clusters Score -2744403 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40810 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -2744875.500000 Penalty: 989.148926 Iteration 11Q: 3 clusters Score -2744876 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41786 members Mstep: Class 2 contains 10777 members Entering Unmasked Estep Score: -2745322.750000 Penalty: 989.148926 Iteration 12Q: 3 clusters Score -2745323 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42713 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -2745732.500000 Penalty: 989.148926 Iteration 13Q: 3 clusters Score -2745732 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43592 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -2746132.000000 Penalty: 989.148926 Iteration 14Q: 3 clusters Score -2746132 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44428 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -2746516.500000 Penalty: 989.148926 Iteration 15Q: 3 clusters Score -2746516 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45242 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -2746898.500000 Penalty: 989.148926 Iteration 16Q: 3 clusters Score -2746898 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45968 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -2747223.250000 Penalty: 989.148926 Iteration 17Q: 3 clusters Score -2747223 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46628 members Mstep: Class 2 contains 5935 members Entering Unmasked Estep Score: -2747496.500000 Penalty: 989.148926 Iteration 18Q: 3 clusters Score -2747496 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47201 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -2747706.750000 Penalty: 989.148926 Iteration 19Q: 3 clusters Score -2747707 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47751 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -2747920.500000 Penalty: 989.148926 Iteration 20F: 3 clusters Score -2747920 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48256 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -2748129.500000 Penalty: 989.148926 Iteration 21Q: 3 clusters Score -2748130 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48687 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -2748291.250000 Penalty: 989.148926 Iteration 22Q: 3 clusters Score -2748291 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49052 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -2748417.000000 Penalty: 989.148926 Iteration 23Q: 3 clusters Score -2748417 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49377 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -2748529.750000 Penalty: 989.148926 Iteration 24Q: 3 clusters Score -2748530 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49634 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -2748597.000000 Penalty: 989.148926 Iteration 25Q: 3 clusters Score -2748597 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49856 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -2748650.750000 Penalty: 989.148926 Iteration 26Q: 3 clusters Score -2748651 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50037 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -2748699.250000 Penalty: 989.148926 Iteration 27Q: 3 clusters Score -2748699 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50231 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -2748753.000000 Penalty: 989.148926 Iteration 28Q: 3 clusters Score -2748753 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50396 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -2748790.500000 Penalty: 989.148926 Iteration 29Q: 3 clusters Score -2748790 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50533 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -2748831.000000 Penalty: 989.148926 Iteration 30Q: 3 clusters Score -2748831 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50662 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -2748873.500000 Penalty: 989.148926 Iteration 31Q: 3 clusters Score -2748874 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50776 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -2748903.000000 Penalty: 989.148926 Iteration 32Q: 3 clusters Score -2748903 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50887 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -2748934.250000 Penalty: 989.148926 Iteration 33Q: 3 clusters Score -2748934 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50974 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -2748945.250000 Penalty: 989.148926 Iteration 34Q: 3 clusters Score -2748945 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51054 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -2748968.250000 Penalty: 989.148926 Iteration 35Q: 3 clusters Score -2748968 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51116 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -2748981.000000 Penalty: 989.148926 Iteration 36Q: 3 clusters Score -2748981 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51173 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -2748998.250000 Penalty: 989.148926 Iteration 37Q: 3 clusters Score -2748998 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51219 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -2749001.500000 Penalty: 989.148926 Iteration 38Q: 3 clusters Score -2749002 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51256 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -2749002.750000 Penalty: 989.148926 Iteration 39Q: 3 clusters Score -2749003 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51291 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -2749013.750000 Penalty: 989.148926 Iteration 40F: 3 clusters Score -2749014 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51333 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -2749020.500000 Penalty: 989.148926 Iteration 41Q: 3 clusters Score -2749020 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51374 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -2749029.500000 Penalty: 989.148926 Iteration 42Q: 3 clusters Score -2749030 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51409 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -2749034.500000 Penalty: 989.148926 Iteration 43Q: 3 clusters Score -2749034 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51428 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -2749039.000000 Penalty: 989.148926 Iteration 44Q: 3 clusters Score -2749039 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51448 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -2749040.750000 Penalty: 989.148926 Iteration 45Q: 3 clusters Score -2749041 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51474 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -2749048.750000 Penalty: 989.148926 Iteration 46Q: 3 clusters Score -2749049 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51497 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -2749051.500000 Penalty: 989.148926 Iteration 47Q: 3 clusters Score -2749052 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51513 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -2749055.250000 Penalty: 989.148926 Iteration 48Q: 3 clusters Score -2749055 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51530 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -2749057.500000 Penalty: 989.148926 Iteration 49Q: 3 clusters Score -2749058 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51549 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -2749060.750000 Penalty: 989.148926 Iteration 50Q: 3 clusters Score -2749061 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51560 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -2749061.250000 Penalty: 989.148926 Iteration 51Q: 3 clusters Score -2749061 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51571 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2749066.000000 Penalty: 989.148926 Iteration 52Q: 3 clusters Score -2749066 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51584 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -2749070.000000 Penalty: 989.148926 Iteration 53Q: 3 clusters Score -2749070 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51591 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -2749067.000000 Penalty: 989.148926 Iteration 54Q: 3 clusters Score -2749067 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51597 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -2749066.250000 Penalty: 989.148926 Iteration 55Q: 3 clusters Score -2749066 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51605 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -2749069.750000 Penalty: 989.148926 Iteration 56Q: 3 clusters Score -2749070 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51612 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2749067.500000 Penalty: 989.148926 Iteration 57Q: 3 clusters Score -2749068 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51622 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -2749071.250000 Penalty: 989.148926 Iteration 58Q: 3 clusters Score -2749071 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51638 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -2749071.000000 Penalty: 989.148926 Iteration 59Q: 3 clusters Score -2749071 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51648 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -2749074.250000 Penalty: 989.148926 Iteration 60F: 3 clusters Score -2749074 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51663 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -2749078.250000 Penalty: 989.148926 Iteration 61Q: 3 clusters Score -2749078 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51673 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -2749076.000000 Penalty: 989.148926 Iteration 62Q: 3 clusters Score -2749076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51676 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -2749079.500000 Penalty: 989.148926 Iteration 63Q: 3 clusters Score -2749080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51679 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -2749079.250000 Penalty: 989.148926 Iteration 64Q: 3 clusters Score -2749079 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51680 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -2749076.250000 Penalty: 989.148926 Iteration 65Q: 3 clusters Score -2749076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51680 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -2749076.250000 Penalty: 989.148926 Iteration 66F: 3 clusters Score -2749076 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (22527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22527 members Entering Unmasked Estep Score: -1064058.000000 Penalty: 456.022369 Iteration 0F: 2 clusters Score -1064058 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -1049053.750000 Penalty: 912.044739 Iteration 0F: 3 clusters Score -1049054 nChanged 10664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -1055076.000000 Penalty: 912.044739 Iteration 1F: 3 clusters Score -1055076 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9190 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -1055494.250000 Penalty: 912.044739 Iteration 2Q: 3 clusters Score -1055494 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 14502 members Entering Unmasked Estep Score: -1056214.375000 Penalty: 912.044739 Iteration 3F: 3 clusters Score -1056214 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 16095 members Entering Unmasked Estep Score: -1057469.375000 Penalty: 912.044739 Iteration 4F: 3 clusters Score -1057469 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 18013 members Entering Unmasked Estep Score: -1059298.500000 Penalty: 912.044739 Iteration 5F: 3 clusters Score -1059298 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 19818 members Entering Unmasked Estep Score: -1061169.750000 Penalty: 912.044739 Iteration 6F: 3 clusters Score -1061170 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 21061 members Entering Unmasked Estep Score: -1062459.875000 Penalty: 912.044739 Iteration 7F: 3 clusters Score -1062460 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 21686 members Entering Unmasked Estep Score: -1063062.500000 Penalty: 912.044739 Iteration 8Q: 3 clusters Score -1063062 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 21986 members Entering Unmasked Estep Score: -1063331.375000 Penalty: 912.044739 Iteration 9Q: 3 clusters Score -1063331 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 22155 members Entering Unmasked Estep Score: -1063473.000000 Penalty: 912.044739 Iteration 10Q: 3 clusters Score -1063473 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 22245 members Entering Unmasked Estep Score: -1063541.500000 Penalty: 912.044739 Iteration 11Q: 3 clusters Score -1063542 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 22299 members Entering Unmasked Estep Score: -1063578.375000 Penalty: 912.044739 Iteration 12Q: 3 clusters Score -1063578 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 22333 members Entering Unmasked Estep Score: -1063601.250000 Penalty: 912.044739 Iteration 13Q: 3 clusters Score -1063601 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 22350 members Entering Unmasked Estep Score: -1063616.625000 Penalty: 912.044739 Iteration 14Q: 3 clusters Score -1063617 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 22364 members Entering Unmasked Estep Score: -1063628.750000 Penalty: 912.044739 Iteration 15Q: 3 clusters Score -1063629 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 22375 members Entering Unmasked Estep Score: -1063640.875000 Penalty: 912.044739 Iteration 16Q: 3 clusters Score -1063641 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 22381 members Entering Unmasked Estep Score: -1063645.500000 Penalty: 912.044739 Iteration 17Q: 3 clusters Score -1063646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 22386 members Entering Unmasked Estep Score: -1063650.875000 Penalty: 912.044739 Iteration 18Q: 3 clusters Score -1063651 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 22389 members Entering Unmasked Estep Score: -1063653.250000 Penalty: 912.044739 Iteration 19Q: 3 clusters Score -1063653 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 22390 members Entering Unmasked Estep Score: -1063653.625000 Penalty: 912.044739 Iteration 20F: 3 clusters Score -1063654 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (27187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27187 members Entering Unmasked Estep Score: -1295140.125000 Penalty: 464.577484 Iteration 0F: 2 clusters Score -1295140 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 13586 members Entering Unmasked Estep Score: -1276939.000000 Penalty: 929.154968 Iteration 0F: 3 clusters Score -1276939 nChanged 13008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 13374 members Entering Unmasked Estep Score: -1284162.250000 Penalty: 929.154968 Iteration 1F: 3 clusters Score -1284162 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 13165 members Entering Unmasked Estep Score: -1284401.000000 Penalty: 929.154968 Iteration 2Q: 3 clusters Score -1284401 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14370 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -1284765.375000 Penalty: 929.154968 Iteration 3Q: 3 clusters Score -1284765 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14918 members Mstep: Class 2 contains 12269 members Entering Unmasked Estep Score: -1285360.500000 Penalty: 929.154968 Iteration 4Q: 3 clusters Score -1285360 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15651 members Mstep: Class 2 contains 11536 members Entering Unmasked Estep Score: -1286269.625000 Penalty: 929.154968 Iteration 5F: 3 clusters Score -1286270 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -1287438.250000 Penalty: 929.154968 Iteration 6F: 3 clusters Score -1287438 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16993 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1288638.625000 Penalty: 929.154968 Iteration 7F: 3 clusters Score -1288639 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17552 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -1289744.625000 Penalty: 929.154968 Iteration 8F: 3 clusters Score -1289745 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18000 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -1290370.375000 Penalty: 929.154968 Iteration 9Q: 3 clusters Score -1290370 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18441 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1290679.000000 Penalty: 929.154968 Iteration 10Q: 3 clusters Score -1290679 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18897 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -1290875.750000 Penalty: 929.154968 Iteration 11Q: 3 clusters Score -1290876 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1291052.375000 Penalty: 929.154968 Iteration 12Q: 3 clusters Score -1291052 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19816 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1291251.875000 Penalty: 929.154968 Iteration 13Q: 3 clusters Score -1291252 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20287 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1291457.625000 Penalty: 929.154968 Iteration 14Q: 3 clusters Score -1291458 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20838 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -1291732.875000 Penalty: 929.154968 Iteration 15Q: 3 clusters Score -1291733 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21383 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -1291992.500000 Penalty: 929.154968 Iteration 16Q: 3 clusters Score -1291992 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21887 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -1292231.000000 Penalty: 929.154968 Iteration 17Q: 3 clusters Score -1292231 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22406 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1292488.125000 Penalty: 929.154968 Iteration 18Q: 3 clusters Score -1292488 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22911 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1292776.625000 Penalty: 929.154968 Iteration 19Q: 3 clusters Score -1292777 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23437 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -1293118.125000 Penalty: 929.154968 Iteration 20F: 3 clusters Score -1293118 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23908 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1293425.125000 Penalty: 929.154968 Iteration 21Q: 3 clusters Score -1293425 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24326 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1293684.375000 Penalty: 929.154968 Iteration 22Q: 3 clusters Score -1293684 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24687 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1293904.250000 Penalty: 929.154968 Iteration 23Q: 3 clusters Score -1293904 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25030 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1294119.750000 Penalty: 929.154968 Iteration 24Q: 3 clusters Score -1294120 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25303 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -1294283.375000 Penalty: 929.154968 Iteration 25Q: 3 clusters Score -1294283 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25540 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -1294418.250000 Penalty: 929.154968 Iteration 26Q: 3 clusters Score -1294418 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25736 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -1294537.375000 Penalty: 929.154968 Iteration 27Q: 3 clusters Score -1294537 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25893 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1294629.625000 Penalty: 929.154968 Iteration 28Q: 3 clusters Score -1294630 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26019 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1294701.625000 Penalty: 929.154968 Iteration 29Q: 3 clusters Score -1294702 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26108 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1294747.125000 Penalty: 929.154968 Iteration 30Q: 3 clusters Score -1294747 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26170 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1294773.875000 Penalty: 929.154968 Iteration 31Q: 3 clusters Score -1294774 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26219 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1294790.750000 Penalty: 929.154968 Iteration 32Q: 3 clusters Score -1294791 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26248 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1294801.875000 Penalty: 929.154968 Iteration 33Q: 3 clusters Score -1294802 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26268 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -1294807.875000 Penalty: 929.154968 Iteration 34Q: 3 clusters Score -1294808 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26278 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1294809.750000 Penalty: 929.154968 Iteration 35Q: 3 clusters Score -1294810 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26287 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1294818.625000 Penalty: 929.154968 Iteration 36Q: 3 clusters Score -1294819 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26295 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1294824.500000 Penalty: 929.154968 Iteration 37Q: 3 clusters Score -1294824 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26311 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1294834.250000 Penalty: 929.154968 Iteration 38Q: 3 clusters Score -1294834 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26333 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1294843.000000 Penalty: 929.154968 Iteration 39Q: 3 clusters Score -1294843 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26348 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1294847.625000 Penalty: 929.154968 Iteration 40F: 3 clusters Score -1294848 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26356 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1294854.625000 Penalty: 929.154968 Iteration 41Q: 3 clusters Score -1294855 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26367 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1294859.750000 Penalty: 929.154968 Iteration 42Q: 3 clusters Score -1294860 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26373 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1294864.000000 Penalty: 929.154968 Iteration 43Q: 3 clusters Score -1294864 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26385 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1294869.375000 Penalty: 929.154968 Iteration 44Q: 3 clusters Score -1294869 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26390 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1294871.500000 Penalty: 929.154968 Iteration 45Q: 3 clusters Score -1294872 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26393 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1294873.625000 Penalty: 929.154968 Iteration 46Q: 3 clusters Score -1294874 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26392 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1294876.000000 Penalty: 929.154968 Iteration 47Q: 3 clusters Score -1294876 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26384 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1294880.000000 Penalty: 929.154968 Iteration 48Q: 3 clusters Score -1294880 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26381 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1294883.875000 Penalty: 929.154968 Iteration 49Q: 3 clusters Score -1294884 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26387 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1294888.875000 Penalty: 929.154968 Iteration 50Q: 3 clusters Score -1294889 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26396 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1294891.625000 Penalty: 929.154968 Iteration 51Q: 3 clusters Score -1294892 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26407 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1294897.000000 Penalty: 929.154968 Iteration 52Q: 3 clusters Score -1294897 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26415 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1294902.000000 Penalty: 929.154968 Iteration 53Q: 3 clusters Score -1294902 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26427 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1294907.625000 Penalty: 929.154968 Iteration 54Q: 3 clusters Score -1294908 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26426 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1294915.125000 Penalty: 929.154968 Iteration 55Q: 3 clusters Score -1294915 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26434 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1294920.375000 Penalty: 929.154968 Iteration 56Q: 3 clusters Score -1294920 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26425 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1294928.500000 Penalty: 929.154968 Iteration 57Q: 3 clusters Score -1294928 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26426 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1294932.875000 Penalty: 929.154968 Iteration 58Q: 3 clusters Score -1294933 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26425 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1294934.500000 Penalty: 929.154968 Iteration 59Q: 3 clusters Score -1294934 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26430 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1294938.375000 Penalty: 929.154968 Iteration 60F: 3 clusters Score -1294938 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26434 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1294938.875000 Penalty: 929.154968 Iteration 61Q: 3 clusters Score -1294939 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26437 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1294941.375000 Penalty: 929.154968 Iteration 62Q: 3 clusters Score -1294941 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26436 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1294942.250000 Penalty: 929.154968 Iteration 63Q: 3 clusters Score -1294942 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26433 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1294944.250000 Penalty: 929.154968 Iteration 64Q: 3 clusters Score -1294944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26434 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1294944.000000 Penalty: 929.154968 Iteration 65Q: 3 clusters Score -1294944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26428 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -1294946.000000 Penalty: 929.154968 Iteration 66Q: 3 clusters Score -1294946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26423 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1294946.750000 Penalty: 929.154968 Iteration 67Q: 3 clusters Score -1294947 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26422 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1294950.000000 Penalty: 929.154968 Iteration 68Q: 3 clusters Score -1294950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26419 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1294950.375000 Penalty: 929.154968 Iteration 69Q: 3 clusters Score -1294950 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26415 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1294952.375000 Penalty: 929.154968 Iteration 70Q: 3 clusters Score -1294952 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26410 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1294955.875000 Penalty: 929.154968 Iteration 71Q: 3 clusters Score -1294956 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26405 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1294957.750000 Penalty: 929.154968 Iteration 72Q: 3 clusters Score -1294958 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26404 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1294960.125000 Penalty: 929.154968 Iteration 73Q: 3 clusters Score -1294960 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26402 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1294959.750000 Penalty: 929.154968 Iteration 74Q: 3 clusters Score -1294960 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26397 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1294962.875000 Penalty: 929.154968 Iteration 75Q: 3 clusters Score -1294963 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26392 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1294964.250000 Penalty: 929.154968 Iteration 76Q: 3 clusters Score -1294964 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26392 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1294965.500000 Penalty: 929.154968 Iteration 77Q: 3 clusters Score -1294966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26394 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1294964.625000 Penalty: 929.154968 Iteration 78Q: 3 clusters Score -1294965 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26393 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1294965.375000 Penalty: 929.154968 Iteration 79Q: 3 clusters Score -1294965 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26392 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1294963.625000 Penalty: 929.154968 Iteration 80F: 3 clusters Score -1294964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26391 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1294965.500000 Penalty: 929.154968 Iteration 81Q: 3 clusters Score -1294966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26389 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1294965.875000 Penalty: 929.154968 Iteration 82Q: 3 clusters Score -1294966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26388 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1294966.375000 Penalty: 929.154968 Iteration 83Q: 3 clusters Score -1294966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26386 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1294966.875000 Penalty: 929.154968 Iteration 84Q: 3 clusters Score -1294967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26385 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1294966.750000 Penalty: 929.154968 Iteration 85Q: 3 clusters Score -1294967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26381 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1294967.000000 Penalty: 929.154968 Iteration 86Q: 3 clusters Score -1294967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26381 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1294967.875000 Penalty: 929.154968 Iteration 87Q: 3 clusters Score -1294968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26382 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1294966.500000 Penalty: 929.154968 Iteration 88Q: 3 clusters Score -1294966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26383 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1294967.375000 Penalty: 929.154968 Iteration 89Q: 3 clusters Score -1294967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26382 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1294968.125000 Penalty: 929.154968 Iteration 90Q: 3 clusters Score -1294968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26381 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1294969.125000 Penalty: 929.154968 Iteration 91Q: 3 clusters Score -1294969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26380 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1294969.000000 Penalty: 929.154968 Iteration 92Q: 3 clusters Score -1294969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26378 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1294969.000000 Penalty: 929.154968 Iteration 93Q: 3 clusters Score -1294969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26376 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1294969.250000 Penalty: 929.154968 Iteration 94Q: 3 clusters Score -1294969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26376 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1294970.125000 Penalty: 929.154968 Iteration 95Q: 3 clusters Score -1294970 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26376 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1294968.250000 Penalty: 929.154968 Iteration 96Q: 3 clusters Score -1294968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26378 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1294969.875000 Penalty: 929.154968 Iteration 97Q: 3 clusters Score -1294970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26375 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1294970.500000 Penalty: 929.154968 Iteration 98Q: 3 clusters Score -1294970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26373 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -1294970.250000 Penalty: 929.154968 Iteration 99Q: 3 clusters Score -1294970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26370 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1294968.750000 Penalty: 929.154968 Iteration 100F: 3 clusters Score -1294969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26366 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1294969.625000 Penalty: 929.154968 Iteration 101Q: 3 clusters Score -1294970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26364 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1294970.500000 Penalty: 929.154968 Iteration 102Q: 3 clusters Score -1294970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26362 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1294971.500000 Penalty: 929.154968 Iteration 103Q: 3 clusters Score -1294972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26362 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1294971.500000 Penalty: 929.154968 Iteration 104F: 3 clusters Score -1294972 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (98 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Entering Unmasked Estep Score: -3955.258301 Penalty: 208.616028 Iteration 0F: 2 clusters Score -3955.258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3764.785400 Penalty: 417.232056 Iteration 0F: 3 clusters Score -3764.785 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -3797.953369 Penalty: 417.232056 Iteration 1F: 3 clusters Score -3797.953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3806.946777 Penalty: 417.232056 Iteration 2Q: 3 clusters Score -3806.947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3822.463379 Penalty: 417.232056 Iteration 3Q: 3 clusters Score -3822.463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -3833.481934 Penalty: 417.232056 Iteration 4Q: 3 clusters Score -3833.482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -3833.481934 Penalty: 417.232056 Iteration 5F: 3 clusters Score -3833.482 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Entering Unmasked Estep Score: -6596.193359 Penalty: 235.257019 Iteration 0F: 2 clusters Score -6596.193 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6345.311035 Penalty: 470.514038 Iteration 0F: 3 clusters Score -6345.311 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6379.086426 Penalty: 470.514038 Iteration 1F: 3 clusters Score -6379.086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6391.375000 Penalty: 470.514038 Iteration 2Q: 3 clusters Score -6391.375 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -6398.645020 Penalty: 470.514038 Iteration 3Q: 3 clusters Score -6398.645 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -6407.652832 Penalty: 470.514038 Iteration 4Q: 3 clusters Score -6407.653 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -6414.338867 Penalty: 470.514038 Iteration 5Q: 3 clusters Score -6414.339 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -6439.288086 Penalty: 470.514038 Iteration 6F: 3 clusters Score -6439.288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -6465.262207 Penalty: 470.514038 Iteration 7Q: 3 clusters Score -6465.262 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -6513.352051 Penalty: 470.514038 Iteration 8Q: 3 clusters Score -6513.352 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -6638.418457 Penalty: 470.514038 Iteration 9F: 3 clusters Score -6638.418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -6684.917969 Penalty: 470.514038 Iteration 10Q: 3 clusters Score -6684.918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -6696.407227 Penalty: 470.514038 Iteration 11Q: 3 clusters Score -6696.407 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -6705.420410 Penalty: 470.514038 Iteration 12Q: 3 clusters Score -6705.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -6705.420410 Penalty: 470.514038 Iteration 13F: 3 clusters Score -6705.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202798 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149102 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52563 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27187 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 36 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 235 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1700 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 140 members Entering Unmasked Estep Score: -24284234.000000 Penalty: 19122.671875 Splitting cluster 19 changes total score from -24283474.000000 to -24284234.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 20 (3782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Entering Unmasked Estep Score: -173678.171875 Penalty: 374.829376 Iteration 0F: 2 clusters Score -173678.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -171076.468750 Penalty: 749.658752 Iteration 0F: 3 clusters Score -171076.5 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -172062.203125 Penalty: 749.658752 Iteration 1F: 3 clusters Score -172062.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -172207.046875 Penalty: 749.658752 Iteration 2F: 3 clusters Score -172207 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -172344.968750 Penalty: 749.658752 Iteration 3F: 3 clusters Score -172345 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -172504.421875 Penalty: 749.658752 Iteration 4F: 3 clusters Score -172504.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -172664.296875 Penalty: 749.658752 Iteration 5F: 3 clusters Score -172664.3 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -172803.781250 Penalty: 749.658752 Iteration 6F: 3 clusters Score -172803.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -172924.828125 Penalty: 749.658752 Iteration 7Q: 3 clusters Score -172924.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -172993.890625 Penalty: 749.658752 Iteration 8Q: 3 clusters Score -172993.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -173044.625000 Penalty: 749.658752 Iteration 9Q: 3 clusters Score -173044.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -173079.140625 Penalty: 749.658752 Iteration 10Q: 3 clusters Score -173079.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -173104.953125 Penalty: 749.658752 Iteration 11Q: 3 clusters Score -173105 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -173118.750000 Penalty: 749.658752 Iteration 12Q: 3 clusters Score -173118.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -173128.187500 Penalty: 749.658752 Iteration 13Q: 3 clusters Score -173128.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -173135.875000 Penalty: 749.658752 Iteration 14Q: 3 clusters Score -173135.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -173141.703125 Penalty: 749.658752 Iteration 15Q: 3 clusters Score -173141.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -173146.609375 Penalty: 749.658752 Iteration 16Q: 3 clusters Score -173146.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -173149.109375 Penalty: 749.658752 Iteration 17Q: 3 clusters Score -173149.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -173150.500000 Penalty: 749.658752 Iteration 18Q: 3 clusters Score -173150.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -173151.640625 Penalty: 749.658752 Iteration 19Q: 3 clusters Score -173151.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -173152.859375 Penalty: 749.658752 Iteration 20F: 3 clusters Score -173152.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -173153.140625 Penalty: 749.658752 Iteration 21Q: 3 clusters Score -173153.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -173153.203125 Penalty: 749.658752 Iteration 22Q: 3 clusters Score -173153.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -173153.265625 Penalty: 749.658752 Iteration 23Q: 3 clusters Score -173153.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -173153.437500 Penalty: 749.658752 Iteration 24Q: 3 clusters Score -173153.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -173153.828125 Penalty: 749.658752 Iteration 25Q: 3 clusters Score -173153.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -173153.703125 Penalty: 749.658752 Iteration 26Q: 3 clusters Score -173153.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -173153.828125 Penalty: 749.658752 Iteration 27Q: 3 clusters Score -173153.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -173153.828125 Penalty: 749.658752 Iteration 28F: 3 clusters Score -173153.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (18310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18310 members Entering Unmasked Estep Score: -941537.687500 Penalty: 446.591736 Iteration 0F: 2 clusters Score -941537.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -929324.187500 Penalty: 893.183472 Iteration 0F: 3 clusters Score -929324.2 nChanged 8656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -934769.062500 Penalty: 893.183472 Iteration 1F: 3 clusters Score -934769.1 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -935533.125000 Penalty: 893.183472 Iteration 2F: 3 clusters Score -935533.1 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 13846 members Entering Unmasked Estep Score: -936693.437500 Penalty: 893.183472 Iteration 3F: 3 clusters Score -936693.4 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 15401 members Entering Unmasked Estep Score: -938150.062500 Penalty: 893.183472 Iteration 4F: 3 clusters Score -938150.1 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -939547.375000 Penalty: 893.183472 Iteration 5F: 3 clusters Score -939547.4 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 17702 members Entering Unmasked Estep Score: -940508.000000 Penalty: 893.183472 Iteration 6F: 3 clusters Score -940508 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 18119 members Entering Unmasked Estep Score: -940931.750000 Penalty: 893.183472 Iteration 7Q: 3 clusters Score -940931.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 18242 members Entering Unmasked Estep Score: -941063.625000 Penalty: 893.183472 Iteration 8Q: 3 clusters Score -941063.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 18275 members Entering Unmasked Estep Score: -941116.500000 Penalty: 893.183472 Iteration 9Q: 3 clusters Score -941116.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 18279 members Entering Unmasked Estep Score: -941141.000000 Penalty: 893.183472 Iteration 10Q: 3 clusters Score -941141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -941152.562500 Penalty: 893.183472 Iteration 11Q: 3 clusters Score -941152.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -941157.625000 Penalty: 893.183472 Iteration 12Q: 3 clusters Score -941157.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -941157.625000 Penalty: 893.183472 Iteration 13F: 3 clusters Score -941157.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Entering Unmasked Estep Score: -115430.390625 Penalty: 357.019836 Iteration 0F: 2 clusters Score -115430.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -113641.570312 Penalty: 714.039673 Iteration 0F: 3 clusters Score -113641.6 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -114437.328125 Penalty: 714.039673 Iteration 1F: 3 clusters Score -114437.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -114760.289062 Penalty: 714.039673 Iteration 2F: 3 clusters Score -114760.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -115023.281250 Penalty: 714.039673 Iteration 3F: 3 clusters Score -115023.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -115202.710938 Penalty: 714.039673 Iteration 4F: 3 clusters Score -115202.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -115320.390625 Penalty: 714.039673 Iteration 5F: 3 clusters Score -115320.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -115374.703125 Penalty: 714.039673 Iteration 6Q: 3 clusters Score -115374.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -115389.039062 Penalty: 714.039673 Iteration 7Q: 3 clusters Score -115389 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -115395.070312 Penalty: 714.039673 Iteration 8Q: 3 clusters Score -115395.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -115396.773438 Penalty: 714.039673 Iteration 9Q: 3 clusters Score -115396.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -115398.070312 Penalty: 714.039673 Iteration 10Q: 3 clusters Score -115398.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -115398.765625 Penalty: 714.039673 Iteration 11Q: 3 clusters Score -115398.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -115399.828125 Penalty: 714.039673 Iteration 12Q: 3 clusters Score -115399.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -115400.343750 Penalty: 714.039673 Iteration 13Q: 3 clusters Score -115400.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -115400.585938 Penalty: 714.039673 Iteration 14Q: 3 clusters Score -115400.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -115400.679688 Penalty: 714.039673 Iteration 15Q: 3 clusters Score -115400.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -115400.679688 Penalty: 714.039673 Iteration 16F: 3 clusters Score -115400.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Entering Unmasked Estep Score: -8691.972656 Penalty: 248.411148 Iteration 0F: 2 clusters Score -8691.973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -8393.591797 Penalty: 496.822296 Iteration 0F: 3 clusters Score -8393.592 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -8542.164062 Penalty: 496.822296 Iteration 1F: 3 clusters Score -8542.164 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -8600.272461 Penalty: 496.822296 Iteration 2F: 3 clusters Score -8600.272 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -8635.538086 Penalty: 496.822296 Iteration 3F: 3 clusters Score -8635.538 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8665.509766 Penalty: 496.822296 Iteration 4F: 3 clusters Score -8665.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8690.177734 Penalty: 496.822296 Iteration 5Q: 3 clusters Score -8690.178 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -8698.848633 Penalty: 496.822296 Iteration 6Q: 3 clusters Score -8698.849 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -8700.571289 Penalty: 496.822296 Iteration 7Q: 3 clusters Score -8700.571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8701.305664 Penalty: 496.822296 Iteration 8Q: 3 clusters Score -8701.306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8701.305664 Penalty: 496.822296 Iteration 9F: 3 clusters Score -8701.306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202798 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149102 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52563 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27187 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 36 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 758 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1700 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 140 members Mstep: Class 33 contains 170 members Entering Unmasked Estep Score: -24283894.000000 Penalty: 19720.255859 Splitting cluster 23 changes total score from -24283474.000000 to -24283894.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 24 (48 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Entering Unmasked Estep Score: -2012.991821 Penalty: 176.139648 Iteration 0F: 2 clusters Score -2012.992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26 members Mstep: Class 2 contains 22 members Entering Unmasked Estep Score: -1883.831787 Penalty: 352.279297 Iteration 0F: 3 clusters Score -1883.832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 26 members Entering Unmasked Estep Score: -1899.174316 Penalty: 352.279297 Iteration 1F: 3 clusters Score -1899.174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -1902.206909 Penalty: 352.279297 Iteration 2Q: 3 clusters Score -1902.207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -1902.206909 Penalty: 352.279297 Iteration 3F: 3 clusters Score -1902.207 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Entering Unmasked Estep Score: -32794.160156 Penalty: 301.696106 Iteration 0F: 2 clusters Score -32794.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -32160.279297 Penalty: 603.392212 Iteration 0F: 3 clusters Score -32160.28 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -32434.576172 Penalty: 603.392212 Iteration 1F: 3 clusters Score -32434.58 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -32621.617188 Penalty: 603.392212 Iteration 2F: 3 clusters Score -32621.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -32700.478516 Penalty: 603.392212 Iteration 3F: 3 clusters Score -32700.48 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -32756.220703 Penalty: 603.392212 Iteration 4F: 3 clusters Score -32756.22 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -32797.929688 Penalty: 603.392212 Iteration 5Q: 3 clusters Score -32797.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -32850.222656 Penalty: 603.392212 Iteration 6Q: 3 clusters Score -32850.22 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -32901.777344 Penalty: 603.392212 Iteration 7Q: 3 clusters Score -32901.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -32912.917969 Penalty: 603.392212 Iteration 8Q: 3 clusters Score -32912.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -32927.429688 Penalty: 603.392212 Iteration 9Q: 3 clusters Score -32927.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -32934.847656 Penalty: 603.392212 Iteration 10Q: 3 clusters Score -32934.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -32936.921875 Penalty: 603.392212 Iteration 11Q: 3 clusters Score -32936.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -32938.171875 Penalty: 603.392212 Iteration 12Q: 3 clusters Score -32938.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -32940.246094 Penalty: 603.392212 Iteration 13Q: 3 clusters Score -32940.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -32945.703125 Penalty: 603.392212 Iteration 14Q: 3 clusters Score -32945.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -32949.226562 Penalty: 603.392212 Iteration 15Q: 3 clusters Score -32949.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -32953.308594 Penalty: 603.392212 Iteration 16Q: 3 clusters Score -32953.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -32958.285156 Penalty: 603.392212 Iteration 17Q: 3 clusters Score -32958.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -32958.972656 Penalty: 603.392212 Iteration 18Q: 3 clusters Score -32958.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -32958.972656 Penalty: 603.392212 Iteration 19F: 3 clusters Score -32958.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202798 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149102 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52563 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27187 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 36 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 161 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1700 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 140 members Mstep: Class 33 contains 170 members Mstep: Class 34 contains 597 members Entering Unmasked Estep Score: -24283768.000000 Penalty: 20317.839844 Splitting cluster 25 changes total score from -24283474.000000 to -24283768.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 26 (417 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Entering Unmasked Estep Score: -19283.867188 Penalty: 274.505432 Iteration 0F: 2 clusters Score -19283.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -18846.335938 Penalty: 549.010864 Iteration 0F: 3 clusters Score -18846.34 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18960.517578 Penalty: 549.010864 Iteration 1F: 3 clusters Score -18960.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -18986.751953 Penalty: 549.010864 Iteration 2F: 3 clusters Score -18986.75 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -19002.097656 Penalty: 549.010864 Iteration 3Q: 3 clusters Score -19002.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -19017.585938 Penalty: 549.010864 Iteration 4Q: 3 clusters Score -19017.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -19022.345703 Penalty: 549.010864 Iteration 5Q: 3 clusters Score -19022.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -19027.542969 Penalty: 549.010864 Iteration 6Q: 3 clusters Score -19027.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -19033.148438 Penalty: 549.010864 Iteration 7Q: 3 clusters Score -19033.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -19037.279297 Penalty: 549.010864 Iteration 8Q: 3 clusters Score -19037.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -19042.083984 Penalty: 549.010864 Iteration 9Q: 3 clusters Score -19042.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -19042.441406 Penalty: 549.010864 Iteration 10Q: 3 clusters Score -19042.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -19042.441406 Penalty: 549.010864 Iteration 11F: 3 clusters Score -19042.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Entering Unmasked Estep Score: -25858.906250 Penalty: 291.812378 Iteration 0F: 2 clusters Score -25858.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -25293.458984 Penalty: 583.624756 Iteration 0F: 3 clusters Score -25293.46 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -25438.003906 Penalty: 583.624756 Iteration 1F: 3 clusters Score -25438 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -25476.792969 Penalty: 583.624756 Iteration 2F: 3 clusters Score -25476.79 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -25505.757812 Penalty: 583.624756 Iteration 3F: 3 clusters Score -25505.76 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -25548.671875 Penalty: 583.624756 Iteration 4Q: 3 clusters Score -25548.67 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -25617.574219 Penalty: 583.624756 Iteration 5F: 3 clusters Score -25617.57 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -25682.738281 Penalty: 583.624756 Iteration 6F: 3 clusters Score -25682.74 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -25735.953125 Penalty: 583.624756 Iteration 7F: 3 clusters Score -25735.95 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -25780.744141 Penalty: 583.624756 Iteration 8Q: 3 clusters Score -25780.74 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25814.013672 Penalty: 583.624756 Iteration 9Q: 3 clusters Score -25814.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -25827.396484 Penalty: 583.624756 Iteration 10Q: 3 clusters Score -25827.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -25835.607422 Penalty: 583.624756 Iteration 11Q: 3 clusters Score -25835.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -25844.046875 Penalty: 583.624756 Iteration 12Q: 3 clusters Score -25844.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -25844.255859 Penalty: 583.624756 Iteration 13Q: 3 clusters Score -25844.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -25844.255859 Penalty: 583.624756 Iteration 14F: 3 clusters Score -25844.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Entering Unmasked Estep Score: -18397.126953 Penalty: 273.289093 Iteration 0F: 2 clusters Score -18397.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -17969.816406 Penalty: 546.578186 Iteration 0F: 3 clusters Score -17969.82 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -18105.933594 Penalty: 546.578186 Iteration 1F: 3 clusters Score -18105.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -18135.298828 Penalty: 546.578186 Iteration 2F: 3 clusters Score -18135.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -18151.021484 Penalty: 546.578186 Iteration 3Q: 3 clusters Score -18151.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -18154.757812 Penalty: 546.578186 Iteration 4Q: 3 clusters Score -18154.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18157.773438 Penalty: 546.578186 Iteration 5Q: 3 clusters Score -18157.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -18161.154297 Penalty: 546.578186 Iteration 6Q: 3 clusters Score -18161.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -18161.791016 Penalty: 546.578186 Iteration 7Q: 3 clusters Score -18161.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -18163.185547 Penalty: 546.578186 Iteration 8Q: 3 clusters Score -18163.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -18163.648438 Penalty: 546.578186 Iteration 9Q: 3 clusters Score -18163.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -18164.689453 Penalty: 546.578186 Iteration 10Q: 3 clusters Score -18164.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -18165.570312 Penalty: 546.578186 Iteration 11Q: 3 clusters Score -18165.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -18165.570312 Penalty: 546.578186 Iteration 12F: 3 clusters Score -18165.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -6206.832520 Penalty: 222.167496 Iteration 0F: 2 clusters Score -6206.833 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5955.588867 Penalty: 444.334991 Iteration 0F: 3 clusters Score -5955.589 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5986.477051 Penalty: 444.334991 Iteration 1F: 3 clusters Score -5986.477 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5997.943359 Penalty: 444.334991 Iteration 2F: 3 clusters Score -5997.943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -6000.313965 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -6000.314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6001.064941 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -6001.065 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6003.385254 Penalty: 444.334991 Iteration 5Q: 3 clusters Score -6003.385 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6003.385254 Penalty: 444.334991 Iteration 6F: 3 clusters Score -6003.385 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 202798 members Mstep: Class 5 contains 4490 members Mstep: Class 6 contains 1752 members Mstep: Class 7 contains 2549 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 84 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149102 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52563 members Mstep: Class 16 contains 22527 members Mstep: Class 17 contains 27187 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 36 members Mstep: Class 20 contains 3782 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 161 members Mstep: Class 26 contains 417 members Mstep: Class 27 contains 610 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -24283808.000000 Penalty: 20317.839844 Iteration 159Q: 35 clusters Score -2.428381e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 410 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 202919 members Mstep: Class 5 contains 4479 members Mstep: Class 6 contains 1753 members Mstep: Class 7 contains 2560 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 85 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 724 members Mstep: Class 12 contains 149094 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52475 members Mstep: Class 16 contains 22500 members Mstep: Class 17 contains 27195 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 39 members Mstep: Class 20 contains 3779 members Mstep: Class 21 contains 18311 members Mstep: Class 22 contains 2557 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 161 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 611 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1700 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 140 members Mstep: Class 33 contains 169 members Mstep: Class 34 contains 596 members Entering Unmasked Estep ConsiderDeletion Score: -24283804.000000 Penalty: 20317.839844 Iteration 160F: 35 clusters Score -2.42838e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 402 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 202994 members Mstep: Class 5 contains 4469 members Mstep: Class 6 contains 1755 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 81 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 725 members Mstep: Class 12 contains 149082 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52408 members Mstep: Class 16 contains 22487 members Mstep: Class 17 contains 27199 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 40 members Mstep: Class 20 contains 3778 members Mstep: Class 21 contains 18313 members Mstep: Class 22 contains 2558 members Mstep: Class 23 contains 66 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 161 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 595 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1723 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 140 members Mstep: Class 33 contains 185 members Mstep: Class 34 contains 600 members Entering Unmasked Estep ConsiderDeletion Score: -24283862.000000 Penalty: 20317.839844 Iteration 161Q: 35 clusters Score -2.428386e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 401 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203051 members Mstep: Class 5 contains 4467 members Mstep: Class 6 contains 1757 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 725 members Mstep: Class 12 contains 149083 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52356 members Mstep: Class 16 contains 22473 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 42 members Mstep: Class 20 contains 3776 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2561 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 591 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1732 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 140 members Mstep: Class 33 contains 190 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283942.000000 Penalty: 20317.839844 Iteration 162Q: 35 clusters Score -2.428394e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 401 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203105 members Mstep: Class 5 contains 4463 members Mstep: Class 6 contains 1757 members Mstep: Class 7 contains 2565 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 725 members Mstep: Class 12 contains 149085 members Mstep: Class 13 contains 4802 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52312 members Mstep: Class 16 contains 22462 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3772 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2562 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 589 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1736 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 192 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283908.000000 Penalty: 20317.839844 Iteration 163Q: 35 clusters Score -2.428391e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 401 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203139 members Mstep: Class 5 contains 4458 members Mstep: Class 6 contains 1759 members Mstep: Class 7 contains 2565 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 725 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52280 members Mstep: Class 16 contains 22456 members Mstep: Class 17 contains 27200 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3772 members Mstep: Class 21 contains 18310 members Mstep: Class 22 contains 2564 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 588 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1741 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 193 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283890.000000 Penalty: 20317.839844 Iteration 164Q: 35 clusters Score -2.428389e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203166 members Mstep: Class 5 contains 4453 members Mstep: Class 6 contains 1761 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149085 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52252 members Mstep: Class 16 contains 22452 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3772 members Mstep: Class 21 contains 18311 members Mstep: Class 22 contains 2566 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 587 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1748 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 194 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283912.000000 Penalty: 20317.839844 Iteration 165Q: 35 clusters Score -2.428391e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203187 members Mstep: Class 5 contains 4452 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149081 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52224 members Mstep: Class 16 contains 22452 members Mstep: Class 17 contains 27199 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3771 members Mstep: Class 21 contains 18316 members Mstep: Class 22 contains 2567 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 586 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1758 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 195 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283918.000000 Penalty: 20317.839844 Iteration 166Q: 35 clusters Score -2.428392e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203207 members Mstep: Class 5 contains 4451 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149081 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52201 members Mstep: Class 16 contains 22452 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3771 members Mstep: Class 21 contains 18314 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1761 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283898.000000 Penalty: 20317.839844 Iteration 167Q: 35 clusters Score -2.42839e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203227 members Mstep: Class 5 contains 4449 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149081 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52179 members Mstep: Class 16 contains 22453 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3771 members Mstep: Class 21 contains 18314 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283896.000000 Penalty: 20317.839844 Iteration 168Q: 35 clusters Score -2.42839e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203246 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2564 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149081 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52160 members Mstep: Class 16 contains 22454 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3771 members Mstep: Class 21 contains 18314 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283902.000000 Penalty: 20317.839844 Iteration 169Q: 35 clusters Score -2.42839e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203260 members Mstep: Class 5 contains 4449 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2563 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149081 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52146 members Mstep: Class 16 contains 22454 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3771 members Mstep: Class 21 contains 18314 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283906.000000 Penalty: 20317.839844 Iteration 170Q: 35 clusters Score -2.428391e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203280 members Mstep: Class 5 contains 4449 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2563 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149081 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52129 members Mstep: Class 16 contains 22452 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3770 members Mstep: Class 21 contains 18314 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283892.000000 Penalty: 20317.839844 Iteration 171Q: 35 clusters Score -2.428389e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203293 members Mstep: Class 5 contains 4449 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2563 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149082 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52116 members Mstep: Class 16 contains 22452 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3769 members Mstep: Class 21 contains 18314 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283912.000000 Penalty: 20317.839844 Iteration 172Q: 35 clusters Score -2.428391e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203300 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2563 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149084 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52109 members Mstep: Class 16 contains 22451 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3768 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283896.000000 Penalty: 20317.839844 Iteration 173Q: 35 clusters Score -2.42839e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203307 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2563 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149086 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 463 members Mstep: Class 15 contains 52104 members Mstep: Class 16 contains 22449 members Mstep: Class 17 contains 27200 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283900.000000 Penalty: 20317.839844 Iteration 174Q: 35 clusters Score -2.42839e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203313 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52102 members Mstep: Class 16 contains 22445 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283904.000000 Penalty: 20317.839844 Iteration 175Q: 35 clusters Score -2.42839e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203319 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52099 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283912.000000 Penalty: 20317.839844 Iteration 176Q: 35 clusters Score -2.428391e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203322 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52096 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283900.000000 Penalty: 20317.839844 Iteration 177Q: 35 clusters Score -2.42839e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203329 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52089 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283908.000000 Penalty: 20317.839844 Iteration 178Q: 35 clusters Score -2.428391e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203335 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52083 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283902.000000 Penalty: 20317.839844 Iteration 179Q: 35 clusters Score -2.42839e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203337 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52081 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283904.000000 Penalty: 20317.839844 Iteration 180F: 35 clusters Score -2.42839e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203338 members Mstep: Class 5 contains 4449 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52079 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283894.000000 Penalty: 20317.839844 Iteration 181Q: 35 clusters Score -2.428389e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203341 members Mstep: Class 5 contains 4448 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52077 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283914.000000 Penalty: 20317.839844 Iteration 182Q: 35 clusters Score -2.428391e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203344 members Mstep: Class 5 contains 4446 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52076 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283906.000000 Penalty: 20317.839844 Iteration 183Q: 35 clusters Score -2.428391e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203347 members Mstep: Class 5 contains 4445 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52074 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283902.000000 Penalty: 20317.839844 Iteration 184Q: 35 clusters Score -2.42839e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203348 members Mstep: Class 5 contains 4445 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52073 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283900.000000 Penalty: 20317.839844 Iteration 185Q: 35 clusters Score -2.42839e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203348 members Mstep: Class 5 contains 4445 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 2562 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52073 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24283900.000000 Penalty: 20317.839844 Iteration 186F: 35 clusters Score -2.42839e+07 nChanged 0 Entering ConstructFrom: Score: -24283900.000000 Penalty: 20317.839844 Entering ConstructFrom: Trying to split cluster 1 (1960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Entering Unmasked Estep Score: -100441.835938 Penalty: 344.921844 Iteration 0F: 2 clusters Score -100441.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -98993.851562 Penalty: 689.843689 Iteration 0F: 3 clusters Score -98993.85 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -99472.945312 Penalty: 689.843689 Iteration 1F: 3 clusters Score -99472.95 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -99547.703125 Penalty: 689.843689 Iteration 2F: 3 clusters Score -99547.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -99596.671875 Penalty: 689.843689 Iteration 3F: 3 clusters Score -99596.67 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -99637.828125 Penalty: 689.843689 Iteration 4Q: 3 clusters Score -99637.83 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -99690.414062 Penalty: 689.843689 Iteration 5Q: 3 clusters Score -99690.41 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -99731.460938 Penalty: 689.843689 Iteration 6Q: 3 clusters Score -99731.46 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -99767.265625 Penalty: 689.843689 Iteration 7Q: 3 clusters Score -99767.27 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -99821.187500 Penalty: 689.843689 Iteration 8Q: 3 clusters Score -99821.19 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -99876.812500 Penalty: 689.843689 Iteration 9Q: 3 clusters Score -99876.81 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -99926.203125 Penalty: 689.843689 Iteration 10Q: 3 clusters Score -99926.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -99954.671875 Penalty: 689.843689 Iteration 11Q: 3 clusters Score -99954.67 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -99966.546875 Penalty: 689.843689 Iteration 12Q: 3 clusters Score -99966.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -99978.468750 Penalty: 689.843689 Iteration 13Q: 3 clusters Score -99978.47 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -99991.867188 Penalty: 689.843689 Iteration 14Q: 3 clusters Score -99991.87 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -100004.718750 Penalty: 689.843689 Iteration 15Q: 3 clusters Score -100004.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -100014.320312 Penalty: 689.843689 Iteration 16Q: 3 clusters Score -100014.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -100022.703125 Penalty: 689.843689 Iteration 17Q: 3 clusters Score -100022.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -100026.890625 Penalty: 689.843689 Iteration 18Q: 3 clusters Score -100026.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -100031.453125 Penalty: 689.843689 Iteration 19Q: 3 clusters Score -100031.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -100032.398438 Penalty: 689.843689 Iteration 20F: 3 clusters Score -100032.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -100032.929688 Penalty: 689.843689 Iteration 21Q: 3 clusters Score -100032.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -100033.093750 Penalty: 689.843689 Iteration 22Q: 3 clusters Score -100033.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -100033.093750 Penalty: 689.843689 Iteration 23F: 3 clusters Score -100033.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Entering Unmasked Estep Score: -18215.191406 Penalty: 272.611633 Iteration 0F: 2 clusters Score -18215.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -17796.125000 Penalty: 545.223267 Iteration 0F: 3 clusters Score -17796.12 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -17953.917969 Penalty: 545.223267 Iteration 1F: 3 clusters Score -17953.92 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -18006.160156 Penalty: 545.223267 Iteration 2F: 3 clusters Score -18006.16 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -18039.451172 Penalty: 545.223267 Iteration 3F: 3 clusters Score -18039.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -18062.527344 Penalty: 545.223267 Iteration 4Q: 3 clusters Score -18062.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -18070.597656 Penalty: 545.223267 Iteration 5Q: 3 clusters Score -18070.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -18075.615234 Penalty: 545.223267 Iteration 6Q: 3 clusters Score -18075.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -18077.863281 Penalty: 545.223267 Iteration 7Q: 3 clusters Score -18077.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -18086.564453 Penalty: 545.223267 Iteration 8Q: 3 clusters Score -18086.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -18095.224609 Penalty: 545.223267 Iteration 9Q: 3 clusters Score -18095.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -18114.548828 Penalty: 545.223267 Iteration 10Q: 3 clusters Score -18114.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -18116.521484 Penalty: 545.223267 Iteration 11Q: 3 clusters Score -18116.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -18117.363281 Penalty: 545.223267 Iteration 12Q: 3 clusters Score -18117.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -18117.363281 Penalty: 545.223267 Iteration 13F: 3 clusters Score -18117.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Entering Unmasked Estep Score: -197142.453125 Penalty: 376.737762 Iteration 0F: 2 clusters Score -197142.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -194412.531250 Penalty: 753.475525 Iteration 0F: 3 clusters Score -194412.5 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -195547.359375 Penalty: 753.475525 Iteration 1F: 3 clusters Score -195547.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -195784.296875 Penalty: 753.475525 Iteration 2F: 3 clusters Score -195784.3 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -196099.625000 Penalty: 753.475525 Iteration 3F: 3 clusters Score -196099.6 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -196402.000000 Penalty: 753.475525 Iteration 4F: 3 clusters Score -196402 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -196636.500000 Penalty: 753.475525 Iteration 5F: 3 clusters Score -196636.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -196766.093750 Penalty: 753.475525 Iteration 6Q: 3 clusters Score -196766.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -196840.140625 Penalty: 753.475525 Iteration 7Q: 3 clusters Score -196840.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -196876.750000 Penalty: 753.475525 Iteration 8Q: 3 clusters Score -196876.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -196896.484375 Penalty: 753.475525 Iteration 9Q: 3 clusters Score -196896.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -196909.984375 Penalty: 753.475525 Iteration 10Q: 3 clusters Score -196910 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -196920.343750 Penalty: 753.475525 Iteration 11Q: 3 clusters Score -196920.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -196925.671875 Penalty: 753.475525 Iteration 12Q: 3 clusters Score -196925.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -196928.468750 Penalty: 753.475525 Iteration 13Q: 3 clusters Score -196928.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -196933.171875 Penalty: 753.475525 Iteration 14Q: 3 clusters Score -196933.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -196934.562500 Penalty: 753.475525 Iteration 15Q: 3 clusters Score -196934.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -196935.453125 Penalty: 753.475525 Iteration 16Q: 3 clusters Score -196935.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -196936.875000 Penalty: 753.475525 Iteration 17Q: 3 clusters Score -196936.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -196938.953125 Penalty: 753.475525 Iteration 18Q: 3 clusters Score -196939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -196939.640625 Penalty: 753.475525 Iteration 19Q: 3 clusters Score -196939.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -196939.765625 Penalty: 753.475525 Iteration 20F: 3 clusters Score -196939.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (203348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203348 members Entering Unmasked Estep Score: -10003748.000000 Penalty: 556.131714 Iteration 0F: 2 clusters Score -1.000375e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101854 members Mstep: Class 2 contains 101494 members Entering Unmasked Estep Score: -9867683.000000 Penalty: 1112.263428 Iteration 0F: 3 clusters Score -9867683 nChanged 100203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111863 members Mstep: Class 2 contains 91485 members Entering Unmasked Estep Score: -9928543.000000 Penalty: 1112.263428 Iteration 1F: 3 clusters Score -9928543 nChanged 8443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118758 members Mstep: Class 2 contains 84590 members Entering Unmasked Estep Score: -9931616.000000 Penalty: 1112.263428 Iteration 2Q: 3 clusters Score -9931616 nChanged 11399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129329 members Mstep: Class 2 contains 74019 members Entering Unmasked Estep Score: -9937289.000000 Penalty: 1112.263428 Iteration 3F: 3 clusters Score -9937289 nChanged 14899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143900 members Mstep: Class 2 contains 59448 members Entering Unmasked Estep Score: -9947630.000000 Penalty: 1112.263428 Iteration 4F: 3 clusters Score -9947630 nChanged 17631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161453 members Mstep: Class 2 contains 41895 members Entering Unmasked Estep Score: -9963018.000000 Penalty: 1112.263428 Iteration 5F: 3 clusters Score -9963018 nChanged 17244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178689 members Mstep: Class 2 contains 24659 members Entering Unmasked Estep Score: -9980010.000000 Penalty: 1112.263428 Iteration 6F: 3 clusters Score -9980010 nChanged 12928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191617 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -9992848.000000 Penalty: 1112.263428 Iteration 7F: 3 clusters Score -9992848 nChanged 7245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198862 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -9999597.000000 Penalty: 1112.263428 Iteration 8Q: 3 clusters Score -9999597 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202018 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -10002314.000000 Penalty: 1112.263428 Iteration 9Q: 3 clusters Score -1.000231e+07 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202983 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -10003010.000000 Penalty: 1112.263428 Iteration 10Q: 3 clusters Score -1.000301e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203227 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10003184.000000 Penalty: 1112.263428 Iteration 11Q: 3 clusters Score -1.000318e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203289 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -10003224.000000 Penalty: 1112.263428 Iteration 12Q: 3 clusters Score -1.000322e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203308 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -10003256.000000 Penalty: 1112.263428 Iteration 13Q: 3 clusters Score -1.000326e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203311 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -10003254.000000 Penalty: 1112.263428 Iteration 14Q: 3 clusters Score -1.000325e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203312 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -10003261.000000 Penalty: 1112.263428 Iteration 15Q: 3 clusters Score -1.000326e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203312 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -10003261.000000 Penalty: 1112.263428 Iteration 16F: 3 clusters Score -1.000326e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Entering Unmasked Estep Score: -219203.687500 Penalty: 382.178864 Iteration 0F: 2 clusters Score -219203.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -216191.265625 Penalty: 764.357727 Iteration 0F: 3 clusters Score -216191.3 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -217287.015625 Penalty: 764.357727 Iteration 1F: 3 clusters Score -217287 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -217444.390625 Penalty: 764.357727 Iteration 2F: 3 clusters Score -217444.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -217580.515625 Penalty: 764.357727 Iteration 3F: 3 clusters Score -217580.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -217718.687500 Penalty: 764.357727 Iteration 4F: 3 clusters Score -217718.7 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -217869.609375 Penalty: 764.357727 Iteration 5F: 3 clusters Score -217869.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -218068.890625 Penalty: 764.357727 Iteration 6F: 3 clusters Score -218068.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -218270.078125 Penalty: 764.357727 Iteration 7F: 3 clusters Score -218270.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -218410.406250 Penalty: 764.357727 Iteration 8Q: 3 clusters Score -218410.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -218498.890625 Penalty: 764.357727 Iteration 9Q: 3 clusters Score -218498.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -218566.156250 Penalty: 764.357727 Iteration 10Q: 3 clusters Score -218566.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -218659.765625 Penalty: 764.357727 Iteration 11Q: 3 clusters Score -218659.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -218768.625000 Penalty: 764.357727 Iteration 12Q: 3 clusters Score -218768.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -218857.625000 Penalty: 764.357727 Iteration 13Q: 3 clusters Score -218857.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -218909.859375 Penalty: 764.357727 Iteration 14Q: 3 clusters Score -218909.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -218951.328125 Penalty: 764.357727 Iteration 15Q: 3 clusters Score -218951.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -218979.046875 Penalty: 764.357727 Iteration 16Q: 3 clusters Score -218979 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -218990.015625 Penalty: 764.357727 Iteration 17Q: 3 clusters Score -218990 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -218997.031250 Penalty: 764.357727 Iteration 18Q: 3 clusters Score -218997 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -219000.500000 Penalty: 764.357727 Iteration 19Q: 3 clusters Score -219000.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -219007.093750 Penalty: 764.357727 Iteration 20F: 3 clusters Score -219007.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -219009.609375 Penalty: 764.357727 Iteration 21Q: 3 clusters Score -219009.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -219010.406250 Penalty: 764.357727 Iteration 22Q: 3 clusters Score -219010.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -219011.562500 Penalty: 764.357727 Iteration 23Q: 3 clusters Score -219011.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -219011.796875 Penalty: 764.357727 Iteration 24Q: 3 clusters Score -219011.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -219012.218750 Penalty: 764.357727 Iteration 25Q: 3 clusters Score -219012.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -219012.218750 Penalty: 764.357727 Iteration 26F: 3 clusters Score -219012.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Entering Unmasked Estep Score: -93999.648438 Penalty: 340.024658 Iteration 0F: 2 clusters Score -93999.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -92735.648438 Penalty: 680.049316 Iteration 0F: 3 clusters Score -92735.65 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -93137.406250 Penalty: 680.049316 Iteration 1F: 3 clusters Score -93137.41 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -93214.046875 Penalty: 680.049316 Iteration 2F: 3 clusters Score -93214.05 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -93277.835938 Penalty: 680.049316 Iteration 3F: 3 clusters Score -93277.84 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -93345.523438 Penalty: 680.049316 Iteration 4F: 3 clusters Score -93345.52 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -93420.539062 Penalty: 680.049316 Iteration 5F: 3 clusters Score -93420.54 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -93505.460938 Penalty: 680.049316 Iteration 6F: 3 clusters Score -93505.46 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -93567.460938 Penalty: 680.049316 Iteration 7Q: 3 clusters Score -93567.46 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -93622.890625 Penalty: 680.049316 Iteration 8Q: 3 clusters Score -93622.89 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -93659.796875 Penalty: 680.049316 Iteration 9Q: 3 clusters Score -93659.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -93690.617188 Penalty: 680.049316 Iteration 10Q: 3 clusters Score -93690.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -93719.335938 Penalty: 680.049316 Iteration 11Q: 3 clusters Score -93719.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -93729.593750 Penalty: 680.049316 Iteration 12Q: 3 clusters Score -93729.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -93742.546875 Penalty: 680.049316 Iteration 13Q: 3 clusters Score -93742.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -93749.085938 Penalty: 680.049316 Iteration 14Q: 3 clusters Score -93749.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -93752.789062 Penalty: 680.049316 Iteration 15Q: 3 clusters Score -93752.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -93754.523438 Penalty: 680.049316 Iteration 16Q: 3 clusters Score -93754.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -93754.664062 Penalty: 680.049316 Iteration 17Q: 3 clusters Score -93754.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -93754.664062 Penalty: 680.049316 Iteration 18F: 3 clusters Score -93754.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2562 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Entering Unmasked Estep Score: -122402.429688 Penalty: 357.108734 Iteration 0F: 2 clusters Score -122402.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -120613.640625 Penalty: 714.217468 Iteration 0F: 3 clusters Score -120613.6 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -121214.765625 Penalty: 714.217468 Iteration 1F: 3 clusters Score -121214.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -121322.820312 Penalty: 714.217468 Iteration 2F: 3 clusters Score -121322.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -121405.054688 Penalty: 714.217468 Iteration 3F: 3 clusters Score -121405.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -121501.007812 Penalty: 714.217468 Iteration 4F: 3 clusters Score -121501 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -121600.398438 Penalty: 714.217468 Iteration 5F: 3 clusters Score -121600.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -121716.187500 Penalty: 714.217468 Iteration 6F: 3 clusters Score -121716.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -121845.203125 Penalty: 714.217468 Iteration 7F: 3 clusters Score -121845.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -121946.562500 Penalty: 714.217468 Iteration 8Q: 3 clusters Score -121946.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -122052.296875 Penalty: 714.217468 Iteration 9Q: 3 clusters Score -122052.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -122163.984375 Penalty: 714.217468 Iteration 10Q: 3 clusters Score -122164 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -122230.046875 Penalty: 714.217468 Iteration 11Q: 3 clusters Score -122230 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -122262.820312 Penalty: 714.217468 Iteration 12Q: 3 clusters Score -122262.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -122290.515625 Penalty: 714.217468 Iteration 13Q: 3 clusters Score -122290.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -122320.875000 Penalty: 714.217468 Iteration 14Q: 3 clusters Score -122320.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -122354.773438 Penalty: 714.217468 Iteration 15Q: 3 clusters Score -122354.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -122379.234375 Penalty: 714.217468 Iteration 16Q: 3 clusters Score -122379.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -122394.312500 Penalty: 714.217468 Iteration 17Q: 3 clusters Score -122394.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -122397.257812 Penalty: 714.217468 Iteration 18Q: 3 clusters Score -122397.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -122397.625000 Penalty: 714.217468 Iteration 19Q: 3 clusters Score -122397.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -122402.320312 Penalty: 714.217468 Iteration 20F: 3 clusters Score -122402.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -122404.804688 Penalty: 714.217468 Iteration 21Q: 3 clusters Score -122404.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -122407.250000 Penalty: 714.217468 Iteration 22Q: 3 clusters Score -122407.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -122408.562500 Penalty: 714.217468 Iteration 23Q: 3 clusters Score -122408.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -122409.148438 Penalty: 714.217468 Iteration 24Q: 3 clusters Score -122409.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -122410.484375 Penalty: 714.217468 Iteration 25Q: 3 clusters Score -122410.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -122411.765625 Penalty: 714.217468 Iteration 26Q: 3 clusters Score -122411.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -122412.265625 Penalty: 714.217468 Iteration 27Q: 3 clusters Score -122412.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -122412.507812 Penalty: 714.217468 Iteration 28Q: 3 clusters Score -122412.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -122412.750000 Penalty: 714.217468 Iteration 29Q: 3 clusters Score -122412.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -122412.820312 Penalty: 714.217468 Iteration 30Q: 3 clusters Score -122412.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -122412.820312 Penalty: 714.217468 Iteration 31F: 3 clusters Score -122412.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 400 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 203348 members Mstep: Class 5 contains 4445 members Mstep: Class 6 contains 1760 members Mstep: Class 7 contains 1392 members Mstep: Class 8 contains 118 members Mstep: Class 9 contains 79 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 726 members Mstep: Class 12 contains 149087 members Mstep: Class 13 contains 4801 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 52073 members Mstep: Class 16 contains 22442 members Mstep: Class 17 contains 27201 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 41 members Mstep: Class 20 contains 3767 members Mstep: Class 21 contains 18315 members Mstep: Class 22 contains 2568 members Mstep: Class 23 contains 65 members Mstep: Class 24 contains 48 members Mstep: Class 25 contains 162 members Mstep: Class 26 contains 416 members Mstep: Class 27 contains 585 members Mstep: Class 28 contains 406 members Mstep: Class 29 contains 132 members Mstep: Class 30 contains 1764 members Mstep: Class 31 contains 105 members Mstep: Class 32 contains 141 members Mstep: Class 33 contains 196 members Mstep: Class 34 contains 601 members Mstep: Class 35 contains 1170 members Entering Unmasked Estep Score: -24283694.000000 Penalty: 20915.421875 Splitting cluster 7 changes total score from -24283900.000000 to -24283694.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Entering Unmasked Estep Score: -5065.607910 Penalty: 217.066162 Iteration 0F: 2 clusters Score -5065.608 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4833.572266 Penalty: 434.132324 Iteration 0F: 3 clusters Score -4833.572 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4874.625977 Penalty: 434.132324 Iteration 1F: 3 clusters Score -4874.626 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4888.763184 Penalty: 434.132324 Iteration 2F: 3 clusters Score -4888.763 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -4894.241211 Penalty: 434.132324 Iteration 3Q: 3 clusters Score -4894.241 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -4903.975586 Penalty: 434.132324 Iteration 4Q: 3 clusters Score -4903.976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4907.233398 Penalty: 434.132324 Iteration 5Q: 3 clusters Score -4907.233 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4907.715820 Penalty: 434.132324 Iteration 6Q: 3 clusters Score -4907.716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4907.715820 Penalty: 434.132324 Iteration 7F: 3 clusters Score -4907.716 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (79 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Entering Unmasked Estep Score: -3069.830322 Penalty: 198.809875 Iteration 0F: 2 clusters Score -3069.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2879.313477 Penalty: 397.619751 Iteration 0F: 3 clusters Score -2879.313 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -2904.979248 Penalty: 397.619751 Iteration 1F: 3 clusters Score -2904.979 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -2916.816406 Penalty: 397.619751 Iteration 2F: 3 clusters Score -2916.816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -2920.920654 Penalty: 397.619751 Iteration 3Q: 3 clusters Score -2920.921 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -2920.920654 Penalty: 397.619751 Iteration 4F: 3 clusters Score -2920.921 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Entering Unmasked Estep Score: -32534.085938 Penalty: 299.796143 Iteration 0F: 2 clusters Score -32534.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -31889.787109 Penalty: 599.592285 Iteration 0F: 3 clusters Score -31889.79 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -32067.804688 Penalty: 599.592285 Iteration 1F: 3 clusters Score -32067.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -32116.769531 Penalty: 599.592285 Iteration 2F: 3 clusters Score -32116.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -32134.744141 Penalty: 599.592285 Iteration 3Q: 3 clusters Score -32134.74 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -32145.181641 Penalty: 599.592285 Iteration 4Q: 3 clusters Score -32145.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -32156.015625 Penalty: 599.592285 Iteration 5Q: 3 clusters Score -32156.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -32163.033203 Penalty: 599.592285 Iteration 6Q: 3 clusters Score -32163.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -32167.164062 Penalty: 599.592285 Iteration 7Q: 3 clusters Score -32167.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -32168.503906 Penalty: 599.592285 Iteration 8Q: 3 clusters Score -32168.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -32168.875000 Penalty: 599.592285 Iteration 9Q: 3 clusters Score -32168.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -32169.666016 Penalty: 599.592285 Iteration 10Q: 3 clusters Score -32169.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -32170.109375 Penalty: 599.592285 Iteration 11Q: 3 clusters Score -32170.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -32170.582031 Penalty: 599.592285 Iteration 12Q: 3 clusters Score -32170.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -32172.009766 Penalty: 599.592285 Iteration 13Q: 3 clusters Score -32172.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -32175.316406 Penalty: 599.592285 Iteration 14Q: 3 clusters Score -32175.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -32178.638672 Penalty: 599.592285 Iteration 15Q: 3 clusters Score -32178.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -32182.080078 Penalty: 599.592285 Iteration 16Q: 3 clusters Score -32182.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -32184.783203 Penalty: 599.592285 Iteration 17Q: 3 clusters Score -32184.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -32186.039062 Penalty: 599.592285 Iteration 18Q: 3 clusters Score -32186.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -32187.248047 Penalty: 599.592285 Iteration 19Q: 3 clusters Score -32187.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -32188.048828 Penalty: 599.592285 Iteration 20F: 3 clusters Score -32188.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -32188.855469 Penalty: 599.592285 Iteration 21Q: 3 clusters Score -32188.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -32189.312500 Penalty: 599.592285 Iteration 22Q: 3 clusters Score -32189.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -32190.435547 Penalty: 599.592285 Iteration 23Q: 3 clusters Score -32190.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -32190.904297 Penalty: 599.592285 Iteration 24Q: 3 clusters Score -32190.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -32190.923828 Penalty: 599.592285 Iteration 25Q: 3 clusters Score -32190.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -32191.152344 Penalty: 599.592285 Iteration 26Q: 3 clusters Score -32191.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -32191.507812 Penalty: 599.592285 Iteration 27Q: 3 clusters Score -32191.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -32191.507812 Penalty: 599.592285 Iteration 28F: 3 clusters Score -32191.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Entering Unmasked Estep Score: -34174.480469 Penalty: 299.733521 Iteration 0F: 2 clusters Score -34174.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -33526.296875 Penalty: 599.467041 Iteration 0F: 3 clusters Score -33526.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -33682.437500 Penalty: 599.467041 Iteration 1F: 3 clusters Score -33682.44 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -33726.074219 Penalty: 599.467041 Iteration 2F: 3 clusters Score -33726.07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -33750.210938 Penalty: 599.467041 Iteration 3Q: 3 clusters Score -33750.21 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -33772.375000 Penalty: 599.467041 Iteration 4Q: 3 clusters Score -33772.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -33795.902344 Penalty: 599.467041 Iteration 5Q: 3 clusters Score -33795.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -33804.855469 Penalty: 599.467041 Iteration 6Q: 3 clusters Score -33804.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -33811.808594 Penalty: 599.467041 Iteration 7Q: 3 clusters Score -33811.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -33816.699219 Penalty: 599.467041 Iteration 8Q: 3 clusters Score -33816.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -33820.093750 Penalty: 599.467041 Iteration 9Q: 3 clusters Score -33820.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -33825.445312 Penalty: 599.467041 Iteration 10Q: 3 clusters Score -33825.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -33829.761719 Penalty: 599.467041 Iteration 11Q: 3 clusters Score -33829.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -33832.222656 Penalty: 599.467041 Iteration 12Q: 3 clusters Score -33832.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -33835.671875 Penalty: 599.467041 Iteration 13Q: 3 clusters Score -33835.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -33838.484375 Penalty: 599.467041 Iteration 14Q: 3 clusters Score -33838.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -33842.441406 Penalty: 599.467041 Iteration 15Q: 3 clusters Score -33842.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -33847.824219 Penalty: 599.467041 Iteration 16Q: 3 clusters Score -33847.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -33851.730469 Penalty: 599.467041 Iteration 17Q: 3 clusters Score -33851.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -33859.300781 Penalty: 599.467041 Iteration 18Q: 3 clusters Score -33859.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -33864.765625 Penalty: 599.467041 Iteration 19Q: 3 clusters Score -33864.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -33866.421875 Penalty: 599.467041 Iteration 20F: 3 clusters Score -33866.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -33866.984375 Penalty: 599.467041 Iteration 21Q: 3 clusters Score -33866.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -33867.261719 Penalty: 599.467041 Iteration 22Q: 3 clusters Score -33867.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -33867.261719 Penalty: 599.467041 Iteration 23F: 3 clusters Score -33867.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (149087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149087 members Entering Unmasked Estep Score: -7541868.000000 Penalty: 542.008972 Iteration 0F: 2 clusters Score -7541868 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74680 members Mstep: Class 2 contains 74407 members Entering Unmasked Estep Score: -7448331.500000 Penalty: 1084.017944 Iteration 0F: 3 clusters Score -7448332 nChanged 73315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81709 members Mstep: Class 2 contains 67378 members Entering Unmasked Estep Score: -7494931.000000 Penalty: 1084.017944 Iteration 1F: 3 clusters Score -7494931 nChanged 7553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86154 members Mstep: Class 2 contains 62933 members Entering Unmasked Estep Score: -7498804.000000 Penalty: 1084.017944 Iteration 2F: 3 clusters Score -7498804 nChanged 9085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91663 members Mstep: Class 2 contains 57424 members Entering Unmasked Estep Score: -7505375.000000 Penalty: 1084.017944 Iteration 3F: 3 clusters Score -7505375 nChanged 10126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97269 members Mstep: Class 2 contains 51818 members Entering Unmasked Estep Score: -7514411.000000 Penalty: 1084.017944 Iteration 4F: 3 clusters Score -7514411 nChanged 9451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101846 members Mstep: Class 2 contains 47241 members Entering Unmasked Estep Score: -7521521.500000 Penalty: 1084.017944 Iteration 5F: 3 clusters Score -7521522 nChanged 6771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105865 members Mstep: Class 2 contains 43222 members Entering Unmasked Estep Score: -7524722.500000 Penalty: 1084.017944 Iteration 6Q: 3 clusters Score -7524722 nChanged 4766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109985 members Mstep: Class 2 contains 39102 members Entering Unmasked Estep Score: -7526233.500000 Penalty: 1084.017944 Iteration 7Q: 3 clusters Score -7526234 nChanged 4511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114462 members Mstep: Class 2 contains 34625 members Entering Unmasked Estep Score: -7527572.500000 Penalty: 1084.017944 Iteration 8Q: 3 clusters Score -7527572 nChanged 4751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119213 members Mstep: Class 2 contains 29874 members Entering Unmasked Estep Score: -7528933.000000 Penalty: 1084.017944 Iteration 9Q: 3 clusters Score -7528933 nChanged 4889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124098 members Mstep: Class 2 contains 24989 members Entering Unmasked Estep Score: -7530520.000000 Penalty: 1084.017944 Iteration 10Q: 3 clusters Score -7530520 nChanged 4648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128744 members Mstep: Class 2 contains 20343 members Entering Unmasked Estep Score: -7532096.000000 Penalty: 1084.017944 Iteration 11Q: 3 clusters Score -7532096 nChanged 4331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133073 members Mstep: Class 2 contains 16014 members Entering Unmasked Estep Score: -7533737.000000 Penalty: 1084.017944 Iteration 12Q: 3 clusters Score -7533737 nChanged 3842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136911 members Mstep: Class 2 contains 12176 members Entering Unmasked Estep Score: -7535297.500000 Penalty: 1084.017944 Iteration 13Q: 3 clusters Score -7535298 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140136 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -7536798.000000 Penalty: 1084.017944 Iteration 14Q: 3 clusters Score -7536798 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142734 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -7538008.000000 Penalty: 1084.017944 Iteration 15Q: 3 clusters Score -7538008 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144764 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -7538935.500000 Penalty: 1084.017944 Iteration 16Q: 3 clusters Score -7538936 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146332 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -7539696.500000 Penalty: 1084.017944 Iteration 17Q: 3 clusters Score -7539696 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147482 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -7540327.500000 Penalty: 1084.017944 Iteration 18Q: 3 clusters Score -7540328 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148188 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -7540751.500000 Penalty: 1084.017944 Iteration 19Q: 3 clusters Score -7540752 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148590 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -7541036.500000 Penalty: 1084.017944 Iteration 20F: 3 clusters Score -7541036 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148784 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -7541185.000000 Penalty: 1084.017944 Iteration 21Q: 3 clusters Score -7541185 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148881 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -7541282.500000 Penalty: 1084.017944 Iteration 22Q: 3 clusters Score -7541282 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148927 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -7541324.500000 Penalty: 1084.017944 Iteration 23Q: 3 clusters Score -7541324 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148946 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -7541336.500000 Penalty: 1084.017944 Iteration 24Q: 3 clusters Score -7541336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148956 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -7541345.500000 Penalty: 1084.017944 Iteration 25Q: 3 clusters Score -7541346 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148964 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7541353.500000 Penalty: 1084.017944 Iteration 26Q: 3 clusters Score -7541354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148969 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7541369.000000 Penalty: 1084.017944 Iteration 27Q: 3 clusters Score -7541369 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148972 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7541376.000000 Penalty: 1084.017944 Iteration 28Q: 3 clusters Score -7541376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148975 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7541375.000000 Penalty: 1084.017944 Iteration 29Q: 3 clusters Score -7541375 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148978 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7541380.000000 Penalty: 1084.017944 Iteration 30Q: 3 clusters Score -7541380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148981 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7541382.000000 Penalty: 1084.017944 Iteration 31Q: 3 clusters Score -7541382 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148981 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7541382.000000 Penalty: 1084.017944 Iteration 32F: 3 clusters Score -7541382 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Entering Unmasked Estep Score: -246859.890625 Penalty: 385.684387 Iteration 0F: 2 clusters Score -246859.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -243584.078125 Penalty: 771.368774 Iteration 0F: 3 clusters Score -243584.1 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -244775.078125 Penalty: 771.368774 Iteration 1F: 3 clusters Score -244775.1 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -244928.593750 Penalty: 771.368774 Iteration 2F: 3 clusters Score -244928.6 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -245106.531250 Penalty: 771.368774 Iteration 3F: 3 clusters Score -245106.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -245314.593750 Penalty: 771.368774 Iteration 4F: 3 clusters Score -245314.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -245555.812500 Penalty: 771.368774 Iteration 5F: 3 clusters Score -245555.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -245871.625000 Penalty: 771.368774 Iteration 6F: 3 clusters Score -245871.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -246146.093750 Penalty: 771.368774 Iteration 7F: 3 clusters Score -246146.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -246282.531250 Penalty: 771.368774 Iteration 8Q: 3 clusters Score -246282.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -246352.203125 Penalty: 771.368774 Iteration 9Q: 3 clusters Score -246352.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -246416.718750 Penalty: 771.368774 Iteration 10Q: 3 clusters Score -246416.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -246451.968750 Penalty: 771.368774 Iteration 11Q: 3 clusters Score -246452 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -246473.593750 Penalty: 771.368774 Iteration 12Q: 3 clusters Score -246473.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -246493.031250 Penalty: 771.368774 Iteration 13Q: 3 clusters Score -246493 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -246508.515625 Penalty: 771.368774 Iteration 14Q: 3 clusters Score -246508.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -246521.437500 Penalty: 771.368774 Iteration 15Q: 3 clusters Score -246521.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -246528.546875 Penalty: 771.368774 Iteration 16Q: 3 clusters Score -246528.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -246533.171875 Penalty: 771.368774 Iteration 17Q: 3 clusters Score -246533.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -246538.593750 Penalty: 771.368774 Iteration 18Q: 3 clusters Score -246538.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -246540.296875 Penalty: 771.368774 Iteration 19Q: 3 clusters Score -246540.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -246540.375000 Penalty: 771.368774 Iteration 20F: 3 clusters Score -246540.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -246540.093750 Penalty: 771.368774 Iteration 21Q: 3 clusters Score -246540.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -246540.093750 Penalty: 771.368774 Iteration 22F: 3 clusters Score -246540.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Entering Unmasked Estep Score: -18960.435547 Penalty: 279.168213 Iteration 0F: 2 clusters Score -18960.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -18468.669922 Penalty: 558.336426 Iteration 0F: 3 clusters Score -18468.67 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -18575.771484 Penalty: 558.336426 Iteration 1F: 3 clusters Score -18575.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -18613.285156 Penalty: 558.336426 Iteration 2F: 3 clusters Score -18613.29 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -18646.464844 Penalty: 558.336426 Iteration 3F: 3 clusters Score -18646.46 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -18672.798828 Penalty: 558.336426 Iteration 4F: 3 clusters Score -18672.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -18693.974609 Penalty: 558.336426 Iteration 5Q: 3 clusters Score -18693.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -18706.171875 Penalty: 558.336426 Iteration 6Q: 3 clusters Score -18706.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -18714.093750 Penalty: 558.336426 Iteration 7Q: 3 clusters Score -18714.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -18718.617188 Penalty: 558.336426 Iteration 8Q: 3 clusters Score -18718.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -18727.984375 Penalty: 558.336426 Iteration 9Q: 3 clusters Score -18727.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -18733.869141 Penalty: 558.336426 Iteration 10Q: 3 clusters Score -18733.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -18742.417969 Penalty: 558.336426 Iteration 11Q: 3 clusters Score -18742.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18751.621094 Penalty: 558.336426 Iteration 12Q: 3 clusters Score -18751.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -18758.337891 Penalty: 558.336426 Iteration 13Q: 3 clusters Score -18758.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18761.623047 Penalty: 558.336426 Iteration 14Q: 3 clusters Score -18761.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -18764.505859 Penalty: 558.336426 Iteration 15Q: 3 clusters Score -18764.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18767.933594 Penalty: 558.336426 Iteration 16Q: 3 clusters Score -18767.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -18770.923828 Penalty: 558.336426 Iteration 17Q: 3 clusters Score -18770.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18771.296875 Penalty: 558.336426 Iteration 18Q: 3 clusters Score -18771.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -18772.228516 Penalty: 558.336426 Iteration 19Q: 3 clusters Score -18772.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -18772.884766 Penalty: 558.336426 Iteration 20F: 3 clusters Score -18772.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -18773.238281 Penalty: 558.336426 Iteration 21Q: 3 clusters Score -18773.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -18773.238281 Penalty: 558.336426 Iteration 22F: 3 clusters Score -18773.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (52073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52073 members Entering Unmasked Estep Score: -2723966.500000 Penalty: 494.148285 Iteration 0F: 2 clusters Score -2723966 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25995 members Mstep: Class 2 contains 26078 members Entering Unmasked Estep Score: -2688785.250000 Penalty: 988.296570 Iteration 0F: 3 clusters Score -2688785 nChanged 25293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24276 members Mstep: Class 2 contains 27797 members Entering Unmasked Estep Score: -2703605.500000 Penalty: 988.296570 Iteration 1F: 3 clusters Score -2703606 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23127 members Mstep: Class 2 contains 28946 members Entering Unmasked Estep Score: -2704240.500000 Penalty: 988.296570 Iteration 2Q: 3 clusters Score -2704240 nChanged 2454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21381 members Mstep: Class 2 contains 30692 members Entering Unmasked Estep Score: -2705320.750000 Penalty: 988.296570 Iteration 3Q: 3 clusters Score -2705321 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18879 members Mstep: Class 2 contains 33194 members Entering Unmasked Estep Score: -2707103.250000 Penalty: 988.296570 Iteration 4F: 3 clusters Score -2707103 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15583 members Mstep: Class 2 contains 36490 members Entering Unmasked Estep Score: -2710008.250000 Penalty: 988.296570 Iteration 5F: 3 clusters Score -2710008 nChanged 4119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 40183 members Entering Unmasked Estep Score: -2713837.000000 Penalty: 988.296570 Iteration 6F: 3 clusters Score -2713837 nChanged 3573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 43438 members Entering Unmasked Estep Score: -2717554.750000 Penalty: 988.296570 Iteration 7F: 3 clusters Score -2717555 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 45543 members Entering Unmasked Estep Score: -2719842.500000 Penalty: 988.296570 Iteration 8Q: 3 clusters Score -2719842 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 46842 members Entering Unmasked Estep Score: -2721077.000000 Penalty: 988.296570 Iteration 9Q: 3 clusters Score -2721077 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 47764 members Entering Unmasked Estep Score: -2721816.250000 Penalty: 988.296570 Iteration 10Q: 3 clusters Score -2721816 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 48464 members Entering Unmasked Estep Score: -2722349.250000 Penalty: 988.296570 Iteration 11Q: 3 clusters Score -2722349 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 49005 members Entering Unmasked Estep Score: -2722778.250000 Penalty: 988.296570 Iteration 12Q: 3 clusters Score -2722778 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 49398 members Entering Unmasked Estep Score: -2723039.750000 Penalty: 988.296570 Iteration 13Q: 3 clusters Score -2723040 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 49677 members Entering Unmasked Estep Score: -2723200.750000 Penalty: 988.296570 Iteration 14Q: 3 clusters Score -2723201 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 49918 members Entering Unmasked Estep Score: -2723341.000000 Penalty: 988.296570 Iteration 15Q: 3 clusters Score -2723341 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 50112 members Entering Unmasked Estep Score: -2723420.500000 Penalty: 988.296570 Iteration 16Q: 3 clusters Score -2723420 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 50274 members Entering Unmasked Estep Score: -2723494.500000 Penalty: 988.296570 Iteration 17Q: 3 clusters Score -2723494 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 50419 members Entering Unmasked Estep Score: -2723548.750000 Penalty: 988.296570 Iteration 18Q: 3 clusters Score -2723549 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 50539 members Entering Unmasked Estep Score: -2723589.250000 Penalty: 988.296570 Iteration 19Q: 3 clusters Score -2723589 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 50622 members Entering Unmasked Estep Score: -2723615.750000 Penalty: 988.296570 Iteration 20F: 3 clusters Score -2723616 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 50697 members Entering Unmasked Estep Score: -2723631.000000 Penalty: 988.296570 Iteration 21Q: 3 clusters Score -2723631 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 50763 members Entering Unmasked Estep Score: -2723645.750000 Penalty: 988.296570 Iteration 22Q: 3 clusters Score -2723646 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 50820 members Entering Unmasked Estep Score: -2723657.250000 Penalty: 988.296570 Iteration 23Q: 3 clusters Score -2723657 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 50864 members Entering Unmasked Estep Score: -2723672.750000 Penalty: 988.296570 Iteration 24Q: 3 clusters Score -2723673 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 50908 members Entering Unmasked Estep Score: -2723683.000000 Penalty: 988.296570 Iteration 25Q: 3 clusters Score -2723683 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 50955 members Entering Unmasked Estep Score: -2723696.500000 Penalty: 988.296570 Iteration 26Q: 3 clusters Score -2723696 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 50993 members Entering Unmasked Estep Score: -2723703.250000 Penalty: 988.296570 Iteration 27Q: 3 clusters Score -2723703 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 51029 members Entering Unmasked Estep Score: -2723715.500000 Penalty: 988.296570 Iteration 28Q: 3 clusters Score -2723716 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 51059 members Entering Unmasked Estep Score: -2723716.750000 Penalty: 988.296570 Iteration 29Q: 3 clusters Score -2723717 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 51082 members Entering Unmasked Estep Score: -2723721.500000 Penalty: 988.296570 Iteration 30Q: 3 clusters Score -2723722 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 51105 members Entering Unmasked Estep Score: -2723728.750000 Penalty: 988.296570 Iteration 31Q: 3 clusters Score -2723729 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 51127 members Entering Unmasked Estep Score: -2723734.250000 Penalty: 988.296570 Iteration 32Q: 3 clusters Score -2723734 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 51155 members Entering Unmasked Estep Score: -2723741.750000 Penalty: 988.296570 Iteration 33Q: 3 clusters Score -2723742 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 51175 members Entering Unmasked Estep Score: -2723747.500000 Penalty: 988.296570 Iteration 34Q: 3 clusters Score -2723748 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 51188 members Entering Unmasked Estep Score: -2723750.500000 Penalty: 988.296570 Iteration 35Q: 3 clusters Score -2723750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 51199 members Entering Unmasked Estep Score: -2723751.000000 Penalty: 988.296570 Iteration 36Q: 3 clusters Score -2723751 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 51204 members Entering Unmasked Estep Score: -2723753.000000 Penalty: 988.296570 Iteration 37Q: 3 clusters Score -2723753 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 51211 members Entering Unmasked Estep Score: -2723750.500000 Penalty: 988.296570 Iteration 38Q: 3 clusters Score -2723750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 51213 members Entering Unmasked Estep Score: -2723748.750000 Penalty: 988.296570 Iteration 39Q: 3 clusters Score -2723749 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 51216 members Entering Unmasked Estep Score: -2723745.750000 Penalty: 988.296570 Iteration 40F: 3 clusters Score -2723746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 51221 members Entering Unmasked Estep Score: -2723748.750000 Penalty: 988.296570 Iteration 41Q: 3 clusters Score -2723749 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 51228 members Entering Unmasked Estep Score: -2723748.250000 Penalty: 988.296570 Iteration 42Q: 3 clusters Score -2723748 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 51229 members Entering Unmasked Estep Score: -2723748.750000 Penalty: 988.296570 Iteration 43Q: 3 clusters Score -2723749 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 51231 members Entering Unmasked Estep Score: -2723750.500000 Penalty: 988.296570 Iteration 44Q: 3 clusters Score -2723750 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 51231 members Entering Unmasked Estep Score: -2723750.500000 Penalty: 988.296570 Iteration 45F: 3 clusters Score -2723750 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (22442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22442 members Entering Unmasked Estep Score: -1059996.875000 Penalty: 455.850342 Iteration 0F: 2 clusters Score -1059997 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -1045104.125000 Penalty: 911.700684 Iteration 0F: 3 clusters Score -1045104 nChanged 10702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -1051386.750000 Penalty: 911.700684 Iteration 1F: 3 clusters Score -1051387 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -1051966.375000 Penalty: 911.700684 Iteration 2F: 3 clusters Score -1051966 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -1052733.625000 Penalty: 911.700684 Iteration 3F: 3 clusters Score -1052734 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8613 members Mstep: Class 2 contains 13829 members Entering Unmasked Estep Score: -1053640.125000 Penalty: 911.700684 Iteration 4F: 3 clusters Score -1053640 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 14415 members Entering Unmasked Estep Score: -1054542.750000 Penalty: 911.700684 Iteration 5F: 3 clusters Score -1054543 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 14849 members Entering Unmasked Estep Score: -1055285.375000 Penalty: 911.700684 Iteration 6F: 3 clusters Score -1055285 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 15102 members Entering Unmasked Estep Score: -1055773.000000 Penalty: 911.700684 Iteration 7Q: 3 clusters Score -1055773 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 15253 members Entering Unmasked Estep Score: -1056086.875000 Penalty: 911.700684 Iteration 8Q: 3 clusters Score -1056087 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 15337 members Entering Unmasked Estep Score: -1056278.875000 Penalty: 911.700684 Iteration 9Q: 3 clusters Score -1056279 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 15430 members Entering Unmasked Estep Score: -1056398.875000 Penalty: 911.700684 Iteration 10Q: 3 clusters Score -1056399 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 15537 members Entering Unmasked Estep Score: -1056473.750000 Penalty: 911.700684 Iteration 11Q: 3 clusters Score -1056474 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 15660 members Entering Unmasked Estep Score: -1056532.375000 Penalty: 911.700684 Iteration 12Q: 3 clusters Score -1056532 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -1056607.250000 Penalty: 911.700684 Iteration 13Q: 3 clusters Score -1056607 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 16069 members Entering Unmasked Estep Score: -1056723.875000 Penalty: 911.700684 Iteration 14Q: 3 clusters Score -1056724 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 16346 members Entering Unmasked Estep Score: -1056891.125000 Penalty: 911.700684 Iteration 15Q: 3 clusters Score -1056891 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 16684 members Entering Unmasked Estep Score: -1057185.875000 Penalty: 911.700684 Iteration 16Q: 3 clusters Score -1057186 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 17088 members Entering Unmasked Estep Score: -1057785.750000 Penalty: 911.700684 Iteration 17Q: 3 clusters Score -1057786 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 17467 members Entering Unmasked Estep Score: -1058335.250000 Penalty: 911.700684 Iteration 18Q: 3 clusters Score -1058335 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 17803 members Entering Unmasked Estep Score: -1058686.500000 Penalty: 911.700684 Iteration 19Q: 3 clusters Score -1058686 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 18064 members Entering Unmasked Estep Score: -1058866.500000 Penalty: 911.700684 Iteration 20F: 3 clusters Score -1058866 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 18282 members Entering Unmasked Estep Score: -1058972.750000 Penalty: 911.700684 Iteration 21Q: 3 clusters Score -1058973 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 18471 members Entering Unmasked Estep Score: -1059047.250000 Penalty: 911.700684 Iteration 22Q: 3 clusters Score -1059047 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 18635 members Entering Unmasked Estep Score: -1059105.875000 Penalty: 911.700684 Iteration 23Q: 3 clusters Score -1059106 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -1059152.125000 Penalty: 911.700684 Iteration 24Q: 3 clusters Score -1059152 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 18923 members Entering Unmasked Estep Score: -1059183.375000 Penalty: 911.700684 Iteration 25Q: 3 clusters Score -1059183 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 19039 members Entering Unmasked Estep Score: -1059213.875000 Penalty: 911.700684 Iteration 26Q: 3 clusters Score -1059214 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 19158 members Entering Unmasked Estep Score: -1059236.625000 Penalty: 911.700684 Iteration 27Q: 3 clusters Score -1059237 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 19285 members Entering Unmasked Estep Score: -1059266.750000 Penalty: 911.700684 Iteration 28Q: 3 clusters Score -1059267 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 19401 members Entering Unmasked Estep Score: -1059293.875000 Penalty: 911.700684 Iteration 29Q: 3 clusters Score -1059294 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -1059315.000000 Penalty: 911.700684 Iteration 30Q: 3 clusters Score -1059315 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -1059337.125000 Penalty: 911.700684 Iteration 31Q: 3 clusters Score -1059337 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 19688 members Entering Unmasked Estep Score: -1059358.500000 Penalty: 911.700684 Iteration 32Q: 3 clusters Score -1059358 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -1059370.750000 Penalty: 911.700684 Iteration 33Q: 3 clusters Score -1059371 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 19835 members Entering Unmasked Estep Score: -1059381.500000 Penalty: 911.700684 Iteration 34Q: 3 clusters Score -1059382 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 19899 members Entering Unmasked Estep Score: -1059389.125000 Penalty: 911.700684 Iteration 35Q: 3 clusters Score -1059389 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 19954 members Entering Unmasked Estep Score: -1059402.000000 Penalty: 911.700684 Iteration 36Q: 3 clusters Score -1059402 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 20007 members Entering Unmasked Estep Score: -1059407.750000 Penalty: 911.700684 Iteration 37Q: 3 clusters Score -1059408 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 20053 members Entering Unmasked Estep Score: -1059420.625000 Penalty: 911.700684 Iteration 38Q: 3 clusters Score -1059421 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 20100 members Entering Unmasked Estep Score: -1059423.750000 Penalty: 911.700684 Iteration 39Q: 3 clusters Score -1059424 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 20139 members Entering Unmasked Estep Score: -1059429.750000 Penalty: 911.700684 Iteration 40F: 3 clusters Score -1059430 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 20165 members Entering Unmasked Estep Score: -1059432.750000 Penalty: 911.700684 Iteration 41Q: 3 clusters Score -1059433 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 20194 members Entering Unmasked Estep Score: -1059438.000000 Penalty: 911.700684 Iteration 42Q: 3 clusters Score -1059438 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 20220 members Entering Unmasked Estep Score: -1059442.125000 Penalty: 911.700684 Iteration 43Q: 3 clusters Score -1059442 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 20244 members Entering Unmasked Estep Score: -1059442.875000 Penalty: 911.700684 Iteration 44Q: 3 clusters Score -1059443 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 20273 members Entering Unmasked Estep Score: -1059447.125000 Penalty: 911.700684 Iteration 45Q: 3 clusters Score -1059447 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 20301 members Entering Unmasked Estep Score: -1059448.750000 Penalty: 911.700684 Iteration 46Q: 3 clusters Score -1059449 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 20329 members Entering Unmasked Estep Score: -1059450.500000 Penalty: 911.700684 Iteration 47Q: 3 clusters Score -1059450 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 20358 members Entering Unmasked Estep Score: -1059453.875000 Penalty: 911.700684 Iteration 48Q: 3 clusters Score -1059454 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 20392 members Entering Unmasked Estep Score: -1059456.250000 Penalty: 911.700684 Iteration 49Q: 3 clusters Score -1059456 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 20424 members Entering Unmasked Estep Score: -1059463.500000 Penalty: 911.700684 Iteration 50Q: 3 clusters Score -1059464 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 20454 members Entering Unmasked Estep Score: -1059467.250000 Penalty: 911.700684 Iteration 51Q: 3 clusters Score -1059467 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 20479 members Entering Unmasked Estep Score: -1059472.500000 Penalty: 911.700684 Iteration 52Q: 3 clusters Score -1059472 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -1059477.375000 Penalty: 911.700684 Iteration 53Q: 3 clusters Score -1059477 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 20552 members Entering Unmasked Estep Score: -1059484.875000 Penalty: 911.700684 Iteration 54Q: 3 clusters Score -1059485 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 20584 members Entering Unmasked Estep Score: -1059487.250000 Penalty: 911.700684 Iteration 55Q: 3 clusters Score -1059487 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 20610 members Entering Unmasked Estep Score: -1059490.875000 Penalty: 911.700684 Iteration 56Q: 3 clusters Score -1059491 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 20633 members Entering Unmasked Estep Score: -1059493.875000 Penalty: 911.700684 Iteration 57Q: 3 clusters Score -1059494 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 20668 members Entering Unmasked Estep Score: -1059499.000000 Penalty: 911.700684 Iteration 58Q: 3 clusters Score -1059499 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 20702 members Entering Unmasked Estep Score: -1059505.750000 Penalty: 911.700684 Iteration 59Q: 3 clusters Score -1059506 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 20733 members Entering Unmasked Estep Score: -1059510.500000 Penalty: 911.700684 Iteration 60F: 3 clusters Score -1059510 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 20758 members Entering Unmasked Estep Score: -1059515.375000 Penalty: 911.700684 Iteration 61Q: 3 clusters Score -1059515 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 20782 members Entering Unmasked Estep Score: -1059522.125000 Penalty: 911.700684 Iteration 62Q: 3 clusters Score -1059522 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 20805 members Entering Unmasked Estep Score: -1059522.875000 Penalty: 911.700684 Iteration 63Q: 3 clusters Score -1059523 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 20822 members Entering Unmasked Estep Score: -1059526.750000 Penalty: 911.700684 Iteration 64Q: 3 clusters Score -1059527 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 20838 members Entering Unmasked Estep Score: -1059528.625000 Penalty: 911.700684 Iteration 65Q: 3 clusters Score -1059529 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 20855 members Entering Unmasked Estep Score: -1059527.625000 Penalty: 911.700684 Iteration 66Q: 3 clusters Score -1059528 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 20869 members Entering Unmasked Estep Score: -1059532.500000 Penalty: 911.700684 Iteration 67Q: 3 clusters Score -1059532 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 20884 members Entering Unmasked Estep Score: -1059532.000000 Penalty: 911.700684 Iteration 68Q: 3 clusters Score -1059532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 20892 members Entering Unmasked Estep Score: -1059533.375000 Penalty: 911.700684 Iteration 69Q: 3 clusters Score -1059533 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 20901 members Entering Unmasked Estep Score: -1059531.625000 Penalty: 911.700684 Iteration 70Q: 3 clusters Score -1059532 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 20907 members Entering Unmasked Estep Score: -1059532.500000 Penalty: 911.700684 Iteration 71Q: 3 clusters Score -1059532 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 20917 members Entering Unmasked Estep Score: -1059533.500000 Penalty: 911.700684 Iteration 72Q: 3 clusters Score -1059534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 20925 members Entering Unmasked Estep Score: -1059535.625000 Penalty: 911.700684 Iteration 73Q: 3 clusters Score -1059536 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 20929 members Entering Unmasked Estep Score: -1059535.000000 Penalty: 911.700684 Iteration 74Q: 3 clusters Score -1059535 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 20934 members Entering Unmasked Estep Score: -1059535.125000 Penalty: 911.700684 Iteration 75Q: 3 clusters Score -1059535 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 20939 members Entering Unmasked Estep Score: -1059537.375000 Penalty: 911.700684 Iteration 76Q: 3 clusters Score -1059537 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -1059536.875000 Penalty: 911.700684 Iteration 77Q: 3 clusters Score -1059537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 20950 members Entering Unmasked Estep Score: -1059538.125000 Penalty: 911.700684 Iteration 78Q: 3 clusters Score -1059538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 20951 members Entering Unmasked Estep Score: -1059538.125000 Penalty: 911.700684 Iteration 79Q: 3 clusters Score -1059538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 20952 members Entering Unmasked Estep Score: -1059537.000000 Penalty: 911.700684 Iteration 80F: 3 clusters Score -1059537 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (27201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27201 members Entering Unmasked Estep Score: -1295797.125000 Penalty: 464.600922 Iteration 0F: 2 clusters Score -1295797 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13641 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -1277730.375000 Penalty: 929.201843 Iteration 0F: 3 clusters Score -1277730 nChanged 13022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14053 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -1285160.000000 Penalty: 929.201843 Iteration 1F: 3 clusters Score -1285160 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -1285553.250000 Penalty: 929.201843 Iteration 2Q: 3 clusters Score -1285553 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14956 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -1286115.750000 Penalty: 929.201843 Iteration 3Q: 3 clusters Score -1286116 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15678 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -1286970.250000 Penalty: 929.201843 Iteration 4F: 3 clusters Score -1286970 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16526 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1288271.250000 Penalty: 929.201843 Iteration 5F: 3 clusters Score -1288271 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17302 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -1289782.000000 Penalty: 929.201843 Iteration 6F: 3 clusters Score -1289782 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17868 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -1290929.000000 Penalty: 929.201843 Iteration 7F: 3 clusters Score -1290929 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18284 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -1291474.625000 Penalty: 929.201843 Iteration 8Q: 3 clusters Score -1291475 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18653 members Mstep: Class 2 contains 8548 members Entering Unmasked Estep Score: -1291735.000000 Penalty: 929.201843 Iteration 9Q: 3 clusters Score -1291735 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19012 members Mstep: Class 2 contains 8189 members Entering Unmasked Estep Score: -1291916.375000 Penalty: 929.201843 Iteration 10Q: 3 clusters Score -1291916 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19405 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -1292105.500000 Penalty: 929.201843 Iteration 11Q: 3 clusters Score -1292106 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19812 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -1292307.625000 Penalty: 929.201843 Iteration 12Q: 3 clusters Score -1292308 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20231 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1292537.875000 Penalty: 929.201843 Iteration 13Q: 3 clusters Score -1292538 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20649 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -1292762.625000 Penalty: 929.201843 Iteration 14Q: 3 clusters Score -1292763 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21037 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -1292965.875000 Penalty: 929.201843 Iteration 15Q: 3 clusters Score -1292966 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21413 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -1293172.125000 Penalty: 929.201843 Iteration 16Q: 3 clusters Score -1293172 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21807 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -1293394.750000 Penalty: 929.201843 Iteration 17Q: 3 clusters Score -1293395 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1293623.000000 Penalty: 929.201843 Iteration 18Q: 3 clusters Score -1293623 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22535 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1293812.250000 Penalty: 929.201843 Iteration 19Q: 3 clusters Score -1293812 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22861 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1293982.000000 Penalty: 929.201843 Iteration 20F: 3 clusters Score -1293982 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23178 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1294128.750000 Penalty: 929.201843 Iteration 21Q: 3 clusters Score -1294129 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23466 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1294274.125000 Penalty: 929.201843 Iteration 22Q: 3 clusters Score -1294274 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23732 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1294397.125000 Penalty: 929.201843 Iteration 23Q: 3 clusters Score -1294397 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23988 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1294509.625000 Penalty: 929.201843 Iteration 24Q: 3 clusters Score -1294510 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24208 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1294598.250000 Penalty: 929.201843 Iteration 25Q: 3 clusters Score -1294598 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24380 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -1294660.750000 Penalty: 929.201843 Iteration 26Q: 3 clusters Score -1294661 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24528 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -1294711.375000 Penalty: 929.201843 Iteration 27Q: 3 clusters Score -1294711 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24656 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -1294750.625000 Penalty: 929.201843 Iteration 28Q: 3 clusters Score -1294751 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24767 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1294779.000000 Penalty: 929.201843 Iteration 29Q: 3 clusters Score -1294779 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24871 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1294808.375000 Penalty: 929.201843 Iteration 30Q: 3 clusters Score -1294808 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24945 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1294819.125000 Penalty: 929.201843 Iteration 31Q: 3 clusters Score -1294819 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25011 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1294833.000000 Penalty: 929.201843 Iteration 32Q: 3 clusters Score -1294833 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25056 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1294844.375000 Penalty: 929.201843 Iteration 33Q: 3 clusters Score -1294844 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25093 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -1294849.125000 Penalty: 929.201843 Iteration 34Q: 3 clusters Score -1294849 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25132 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1294849.375000 Penalty: 929.201843 Iteration 35Q: 3 clusters Score -1294849 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25175 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -1294856.500000 Penalty: 929.201843 Iteration 36Q: 3 clusters Score -1294856 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25219 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1294866.125000 Penalty: 929.201843 Iteration 37Q: 3 clusters Score -1294866 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25251 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1294869.250000 Penalty: 929.201843 Iteration 38Q: 3 clusters Score -1294869 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25285 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1294876.125000 Penalty: 929.201843 Iteration 39Q: 3 clusters Score -1294876 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25313 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -1294875.750000 Penalty: 929.201843 Iteration 40F: 3 clusters Score -1294876 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25350 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1294883.250000 Penalty: 929.201843 Iteration 41Q: 3 clusters Score -1294883 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25389 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -1294890.875000 Penalty: 929.201843 Iteration 42Q: 3 clusters Score -1294891 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25425 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -1294900.750000 Penalty: 929.201843 Iteration 43Q: 3 clusters Score -1294901 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25466 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1294907.375000 Penalty: 929.201843 Iteration 44Q: 3 clusters Score -1294907 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25516 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -1294915.625000 Penalty: 929.201843 Iteration 45Q: 3 clusters Score -1294916 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25559 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1294926.000000 Penalty: 929.201843 Iteration 46Q: 3 clusters Score -1294926 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25604 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1294933.875000 Penalty: 929.201843 Iteration 47Q: 3 clusters Score -1294934 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25644 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -1294942.750000 Penalty: 929.201843 Iteration 48Q: 3 clusters Score -1294943 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25680 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1294959.750000 Penalty: 929.201843 Iteration 49Q: 3 clusters Score -1294960 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25721 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1294966.625000 Penalty: 929.201843 Iteration 50Q: 3 clusters Score -1294967 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25757 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1294971.625000 Penalty: 929.201843 Iteration 51Q: 3 clusters Score -1294972 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25792 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1294978.750000 Penalty: 929.201843 Iteration 52Q: 3 clusters Score -1294979 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25838 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -1294988.625000 Penalty: 929.201843 Iteration 53Q: 3 clusters Score -1294989 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25887 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1294999.375000 Penalty: 929.201843 Iteration 54Q: 3 clusters Score -1294999 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25932 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -1295009.500000 Penalty: 929.201843 Iteration 55Q: 3 clusters Score -1295010 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25977 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1295022.375000 Penalty: 929.201843 Iteration 56Q: 3 clusters Score -1295022 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26021 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1295035.000000 Penalty: 929.201843 Iteration 57Q: 3 clusters Score -1295035 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26077 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1295052.875000 Penalty: 929.201843 Iteration 58Q: 3 clusters Score -1295053 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26130 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1295069.250000 Penalty: 929.201843 Iteration 59Q: 3 clusters Score -1295069 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26184 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1295093.250000 Penalty: 929.201843 Iteration 60F: 3 clusters Score -1295093 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26251 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1295116.625000 Penalty: 929.201843 Iteration 61Q: 3 clusters Score -1295117 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26317 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1295144.250000 Penalty: 929.201843 Iteration 62Q: 3 clusters Score -1295144 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26378 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1295177.875000 Penalty: 929.201843 Iteration 63Q: 3 clusters Score -1295178 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26439 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1295204.125000 Penalty: 929.201843 Iteration 64Q: 3 clusters Score -1295204 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26488 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1295222.500000 Penalty: 929.201843 Iteration 65Q: 3 clusters Score -1295222 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26536 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1295258.750000 Penalty: 929.201843 Iteration 66Q: 3 clusters Score -1295259 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26565 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1295272.750000 Penalty: 929.201843 Iteration 67Q: 3 clusters Score -1295273 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26594 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -1295289.750000 Penalty: 929.201843 Iteration 68Q: 3 clusters Score -1295290 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26615 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1295306.000000 Penalty: 929.201843 Iteration 69Q: 3 clusters Score -1295306 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26636 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1295315.375000 Penalty: 929.201843 Iteration 70Q: 3 clusters Score -1295315 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26656 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -1295324.125000 Penalty: 929.201843 Iteration 71Q: 3 clusters Score -1295324 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26675 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1295331.500000 Penalty: 929.201843 Iteration 72Q: 3 clusters Score -1295332 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26684 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1295333.375000 Penalty: 929.201843 Iteration 73Q: 3 clusters Score -1295333 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26693 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -1295340.000000 Penalty: 929.201843 Iteration 74Q: 3 clusters Score -1295340 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26707 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -1295348.375000 Penalty: 929.201843 Iteration 75Q: 3 clusters Score -1295348 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26726 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1295356.750000 Penalty: 929.201843 Iteration 76Q: 3 clusters Score -1295357 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26742 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1295363.875000 Penalty: 929.201843 Iteration 77Q: 3 clusters Score -1295364 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26758 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1295372.250000 Penalty: 929.201843 Iteration 78Q: 3 clusters Score -1295372 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26768 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1295378.500000 Penalty: 929.201843 Iteration 79Q: 3 clusters Score -1295378 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26777 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1295384.625000 Penalty: 929.201843 Iteration 80F: 3 clusters Score -1295385 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26787 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -1295388.250000 Penalty: 929.201843 Iteration 81Q: 3 clusters Score -1295388 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26792 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1295392.625000 Penalty: 929.201843 Iteration 82Q: 3 clusters Score -1295393 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26803 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1295398.125000 Penalty: 929.201843 Iteration 83Q: 3 clusters Score -1295398 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26812 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1295402.125000 Penalty: 929.201843 Iteration 84Q: 3 clusters Score -1295402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26817 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1295402.875000 Penalty: 929.201843 Iteration 85Q: 3 clusters Score -1295403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26820 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1295404.000000 Penalty: 929.201843 Iteration 86Q: 3 clusters Score -1295404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26824 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1295405.375000 Penalty: 929.201843 Iteration 87Q: 3 clusters Score -1295405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26829 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1295405.875000 Penalty: 929.201843 Iteration 88Q: 3 clusters Score -1295406 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26834 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1295409.250000 Penalty: 929.201843 Iteration 89Q: 3 clusters Score -1295409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26836 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1295409.750000 Penalty: 929.201843 Iteration 90Q: 3 clusters Score -1295410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26837 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1295409.750000 Penalty: 929.201843 Iteration 91Q: 3 clusters Score -1295410 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26837 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1295409.750000 Penalty: 929.201843 Iteration 92F: 3 clusters Score -1295410 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (98 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Entering Unmasked Estep Score: -3955.258301 Penalty: 208.616028 Iteration 0F: 2 clusters Score -3955.258 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3785.401611 Penalty: 417.232056 Iteration 0F: 3 clusters Score -3785.402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3816.878662 Penalty: 417.232056 Iteration 1F: 3 clusters Score -3816.879 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -3826.151611 Penalty: 417.232056 Iteration 2Q: 3 clusters Score -3826.152 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3840.614014 Penalty: 417.232056 Iteration 3F: 3 clusters Score -3840.614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -3852.515137 Penalty: 417.232056 Iteration 4Q: 3 clusters Score -3852.515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3856.592041 Penalty: 417.232056 Iteration 5Q: 3 clusters Score -3856.592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3856.592041 Penalty: 417.232056 Iteration 6F: 3 clusters Score -3856.592 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (41 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Entering Unmasked Estep Score: -1412.949585 Penalty: 168.967529 Iteration 0F: 2 clusters Score -1412.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19 members Mstep: Class 2 contains 22 members Entering Unmasked Estep Score: -1294.887817 Penalty: 337.935059 Iteration 0F: 3 clusters Score -1294.888 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Entering Unmasked Estep Score: -172965.859375 Penalty: 374.648560 Iteration 0F: 2 clusters Score -172965.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -170366.578125 Penalty: 749.297119 Iteration 0F: 3 clusters Score -170366.6 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -171320.453125 Penalty: 749.297119 Iteration 1F: 3 clusters Score -171320.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -171504.062500 Penalty: 749.297119 Iteration 2F: 3 clusters Score -171504.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -171746.203125 Penalty: 749.297119 Iteration 3F: 3 clusters Score -171746.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -172017.656250 Penalty: 749.297119 Iteration 4F: 3 clusters Score -172017.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -172284.984375 Penalty: 749.297119 Iteration 5F: 3 clusters Score -172285 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -172460.890625 Penalty: 749.297119 Iteration 6Q: 3 clusters Score -172460.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -172574.359375 Penalty: 749.297119 Iteration 7Q: 3 clusters Score -172574.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -172632.171875 Penalty: 749.297119 Iteration 8Q: 3 clusters Score -172632.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -172650.687500 Penalty: 749.297119 Iteration 9Q: 3 clusters Score -172650.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -172654.109375 Penalty: 749.297119 Iteration 10Q: 3 clusters Score -172654.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -172656.375000 Penalty: 749.297119 Iteration 11Q: 3 clusters Score -172656.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -172658.781250 Penalty: 749.297119 Iteration 12Q: 3 clusters Score -172658.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -172661.234375 Penalty: 749.297119 Iteration 13Q: 3 clusters Score -172661.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -172662.156250 Penalty: 749.297119 Iteration 14Q: 3 clusters Score -172662.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -172663.500000 Penalty: 749.297119 Iteration 15Q: 3 clusters Score -172663.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -172664.687500 Penalty: 749.297119 Iteration 16Q: 3 clusters Score -172664.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -172665.093750 Penalty: 749.297119 Iteration 17Q: 3 clusters Score -172665.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -172665.093750 Penalty: 749.297119 Iteration 18F: 3 clusters Score -172665.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (18315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18315 members Entering Unmasked Estep Score: -941772.187500 Penalty: 446.604126 Iteration 0F: 2 clusters Score -941772.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -929715.437500 Penalty: 893.208252 Iteration 0F: 3 clusters Score -929715.4 nChanged 8672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -934974.375000 Penalty: 893.208252 Iteration 1F: 3 clusters Score -934974.4 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 7952 members Entering Unmasked Estep Score: -935671.687500 Penalty: 893.208252 Iteration 2F: 3 clusters Score -935671.7 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10896 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -936647.312500 Penalty: 893.208252 Iteration 3F: 3 clusters Score -936647.3 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -937790.625000 Penalty: 893.208252 Iteration 4F: 3 clusters Score -937790.6 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -938526.812500 Penalty: 893.208252 Iteration 5F: 3 clusters Score -938526.8 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 6295 members Entering Unmasked Estep Score: -938833.625000 Penalty: 893.208252 Iteration 6Q: 3 clusters Score -938833.6 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12284 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -939025.000000 Penalty: 893.208252 Iteration 7Q: 3 clusters Score -939025 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -939198.875000 Penalty: 893.208252 Iteration 8Q: 3 clusters Score -939198.9 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -939376.187500 Penalty: 893.208252 Iteration 9Q: 3 clusters Score -939376.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13052 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -939600.687500 Penalty: 893.208252 Iteration 10Q: 3 clusters Score -939600.7 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -939847.812500 Penalty: 893.208252 Iteration 11Q: 3 clusters Score -939847.8 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13629 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -940130.000000 Penalty: 893.208252 Iteration 12Q: 3 clusters Score -940130 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13898 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -940454.500000 Penalty: 893.208252 Iteration 13Q: 3 clusters Score -940454.5 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -940734.250000 Penalty: 893.208252 Iteration 14Q: 3 clusters Score -940734.2 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -940954.312500 Penalty: 893.208252 Iteration 15Q: 3 clusters Score -940954.3 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14388 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -941085.125000 Penalty: 893.208252 Iteration 16Q: 3 clusters Score -941085.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -941178.687500 Penalty: 893.208252 Iteration 17Q: 3 clusters Score -941178.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14595 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -941253.000000 Penalty: 893.208252 Iteration 18Q: 3 clusters Score -941253 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14704 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -941306.812500 Penalty: 893.208252 Iteration 19Q: 3 clusters Score -941306.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14796 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -941350.312500 Penalty: 893.208252 Iteration 20F: 3 clusters Score -941350.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -941373.375000 Penalty: 893.208252 Iteration 21Q: 3 clusters Score -941373.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14931 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -941396.437500 Penalty: 893.208252 Iteration 22Q: 3 clusters Score -941396.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15000 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -941409.812500 Penalty: 893.208252 Iteration 23Q: 3 clusters Score -941409.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15062 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -941423.500000 Penalty: 893.208252 Iteration 24Q: 3 clusters Score -941423.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -941426.250000 Penalty: 893.208252 Iteration 25Q: 3 clusters Score -941426.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -941431.062500 Penalty: 893.208252 Iteration 26Q: 3 clusters Score -941431.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -941436.812500 Penalty: 893.208252 Iteration 27Q: 3 clusters Score -941436.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -941443.562500 Penalty: 893.208252 Iteration 28Q: 3 clusters Score -941443.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15271 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -941447.750000 Penalty: 893.208252 Iteration 29Q: 3 clusters Score -941447.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -941451.125000 Penalty: 893.208252 Iteration 30Q: 3 clusters Score -941451.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15347 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -941458.750000 Penalty: 893.208252 Iteration 31Q: 3 clusters Score -941458.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15375 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -941457.937500 Penalty: 893.208252 Iteration 32Q: 3 clusters Score -941457.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -941461.312500 Penalty: 893.208252 Iteration 33Q: 3 clusters Score -941461.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -941463.187500 Penalty: 893.208252 Iteration 34Q: 3 clusters Score -941463.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15439 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -941462.312500 Penalty: 893.208252 Iteration 35Q: 3 clusters Score -941462.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15464 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -941464.562500 Penalty: 893.208252 Iteration 36Q: 3 clusters Score -941464.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15491 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -941467.187500 Penalty: 893.208252 Iteration 37Q: 3 clusters Score -941467.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15526 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -941470.125000 Penalty: 893.208252 Iteration 38Q: 3 clusters Score -941470.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -941473.625000 Penalty: 893.208252 Iteration 39Q: 3 clusters Score -941473.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15590 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -941477.312500 Penalty: 893.208252 Iteration 40F: 3 clusters Score -941477.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15615 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -941480.687500 Penalty: 893.208252 Iteration 41Q: 3 clusters Score -941480.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15648 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -941485.812500 Penalty: 893.208252 Iteration 42Q: 3 clusters Score -941485.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15669 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -941487.312500 Penalty: 893.208252 Iteration 43Q: 3 clusters Score -941487.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15687 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -941489.125000 Penalty: 893.208252 Iteration 44Q: 3 clusters Score -941489.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15707 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -941490.375000 Penalty: 893.208252 Iteration 45Q: 3 clusters Score -941490.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -941491.375000 Penalty: 893.208252 Iteration 46Q: 3 clusters Score -941491.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15758 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -941492.937500 Penalty: 893.208252 Iteration 47Q: 3 clusters Score -941492.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -941495.562500 Penalty: 893.208252 Iteration 48Q: 3 clusters Score -941495.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15801 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -941498.500000 Penalty: 893.208252 Iteration 49Q: 3 clusters Score -941498.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -941502.062500 Penalty: 893.208252 Iteration 50Q: 3 clusters Score -941502.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15859 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -941506.562500 Penalty: 893.208252 Iteration 51Q: 3 clusters Score -941506.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15881 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -941507.625000 Penalty: 893.208252 Iteration 52Q: 3 clusters Score -941507.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15908 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -941510.937500 Penalty: 893.208252 Iteration 53Q: 3 clusters Score -941510.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15933 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -941512.875000 Penalty: 893.208252 Iteration 54Q: 3 clusters Score -941512.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -941515.687500 Penalty: 893.208252 Iteration 55Q: 3 clusters Score -941515.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -941516.125000 Penalty: 893.208252 Iteration 56Q: 3 clusters Score -941516.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16002 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -941518.937500 Penalty: 893.208252 Iteration 57Q: 3 clusters Score -941518.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -941522.062500 Penalty: 893.208252 Iteration 58Q: 3 clusters Score -941522.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -941526.187500 Penalty: 893.208252 Iteration 59Q: 3 clusters Score -941526.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -941528.437500 Penalty: 893.208252 Iteration 60F: 3 clusters Score -941528.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16083 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -941531.125000 Penalty: 893.208252 Iteration 61Q: 3 clusters Score -941531.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -941531.812500 Penalty: 893.208252 Iteration 62Q: 3 clusters Score -941531.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -941535.000000 Penalty: 893.208252 Iteration 63Q: 3 clusters Score -941535 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16134 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -941535.562500 Penalty: 893.208252 Iteration 64Q: 3 clusters Score -941535.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16149 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -941537.312500 Penalty: 893.208252 Iteration 65Q: 3 clusters Score -941537.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16170 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -941538.250000 Penalty: 893.208252 Iteration 66Q: 3 clusters Score -941538.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16186 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -941539.812500 Penalty: 893.208252 Iteration 67Q: 3 clusters Score -941539.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16201 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -941543.375000 Penalty: 893.208252 Iteration 68Q: 3 clusters Score -941543.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16214 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -941545.250000 Penalty: 893.208252 Iteration 69Q: 3 clusters Score -941545.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16223 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -941542.687500 Penalty: 893.208252 Iteration 70Q: 3 clusters Score -941542.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16228 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -941542.750000 Penalty: 893.208252 Iteration 71Q: 3 clusters Score -941542.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -941542.750000 Penalty: 893.208252 Iteration 72Q: 3 clusters Score -941542.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -941544.062500 Penalty: 893.208252 Iteration 73Q: 3 clusters Score -941544.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16241 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -941542.812500 Penalty: 893.208252 Iteration 74Q: 3 clusters Score -941542.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -941543.875000 Penalty: 893.208252 Iteration 75Q: 3 clusters Score -941543.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16248 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -941542.937500 Penalty: 893.208252 Iteration 76Q: 3 clusters Score -941542.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16252 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -941543.812500 Penalty: 893.208252 Iteration 77Q: 3 clusters Score -941543.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -941544.000000 Penalty: 893.208252 Iteration 78Q: 3 clusters Score -941544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16259 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -941543.875000 Penalty: 893.208252 Iteration 79Q: 3 clusters Score -941543.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16259 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -941544.062500 Penalty: 893.208252 Iteration 80F: 3 clusters Score -941544.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16260 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -941544.875000 Penalty: 893.208252 Iteration 81Q: 3 clusters Score -941544.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16262 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -941544.750000 Penalty: 893.208252 Iteration 82Q: 3 clusters Score -941544.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16263 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -941545.125000 Penalty: 893.208252 Iteration 83Q: 3 clusters Score -941545.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16263 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -941545.125000 Penalty: 893.208252 Iteration 84F: 3 clusters Score -941545.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Entering Unmasked Estep Score: -115936.484375 Penalty: 357.215149 Iteration 0F: 2 clusters Score -115936.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -114124.789062 Penalty: 714.430298 Iteration 0F: 3 clusters Score -114124.8 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -114822.640625 Penalty: 714.430298 Iteration 1F: 3 clusters Score -114822.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -115057.085938 Penalty: 714.430298 Iteration 2F: 3 clusters Score -115057.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -115381.593750 Penalty: 714.430298 Iteration 3F: 3 clusters Score -115381.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -115616.296875 Penalty: 714.430298 Iteration 4F: 3 clusters Score -115616.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -115763.187500 Penalty: 714.430298 Iteration 5F: 3 clusters Score -115763.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -115841.359375 Penalty: 714.430298 Iteration 6Q: 3 clusters Score -115841.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -115876.445312 Penalty: 714.430298 Iteration 7Q: 3 clusters Score -115876.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -115896.953125 Penalty: 714.430298 Iteration 8Q: 3 clusters Score -115897 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -115907.265625 Penalty: 714.430298 Iteration 9Q: 3 clusters Score -115907.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -115913.843750 Penalty: 714.430298 Iteration 10Q: 3 clusters Score -115913.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -115917.054688 Penalty: 714.430298 Iteration 11Q: 3 clusters Score -115917.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -115918.664062 Penalty: 714.430298 Iteration 12Q: 3 clusters Score -115918.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -115920.000000 Penalty: 714.430298 Iteration 13Q: 3 clusters Score -115920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -115921.859375 Penalty: 714.430298 Iteration 14Q: 3 clusters Score -115921.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -115922.601562 Penalty: 714.430298 Iteration 15Q: 3 clusters Score -115922.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -115922.820312 Penalty: 714.430298 Iteration 16Q: 3 clusters Score -115922.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -115922.921875 Penalty: 714.430298 Iteration 17Q: 3 clusters Score -115922.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -115923.312500 Penalty: 714.430298 Iteration 18Q: 3 clusters Score -115923.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -115923.718750 Penalty: 714.430298 Iteration 19Q: 3 clusters Score -115923.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -115924.750000 Penalty: 714.430298 Iteration 20F: 3 clusters Score -115924.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -115925.414062 Penalty: 714.430298 Iteration 21Q: 3 clusters Score -115925.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -115925.539062 Penalty: 714.430298 Iteration 22Q: 3 clusters Score -115925.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115925.539062 Penalty: 714.430298 Iteration 23Q: 3 clusters Score -115925.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -115925.539062 Penalty: 714.430298 Iteration 24F: 3 clusters Score -115925.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2343.677246 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2343.677 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2182.139404 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2182.139 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2199.213623 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2199.214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2205.386963 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2205.387 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2209.487305 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -2209.487 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2209.487305 Penalty: 379.869263 Iteration 4F: 3 clusters Score -2209.487 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (48 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Entering Unmasked Estep Score: -2012.991821 Penalty: 176.139648 Iteration 0F: 2 clusters Score -2012.992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1878.015869 Penalty: 352.279297 Iteration 0F: 3 clusters Score -1878.016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1892.923950 Penalty: 352.279297 Iteration 1F: 3 clusters Score -1892.924 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Entering Unmasked Estep Score: -7084.516113 Penalty: 231.485641 Iteration 0F: 2 clusters Score -7084.516 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6806.346191 Penalty: 462.971283 Iteration 0F: 3 clusters Score -6806.346 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6841.108887 Penalty: 462.971283 Iteration 1F: 3 clusters Score -6841.109 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6854.775879 Penalty: 462.971283 Iteration 2Q: 3 clusters Score -6854.776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6864.071289 Penalty: 462.971283 Iteration 3Q: 3 clusters Score -6864.071 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6866.459473 Penalty: 462.971283 Iteration 4Q: 3 clusters Score -6866.459 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -6869.677734 Penalty: 462.971283 Iteration 5Q: 3 clusters Score -6869.678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6871.106445 Penalty: 462.971283 Iteration 6Q: 3 clusters Score -6871.106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6872.437012 Penalty: 462.971283 Iteration 7Q: 3 clusters Score -6872.437 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6872.437012 Penalty: 462.971283 Iteration 8F: 3 clusters Score -6872.437 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Entering Unmasked Estep Score: -19247.845703 Penalty: 274.396179 Iteration 0F: 2 clusters Score -19247.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18818.277344 Penalty: 548.792358 Iteration 0F: 3 clusters Score -18818.28 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -18936.017578 Penalty: 548.792358 Iteration 1F: 3 clusters Score -18936.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -18984.083984 Penalty: 548.792358 Iteration 2F: 3 clusters Score -18984.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -19006.730469 Penalty: 548.792358 Iteration 3F: 3 clusters Score -19006.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -19017.593750 Penalty: 548.792358 Iteration 4Q: 3 clusters Score -19017.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -19026.511719 Penalty: 548.792358 Iteration 5Q: 3 clusters Score -19026.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -19027.875000 Penalty: 548.792358 Iteration 6Q: 3 clusters Score -19027.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -19028.480469 Penalty: 548.792358 Iteration 7Q: 3 clusters Score -19028.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -19029.982422 Penalty: 548.792358 Iteration 8Q: 3 clusters Score -19029.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -19030.212891 Penalty: 548.792358 Iteration 9Q: 3 clusters Score -19030.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -19030.212891 Penalty: 548.792358 Iteration 10F: 3 clusters Score -19030.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (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: -24909.916016 Penalty: 289.908356 Iteration 0F: 2 clusters Score -24909.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -24368.708984 Penalty: 579.816711 Iteration 0F: 3 clusters Score -24368.71 nChanged 210 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: -24540.117188 Penalty: 579.816711 Iteration 1F: 3 clusters Score -24540.12 nChanged 66 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: -24660.376953 Penalty: 579.816711 Iteration 2F: 3 clusters Score -24660.38 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -24757.029297 Penalty: 579.816711 Iteration 3F: 3 clusters Score -24757.03 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -24809.943359 Penalty: 579.816711 Iteration 4F: 3 clusters Score -24809.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -24850.982422 Penalty: 579.816711 Iteration 5Q: 3 clusters Score -24850.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -24868.753906 Penalty: 579.816711 Iteration 6Q: 3 clusters Score -24868.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -24877.753906 Penalty: 579.816711 Iteration 7Q: 3 clusters Score -24877.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -24880.343750 Penalty: 579.816711 Iteration 8Q: 3 clusters Score -24880.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -24882.097656 Penalty: 579.816711 Iteration 9Q: 3 clusters Score -24882.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -24882.232422 Penalty: 579.816711 Iteration 10Q: 3 clusters Score -24882.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -24882.232422 Penalty: 579.816711 Iteration 11F: 3 clusters Score -24882.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Entering Unmasked Estep Score: -18397.126953 Penalty: 273.289093 Iteration 0F: 2 clusters Score -18397.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -17967.705078 Penalty: 546.578186 Iteration 0F: 3 clusters Score -17967.71 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -18075.400391 Penalty: 546.578186 Iteration 1F: 3 clusters Score -18075.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -18115.402344 Penalty: 546.578186 Iteration 2F: 3 clusters Score -18115.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18148.582031 Penalty: 546.578186 Iteration 3F: 3 clusters Score -18148.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -18165.708984 Penalty: 546.578186 Iteration 4Q: 3 clusters Score -18165.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -18193.439453 Penalty: 546.578186 Iteration 5Q: 3 clusters Score -18193.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -18217.000000 Penalty: 546.578186 Iteration 6F: 3 clusters Score -18217 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18227.242188 Penalty: 546.578186 Iteration 7Q: 3 clusters Score -18227.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18234.144531 Penalty: 546.578186 Iteration 8Q: 3 clusters Score -18234.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -18238.064453 Penalty: 546.578186 Iteration 9Q: 3 clusters Score -18238.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18240.097656 Penalty: 546.578186 Iteration 10Q: 3 clusters Score -18240.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18241.699219 Penalty: 546.578186 Iteration 11Q: 3 clusters Score -18241.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18244.132812 Penalty: 546.578186 Iteration 12Q: 3 clusters Score -18244.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -18245.671875 Penalty: 546.578186 Iteration 13Q: 3 clusters Score -18245.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -18246.007812 Penalty: 546.578186 Iteration 14Q: 3 clusters Score -18246.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -18246.816406 Penalty: 546.578186 Iteration 15Q: 3 clusters Score -18246.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18247.470703 Penalty: 546.578186 Iteration 16Q: 3 clusters Score -18247.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18247.470703 Penalty: 546.578186 Iteration 17F: 3 clusters Score -18247.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -6206.832520 Penalty: 222.167496 Iteration 0F: 2 clusters Score -6206.833 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -5957.283691 Penalty: 444.334991 Iteration 0F: 3 clusters Score -5957.284 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6014.589355 Penalty: 444.334991 Iteration 1F: 3 clusters Score -6014.589 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6029.263184 Penalty: 444.334991 Iteration 2F: 3 clusters Score -6029.263 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6037.714844 Penalty: 444.334991 Iteration 3Q: 3 clusters Score -6037.715 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6038.965332 Penalty: 444.334991 Iteration 4Q: 3 clusters Score -6038.965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6038.965332 Penalty: 444.334991 Iteration 5F: 3 clusters Score -6038.965 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (1764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Entering Unmasked Estep Score: -91118.812500 Penalty: 340.127930 Iteration 0F: 2 clusters Score -91118.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -89850.078125 Penalty: 680.255859 Iteration 0F: 3 clusters Score -89850.08 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -90302.226562 Penalty: 680.255859 Iteration 1F: 3 clusters Score -90302.23 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -90372.390625 Penalty: 680.255859 Iteration 2F: 3 clusters Score -90372.39 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -90419.554688 Penalty: 680.255859 Iteration 3F: 3 clusters Score -90419.55 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -90469.523438 Penalty: 680.255859 Iteration 4Q: 3 clusters Score -90469.52 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -90524.734375 Penalty: 680.255859 Iteration 5F: 3 clusters Score -90524.73 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -90577.992188 Penalty: 680.255859 Iteration 6Q: 3 clusters Score -90577.99 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -90650.664062 Penalty: 680.255859 Iteration 7Q: 3 clusters Score -90650.66 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -90724.835938 Penalty: 680.255859 Iteration 8Q: 3 clusters Score -90724.84 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -90780.796875 Penalty: 680.255859 Iteration 9Q: 3 clusters Score -90780.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -90809.296875 Penalty: 680.255859 Iteration 10Q: 3 clusters Score -90809.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -90826.523438 Penalty: 680.255859 Iteration 11Q: 3 clusters Score -90826.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -90836.804688 Penalty: 680.255859 Iteration 12Q: 3 clusters Score -90836.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -90841.429688 Penalty: 680.255859 Iteration 13Q: 3 clusters Score -90841.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -90844.289062 Penalty: 680.255859 Iteration 14Q: 3 clusters Score -90844.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -90850.593750 Penalty: 680.255859 Iteration 15Q: 3 clusters Score -90850.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -90855.718750 Penalty: 680.255859 Iteration 16Q: 3 clusters Score -90855.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -90857.500000 Penalty: 680.255859 Iteration 17Q: 3 clusters Score -90857.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -90859.328125 Penalty: 680.255859 Iteration 18Q: 3 clusters Score -90859.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -90860.093750 Penalty: 680.255859 Iteration 19Q: 3 clusters Score -90860.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -90860.781250 Penalty: 680.255859 Iteration 20F: 3 clusters Score -90860.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -90861.554688 Penalty: 680.255859 Iteration 21Q: 3 clusters Score -90861.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -90861.820312 Penalty: 680.255859 Iteration 22Q: 3 clusters Score -90861.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -90861.968750 Penalty: 680.255859 Iteration 23Q: 3 clusters Score -90861.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -90862.765625 Penalty: 680.255859 Iteration 24Q: 3 clusters Score -90862.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -90863.054688 Penalty: 680.255859 Iteration 25Q: 3 clusters Score -90863.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -90863.398438 Penalty: 680.255859 Iteration 26Q: 3 clusters Score -90863.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -90864.156250 Penalty: 680.255859 Iteration 27Q: 3 clusters Score -90864.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -90864.640625 Penalty: 680.255859 Iteration 28Q: 3 clusters Score -90864.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -90865.109375 Penalty: 680.255859 Iteration 29Q: 3 clusters Score -90865.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -90865.781250 Penalty: 680.255859 Iteration 30Q: 3 clusters Score -90865.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -90866.382812 Penalty: 680.255859 Iteration 31Q: 3 clusters Score -90866.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -90866.968750 Penalty: 680.255859 Iteration 32Q: 3 clusters Score -90866.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -90867.257812 Penalty: 680.255859 Iteration 33Q: 3 clusters Score -90867.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -90867.257812 Penalty: 680.255859 Iteration 34F: 3 clusters Score -90867.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Entering Unmasked Estep Score: -4415.827637 Penalty: 211.755188 Iteration 0F: 2 clusters Score -4415.828 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4195.231934 Penalty: 423.510376 Iteration 0F: 3 clusters Score -4195.232 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4244.230469 Penalty: 423.510376 Iteration 1F: 3 clusters Score -4244.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4250.651855 Penalty: 423.510376 Iteration 2Q: 3 clusters Score -4250.652 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4250.651855 Penalty: 423.510376 Iteration 3F: 3 clusters Score -4250.652 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -5648.174316 Penalty: 225.168579 Iteration 0F: 2 clusters Score -5648.174 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5403.973145 Penalty: 450.337158 Iteration 0F: 3 clusters Score -5403.973 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5459.961426 Penalty: 450.337158 Iteration 1F: 3 clusters Score -5459.961 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5478.698730 Penalty: 450.337158 Iteration 2F: 3 clusters Score -5478.699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -5487.674805 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -5487.675 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -5495.775879 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -5495.776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -5501.931641 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -5501.932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -5507.416016 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -5507.416 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -5507.416016 Penalty: 450.337158 Iteration 7F: 3 clusters Score -5507.416 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Entering Unmasked Estep Score: -7608.801758 Penalty: 240.154221 Iteration 0F: 2 clusters Score -7608.802 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7332.511230 Penalty: 480.308441 Iteration 0F: 3 clusters Score -7332.511 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7394.424316 Penalty: 480.308441 Iteration 1F: 3 clusters Score -7394.424 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7418.941406 Penalty: 480.308441 Iteration 2F: 3 clusters Score -7418.941 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7425.543945 Penalty: 480.308441 Iteration 3Q: 3 clusters Score -7425.544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7430.408203 Penalty: 480.308441 Iteration 4Q: 3 clusters Score -7430.408 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7436.685547 Penalty: 480.308441 Iteration 5Q: 3 clusters Score -7436.686 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7440.351074 Penalty: 480.308441 Iteration 6Q: 3 clusters Score -7440.351 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7443.516113 Penalty: 480.308441 Iteration 7Q: 3 clusters Score -7443.516 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7444.216309 Penalty: 480.308441 Iteration 8Q: 3 clusters Score -7444.216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7444.578125 Penalty: 480.308441 Iteration 9Q: 3 clusters Score -7444.578 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7444.578125 Penalty: 480.308441 Iteration 10F: 3 clusters Score -7444.578 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Entering Unmasked Estep Score: -26559.453125 Penalty: 291.136078 Iteration 0F: 2 clusters Score -26559.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -26014.318359 Penalty: 582.272156 Iteration 0F: 3 clusters Score -26014.32 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -26157.966797 Penalty: 582.272156 Iteration 1F: 3 clusters Score -26157.97 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -26198.472656 Penalty: 582.272156 Iteration 2F: 3 clusters Score -26198.47 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -26217.601562 Penalty: 582.272156 Iteration 3F: 3 clusters Score -26217.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -26226.457031 Penalty: 582.272156 Iteration 4Q: 3 clusters Score -26226.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -26231.498047 Penalty: 582.272156 Iteration 5Q: 3 clusters Score -26231.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -26234.068359 Penalty: 582.272156 Iteration 6Q: 3 clusters Score -26234.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -26238.748047 Penalty: 582.272156 Iteration 7Q: 3 clusters Score -26238.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -26243.623047 Penalty: 582.272156 Iteration 8Q: 3 clusters Score -26243.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -26245.890625 Penalty: 582.272156 Iteration 9Q: 3 clusters Score -26245.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -26247.830078 Penalty: 582.272156 Iteration 10Q: 3 clusters Score -26247.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -26250.042969 Penalty: 582.272156 Iteration 11Q: 3 clusters Score -26250.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -26252.550781 Penalty: 582.272156 Iteration 12Q: 3 clusters Score -26252.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -26255.437500 Penalty: 582.272156 Iteration 13Q: 3 clusters Score -26255.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -26256.437500 Penalty: 582.272156 Iteration 14Q: 3 clusters Score -26256.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -26258.160156 Penalty: 582.272156 Iteration 15Q: 3 clusters Score -26258.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -26258.949219 Penalty: 582.272156 Iteration 16Q: 3 clusters Score -26258.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -26259.998047 Penalty: 582.272156 Iteration 17Q: 3 clusters Score -26260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -26261.968750 Penalty: 582.272156 Iteration 18Q: 3 clusters Score -26261.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -26264.365234 Penalty: 582.272156 Iteration 19Q: 3 clusters Score -26264.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -26266.380859 Penalty: 582.272156 Iteration 20F: 3 clusters Score -26266.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -26267.769531 Penalty: 582.272156 Iteration 21Q: 3 clusters Score -26267.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -26268.939453 Penalty: 582.272156 Iteration 22Q: 3 clusters Score -26268.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -26270.527344 Penalty: 582.272156 Iteration 23Q: 3 clusters Score -26270.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -26275.382812 Penalty: 582.272156 Iteration 24Q: 3 clusters Score -26275.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26279.140625 Penalty: 582.272156 Iteration 25Q: 3 clusters Score -26279.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -26280.132812 Penalty: 582.272156 Iteration 26Q: 3 clusters Score -26280.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -26281.056641 Penalty: 582.272156 Iteration 27Q: 3 clusters Score -26281.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -26281.056641 Penalty: 582.272156 Iteration 28F: 3 clusters Score -26281.06 nChanged 0 --- Evaluating fit on full set of 1517107 points --- Entering Unmasked Estep Score: -72649696.000000 Penalty: 22017.392578 22->35 Clusters: Score -72649696.000000, best is -72845912.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 505702 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23072 members Mstep: Class 2 contains 23152 members Mstep: Class 3 contains 22591 members Mstep: Class 4 contains 22836 members Mstep: Class 5 contains 23151 members Mstep: Class 6 contains 23099 members Mstep: Class 7 contains 22938 members Mstep: Class 8 contains 23028 members Mstep: Class 9 contains 22806 members Mstep: Class 10 contains 23002 members Mstep: Class 11 contains 23232 members Mstep: Class 12 contains 22989 members Mstep: Class 13 contains 23094 members Mstep: Class 14 contains 23147 members Mstep: Class 15 contains 22868 members Mstep: Class 16 contains 22814 members Mstep: Class 17 contains 23102 members Mstep: Class 18 contains 23112 members Mstep: Class 19 contains 23056 members Mstep: Class 20 contains 22880 members Mstep: Class 21 contains 22757 members Mstep: Class 22 contains 22976 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 0.813313 but Gain 597.583008 Score: -19729136.000000 Penalty: 12549.253906 Iteration 0F: 22 clusters Score -1.972914e+07 nChanged 482452 Entering Unmasked Mstep Mstep: Class 0 contains 2971 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 21522 members Mstep: Class 3 contains 26959 members Mstep: Class 4 contains 73670 members Mstep: Class 5 contains 22225 members Mstep: Class 6 contains 1148 members Mstep: Class 8 contains 47001 members Mstep: Class 9 contains 88283 members Mstep: Class 10 contains 9136 members Mstep: Class 11 contains 23834 members Mstep: Class 12 contains 1421 members Mstep: Class 13 contains 12933 members Mstep: Class 14 contains 760 members Mstep: Class 15 contains 30457 members Mstep: Class 16 contains 1863 members Mstep: Class 17 contains 20665 members Mstep: Class 18 contains 23659 members Mstep: Class 19 contains 5251 members Mstep: Class 20 contains 28020 members Mstep: Class 21 contains 20638 members Mstep: Class 22 contains 42768 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 508.650909 but Gain 597.583984 Score: -23437352.000000 Penalty: 11951.669922 Iteration 1F: 21 clusters Score -2.343735e+07 nChanged 190380 Entering Unmasked Mstep Mstep: Class 0 contains 2287 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 5759 members Mstep: Class 3 contains 26719 members Mstep: Class 4 contains 95342 members Mstep: Class 5 contains 16552 members Mstep: Class 6 contains 2258 members Mstep: Class 8 contains 50711 members Mstep: Class 9 contains 117425 members Mstep: Class 10 contains 3544 members Mstep: Class 11 contains 33778 members Mstep: Class 12 contains 2726 members Mstep: Class 13 contains 4037 members Mstep: Class 14 contains 715 members Mstep: Class 15 contains 20065 members Mstep: Class 17 contains 20373 members Mstep: Class 18 contains 9054 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 29658 members Mstep: Class 21 contains 19471 members Mstep: Class 22 contains 41341 members Entering Unmasked Estep ConsiderDeletion Score: -23806414.000000 Penalty: 11951.669922 Iteration 2F: 21 clusters Score -2.380641e+07 nChanged 115490 Entering Unmasked Mstep Mstep: Class 0 contains 2032 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2417 members Mstep: Class 3 contains 33908 members Mstep: Class 4 contains 121751 members Mstep: Class 5 contains 14181 members Mstep: Class 6 contains 1661 members Mstep: Class 8 contains 40947 members Mstep: Class 9 contains 122831 members Mstep: Class 10 contains 1661 members Mstep: Class 11 contains 43991 members Mstep: Class 12 contains 2844 members Mstep: Class 13 contains 1458 members Mstep: Class 14 contains 952 members Mstep: Class 15 contains 10669 members Mstep: Class 17 contains 17236 members Mstep: Class 18 contains 3363 members Mstep: Class 19 contains 1298 members Mstep: Class 20 contains 19067 members Mstep: Class 21 contains 17188 members Mstep: Class 22 contains 44629 members Entering Unmasked Estep ConsiderDeletion Score: -23966284.000000 Penalty: 11951.669922 Iteration 3F: 21 clusters Score -2.396628e+07 nChanged 84106 Entering Unmasked Mstep Mstep: Class 0 contains 1273 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 2401 members Mstep: Class 3 contains 37830 members Mstep: Class 4 contains 150838 members Mstep: Class 5 contains 13033 members Mstep: Class 6 contains 1192 members Mstep: Class 8 contains 29750 members Mstep: Class 9 contains 120470 members Mstep: Class 10 contains 1041 members Mstep: Class 11 contains 47150 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 831 members Mstep: Class 14 contains 1711 members Mstep: Class 15 contains 5772 members Mstep: Class 17 contains 13100 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 1387 members Mstep: Class 20 contains 8559 members Mstep: Class 21 contains 12673 members Mstep: Class 22 contains 50364 members Entering Unmasked Estep ConsiderDeletion Score: -24056238.000000 Penalty: 11951.669922 Iteration 4F: 21 clusters Score -2.405624e+07 nChanged 61117 Entering Unmasked Mstep Mstep: Class 0 contains 1262 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 3498 members Mstep: Class 3 contains 39363 members Mstep: Class 4 contains 174483 members Mstep: Class 5 contains 12144 members Mstep: Class 6 contains 1003 members Mstep: Class 8 contains 20775 members Mstep: Class 9 contains 117240 members Mstep: Class 10 contains 829 members Mstep: Class 11 contains 47262 members Mstep: Class 12 contains 979 members Mstep: Class 13 contains 781 members Mstep: Class 14 contains 1720 members Mstep: Class 15 contains 3455 members Mstep: Class 17 contains 9717 members Mstep: Class 18 contains 1828 members Mstep: Class 19 contains 1678 members Mstep: Class 20 contains 2772 members Mstep: Class 21 contains 8111 members Mstep: Class 22 contains 54626 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 559.742065 but Gain 597.583008 Score: -24110318.000000 Penalty: 11354.086914 Iteration 5F: 20 clusters Score -2.411032e+07 nChanged 42653 Entering Unmasked Mstep Mstep: Class 0 contains 1259 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3942 members Mstep: Class 3 contains 39511 members Mstep: Class 4 contains 190423 members Mstep: Class 5 contains 12439 members Mstep: Class 6 contains 913 members Mstep: Class 8 contains 14364 members Mstep: Class 9 contains 115373 members Mstep: Class 10 contains 714 members Mstep: Class 11 contains 46447 members Mstep: Class 12 contains 476 members Mstep: Class 13 contains 893 members Mstep: Class 14 contains 1729 members Mstep: Class 15 contains 2359 members Mstep: Class 17 contains 7966 members Mstep: Class 18 contains 1604 members Mstep: Class 19 contains 1794 members Mstep: Class 21 contains 4685 members Mstep: Class 22 contains 56490 members Entering Unmasked Estep ConsiderDeletion Score: -24141566.000000 Penalty: 11354.086914 Iteration 6F: 20 clusters Score -2.414157e+07 nChanged 29341 Entering Unmasked Mstep Mstep: Class 0 contains 1256 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3972 members Mstep: Class 3 contains 39035 members Mstep: Class 4 contains 200577 members Mstep: Class 5 contains 13267 members Mstep: Class 6 contains 840 members Mstep: Class 8 contains 9697 members Mstep: Class 9 contains 114441 members Mstep: Class 10 contains 665 members Mstep: Class 11 contains 45365 members Mstep: Class 12 contains 435 members Mstep: Class 13 contains 1016 members Mstep: Class 14 contains 1734 members Mstep: Class 15 contains 1764 members Mstep: Class 17 contains 7117 members Mstep: Class 18 contains 1393 members Mstep: Class 19 contains 1826 members Mstep: Class 21 contains 2517 members Mstep: Class 22 contains 56382 members Entering Unmasked Estep ConsiderDeletion Score: -24158622.000000 Penalty: 11354.086914 Iteration 7F: 20 clusters Score -2.415862e+07 nChanged 21581 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 3977 members Mstep: Class 3 contains 38581 members Mstep: Class 4 contains 207363 members Mstep: Class 5 contains 13780 members Mstep: Class 6 contains 767 members Mstep: Class 8 contains 6454 members Mstep: Class 9 contains 115239 members Mstep: Class 10 contains 664 members Mstep: Class 11 contains 44367 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1151 members Mstep: Class 14 contains 1744 members Mstep: Class 15 contains 1447 members Mstep: Class 17 contains 6669 members Mstep: Class 18 contains 1271 members Mstep: Class 19 contains 1833 members Mstep: Class 21 contains 1315 members Mstep: Class 22 contains 54929 members Entering Unmasked Estep ConsiderDeletion Score: -24168980.000000 Penalty: 11354.086914 Iteration 8Q: 20 clusters Score -2.416898e+07 nChanged 16601 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 38184 members Mstep: Class 4 contains 211965 members Mstep: Class 5 contains 13908 members Mstep: Class 6 contains 702 members Mstep: Class 8 contains 4247 members Mstep: Class 9 contains 117451 members Mstep: Class 10 contains 672 members Mstep: Class 11 contains 43476 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1274 members Mstep: Class 14 contains 1750 members Mstep: Class 15 contains 1312 members Mstep: Class 17 contains 6400 members Mstep: Class 18 contains 1256 members Mstep: Class 19 contains 1851 members Mstep: Class 21 contains 755 members Mstep: Class 22 contains 52310 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 462.478760 but Gain 597.583984 Score: -24175924.000000 Penalty: 10756.502930 Iteration 9Q: 19 clusters Score -2.417592e+07 nChanged 13835 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 3975 members Mstep: Class 3 contains 37924 members Mstep: Class 4 contains 215358 members Mstep: Class 5 contains 13838 members Mstep: Class 6 contains 628 members Mstep: Class 8 contains 2835 members Mstep: Class 9 contains 120713 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 42982 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1366 members Mstep: Class 14 contains 1756 members Mstep: Class 15 contains 1285 members Mstep: Class 17 contains 6225 members Mstep: Class 18 contains 1305 members Mstep: Class 19 contains 1867 members Mstep: Class 22 contains 48689 members Entering Unmasked Estep ConsiderDeletion Score: -24181246.000000 Penalty: 10756.502930 Iteration 10Q: 19 clusters Score -2.418125e+07 nChanged 11227 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 3974 members Mstep: Class 3 contains 37792 members Mstep: Class 4 contains 217676 members Mstep: Class 5 contains 13642 members Mstep: Class 6 contains 586 members Mstep: Class 8 contains 2001 members Mstep: Class 9 contains 124420 members Mstep: Class 10 contains 721 members Mstep: Class 11 contains 42339 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1422 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 1352 members Mstep: Class 17 contains 6116 members Mstep: Class 18 contains 1370 members Mstep: Class 19 contains 1852 members Mstep: Class 22 contains 44389 members Entering Unmasked Estep ConsiderDeletion Score: -24184514.000000 Penalty: 10756.502930 Iteration 11Q: 19 clusters Score -2.418451e+07 nChanged 10056 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 3975 members Mstep: Class 3 contains 37669 members Mstep: Class 4 contains 219527 members Mstep: Class 5 contains 13349 members Mstep: Class 6 contains 557 members Mstep: Class 8 contains 1523 members Mstep: Class 9 contains 128560 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 41847 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1466 members Mstep: Class 14 contains 1766 members Mstep: Class 15 contains 1478 members Mstep: Class 17 contains 6020 members Mstep: Class 18 contains 1436 members Mstep: Class 19 contains 1851 members Mstep: Class 22 contains 39624 members Entering Unmasked Estep ConsiderDeletion Score: -24187188.000000 Penalty: 10756.502930 Iteration 12Q: 19 clusters Score -2.418719e+07 nChanged 9107 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 37477 members Mstep: Class 4 contains 221058 members Mstep: Class 5 contains 13009 members Mstep: Class 6 contains 547 members Mstep: Class 8 contains 1279 members Mstep: Class 9 contains 132736 members Mstep: Class 10 contains 724 members Mstep: Class 11 contains 41462 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1492 members Mstep: Class 14 contains 1771 members Mstep: Class 15 contains 1678 members Mstep: Class 17 contains 5946 members Mstep: Class 18 contains 1485 members Mstep: Class 19 contains 1837 members Mstep: Class 22 contains 34864 members Entering Unmasked Estep ConsiderDeletion Score: -24189694.000000 Penalty: 10756.502930 Iteration 13Q: 19 clusters Score -2.418969e+07 nChanged 8305 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 37284 members Mstep: Class 4 contains 222401 members Mstep: Class 5 contains 12692 members Mstep: Class 6 contains 537 members Mstep: Class 8 contains 1150 members Mstep: Class 9 contains 136703 members Mstep: Class 10 contains 727 members Mstep: Class 11 contains 41166 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1505 members Mstep: Class 14 contains 1775 members Mstep: Class 15 contains 1919 members Mstep: Class 17 contains 5933 members Mstep: Class 18 contains 1529 members Mstep: Class 19 contains 1815 members Mstep: Class 22 contains 30212 members Entering Unmasked Estep ConsiderDeletion Score: -24192268.000000 Penalty: 10756.502930 Iteration 14Q: 19 clusters Score -2.419227e+07 nChanged 7652 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 37044 members Mstep: Class 4 contains 223615 members Mstep: Class 5 contains 12323 members Mstep: Class 6 contains 534 members Mstep: Class 8 contains 1130 members Mstep: Class 9 contains 140419 members Mstep: Class 10 contains 733 members Mstep: Class 11 contains 40943 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1523 members Mstep: Class 14 contains 1777 members Mstep: Class 15 contains 2170 members Mstep: Class 17 contains 5954 members Mstep: Class 18 contains 1557 members Mstep: Class 19 contains 1802 members Mstep: Class 22 contains 25824 members Entering Unmasked Estep ConsiderDeletion Score: -24194504.000000 Penalty: 10756.502930 Iteration 15Q: 19 clusters Score -2.41945e+07 nChanged 7143 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 36759 members Mstep: Class 4 contains 224754 members Mstep: Class 5 contains 11961 members Mstep: Class 6 contains 531 members Mstep: Class 8 contains 1162 members Mstep: Class 9 contains 143818 members Mstep: Class 10 contains 732 members Mstep: Class 11 contains 40732 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1541 members Mstep: Class 14 contains 1777 members Mstep: Class 15 contains 2435 members Mstep: Class 17 contains 5997 members Mstep: Class 18 contains 1607 members Mstep: Class 19 contains 1788 members Mstep: Class 22 contains 21761 members Entering Unmasked Estep ConsiderDeletion Score: -24196712.000000 Penalty: 10756.502930 Iteration 16Q: 19 clusters Score -2.419671e+07 nChanged 6295 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 36417 members Mstep: Class 4 contains 225717 members Mstep: Class 5 contains 11630 members Mstep: Class 6 contains 538 members Mstep: Class 8 contains 1229 members Mstep: Class 9 contains 146885 members Mstep: Class 10 contains 738 members Mstep: Class 11 contains 40551 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1551 members Mstep: Class 14 contains 1778 members Mstep: Class 15 contains 2678 members Mstep: Class 17 contains 6038 members Mstep: Class 18 contains 1687 members Mstep: Class 19 contains 1764 members Mstep: Class 22 contains 18178 members Entering Unmasked Estep ConsiderDeletion Score: -24198552.000000 Penalty: 10756.502930 Iteration 17Q: 19 clusters Score -2.419855e+07 nChanged 5604 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 36086 members Mstep: Class 4 contains 226580 members Mstep: Class 5 contains 11327 members Mstep: Class 6 contains 536 members Mstep: Class 8 contains 1309 members Mstep: Class 9 contains 149434 members Mstep: Class 10 contains 752 members Mstep: Class 11 contains 40400 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1564 members Mstep: Class 14 contains 1781 members Mstep: Class 15 contains 2914 members Mstep: Class 17 contains 6109 members Mstep: Class 18 contains 1780 members Mstep: Class 19 contains 1736 members Mstep: Class 22 contains 15086 members Entering Unmasked Estep ConsiderDeletion Score: -24200020.000000 Penalty: 10756.502930 Iteration 18Q: 19 clusters Score -2.420002e+07 nChanged 4963 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 3977 members Mstep: Class 3 contains 35670 members Mstep: Class 4 contains 227337 members Mstep: Class 5 contains 11027 members Mstep: Class 6 contains 523 members Mstep: Class 8 contains 1400 members Mstep: Class 9 contains 151722 members Mstep: Class 10 contains 761 members Mstep: Class 11 contains 40289 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1577 members Mstep: Class 14 contains 1785 members Mstep: Class 15 contains 3109 members Mstep: Class 17 contains 6178 members Mstep: Class 18 contains 1887 members Mstep: Class 19 contains 1708 members Mstep: Class 22 contains 12435 members Entering Unmasked Estep ConsiderDeletion Score: -24201544.000000 Penalty: 10756.502930 Iteration 19Q: 19 clusters Score -2.420154e+07 nChanged 4410 Entering Unmasked Mstep Mstep: Class 0 contains 1254 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 3977 members Mstep: Class 3 contains 35264 members Mstep: Class 4 contains 227986 members Mstep: Class 5 contains 10733 members Mstep: Class 6 contains 524 members Mstep: Class 8 contains 1497 members Mstep: Class 9 contains 153709 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 40170 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1583 members Mstep: Class 14 contains 1790 members Mstep: Class 15 contains 3294 members Mstep: Class 17 contains 6226 members Mstep: Class 18 contains 1986 members Mstep: Class 19 contains 1688 members Mstep: Class 22 contains 10208 members Entering Unmasked Estep ConsiderDeletion Score: -24203162.000000 Penalty: 10756.502930 Iteration 20F: 19 clusters Score -2.420316e+07 nChanged 4143 Entering Unmasked Mstep Mstep: Class 0 contains 1252 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 3977 members Mstep: Class 3 contains 34833 members Mstep: Class 4 contains 228577 members Mstep: Class 5 contains 10454 members Mstep: Class 6 contains 571 members Mstep: Class 8 contains 1621 members Mstep: Class 9 contains 155401 members Mstep: Class 10 contains 796 members Mstep: Class 11 contains 40060 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1595 members Mstep: Class 14 contains 1799 members Mstep: Class 15 contains 3519 members Mstep: Class 17 contains 6272 members Mstep: Class 18 contains 2129 members Mstep: Class 19 contains 1603 members Mstep: Class 22 contains 8275 members Entering Unmasked Estep ConsiderDeletion Score: -24204994.000000 Penalty: 10756.502930 Iteration 21Q: 19 clusters Score -2.420499e+07 nChanged 3752 Entering Unmasked Mstep Mstep: Class 0 contains 1252 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 3977 members Mstep: Class 3 contains 34392 members Mstep: Class 4 contains 229048 members Mstep: Class 5 contains 10214 members Mstep: Class 6 contains 613 members Mstep: Class 8 contains 1755 members Mstep: Class 9 contains 156940 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 39925 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1607 members Mstep: Class 14 contains 1806 members Mstep: Class 15 contains 3685 members Mstep: Class 17 contains 6319 members Mstep: Class 18 contains 2240 members Mstep: Class 19 contains 1586 members Mstep: Class 22 contains 6625 members Entering Unmasked Estep ConsiderDeletion Score: -24206408.000000 Penalty: 10756.502930 Iteration 22Q: 19 clusters Score -2.420641e+07 nChanged 3124 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 33978 members Mstep: Class 4 contains 229416 members Mstep: Class 5 contains 10002 members Mstep: Class 6 contains 642 members Mstep: Class 8 contains 1874 members Mstep: Class 9 contains 158181 members Mstep: Class 10 contains 819 members Mstep: Class 11 contains 39803 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1627 members Mstep: Class 14 contains 1812 members Mstep: Class 15 contains 3797 members Mstep: Class 17 contains 6396 members Mstep: Class 18 contains 2292 members Mstep: Class 19 contains 1622 members Mstep: Class 22 contains 5338 members Entering Unmasked Estep ConsiderDeletion Score: -24207548.000000 Penalty: 10756.502930 Iteration 23Q: 19 clusters Score -2.420755e+07 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 33553 members Mstep: Class 4 contains 229731 members Mstep: Class 5 contains 9806 members Mstep: Class 6 contains 664 members Mstep: Class 8 contains 1982 members Mstep: Class 9 contains 159226 members Mstep: Class 10 contains 827 members Mstep: Class 11 contains 39666 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1652 members Mstep: Class 14 contains 1824 members Mstep: Class 15 contains 3882 members Mstep: Class 17 contains 6518 members Mstep: Class 18 contains 2329 members Mstep: Class 19 contains 1692 members Mstep: Class 22 contains 4283 members Entering Unmasked Estep ConsiderDeletion Score: -24208538.000000 Penalty: 10756.502930 Iteration 24Q: 19 clusters Score -2.420854e+07 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3978 members Mstep: Class 3 contains 33115 members Mstep: Class 4 contains 229956 members Mstep: Class 5 contains 9617 members Mstep: Class 6 contains 688 members Mstep: Class 8 contains 2079 members Mstep: Class 9 contains 160142 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 39567 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1685 members Mstep: Class 14 contains 1830 members Mstep: Class 15 contains 3969 members Mstep: Class 17 contains 6631 members Mstep: Class 18 contains 2340 members Mstep: Class 19 contains 1764 members Mstep: Class 22 contains 3444 members Entering Unmasked Estep ConsiderDeletion Score: -24209266.000000 Penalty: 10756.502930 Iteration 25Q: 19 clusters Score -2.420927e+07 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3978 members Mstep: Class 3 contains 32701 members Mstep: Class 4 contains 230182 members Mstep: Class 5 contains 9428 members Mstep: Class 6 contains 715 members Mstep: Class 8 contains 2161 members Mstep: Class 9 contains 160870 members Mstep: Class 10 contains 849 members Mstep: Class 11 contains 39465 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1718 members Mstep: Class 14 contains 1838 members Mstep: Class 15 contains 4056 members Mstep: Class 17 contains 6754 members Mstep: Class 18 contains 2332 members Mstep: Class 19 contains 1831 members Mstep: Class 22 contains 2788 members Entering Unmasked Estep ConsiderDeletion Score: -24209956.000000 Penalty: 10756.502930 Iteration 26Q: 19 clusters Score -2.420996e+07 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 3978 members Mstep: Class 3 contains 32283 members Mstep: Class 4 contains 230315 members Mstep: Class 5 contains 9287 members Mstep: Class 6 contains 746 members Mstep: Class 8 contains 2255 members Mstep: Class 9 contains 161499 members Mstep: Class 10 contains 852 members Mstep: Class 11 contains 39412 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1732 members Mstep: Class 14 contains 1842 members Mstep: Class 15 contains 4131 members Mstep: Class 17 contains 6860 members Mstep: Class 18 contains 2318 members Mstep: Class 19 contains 1895 members Mstep: Class 22 contains 2279 members Entering Unmasked Estep ConsiderDeletion Score: -24210472.000000 Penalty: 10756.502930 Iteration 27Q: 19 clusters Score -2.421047e+07 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 3978 members Mstep: Class 3 contains 31844 members Mstep: Class 4 contains 230460 members Mstep: Class 5 contains 9128 members Mstep: Class 6 contains 779 members Mstep: Class 8 contains 2339 members Mstep: Class 9 contains 162057 members Mstep: Class 10 contains 852 members Mstep: Class 11 contains 39356 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1758 members Mstep: Class 14 contains 1847 members Mstep: Class 15 contains 4191 members Mstep: Class 17 contains 6966 members Mstep: Class 18 contains 2305 members Mstep: Class 19 contains 1964 members Mstep: Class 22 contains 1867 members Entering Unmasked Estep ConsiderDeletion Score: -24210820.000000 Penalty: 10756.502930 Iteration 28Q: 19 clusters Score -2.421082e+07 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3978 members Mstep: Class 3 contains 31429 members Mstep: Class 4 contains 230587 members Mstep: Class 5 contains 8975 members Mstep: Class 6 contains 823 members Mstep: Class 8 contains 2412 members Mstep: Class 9 contains 162511 members Mstep: Class 10 contains 850 members Mstep: Class 11 contains 39326 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1780 members Mstep: Class 14 contains 1849 members Mstep: Class 15 contains 4247 members Mstep: Class 17 contains 7071 members Mstep: Class 18 contains 2306 members Mstep: Class 19 contains 2010 members Mstep: Class 22 contains 1556 members Entering Unmasked Estep ConsiderDeletion Score: -24211228.000000 Penalty: 10756.502930 Iteration 29Q: 19 clusters Score -2.421123e+07 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 31071 members Mstep: Class 4 contains 230680 members Mstep: Class 5 contains 8837 members Mstep: Class 6 contains 869 members Mstep: Class 8 contains 2487 members Mstep: Class 9 contains 162890 members Mstep: Class 10 contains 835 members Mstep: Class 11 contains 39303 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1804 members Mstep: Class 14 contains 1851 members Mstep: Class 15 contains 4308 members Mstep: Class 17 contains 7158 members Mstep: Class 18 contains 2299 members Mstep: Class 19 contains 2048 members Mstep: Class 22 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -24211426.000000 Penalty: 10756.502930 Iteration 30Q: 19 clusters Score -2.421143e+07 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 30749 members Mstep: Class 4 contains 230722 members Mstep: Class 5 contains 8732 members Mstep: Class 6 contains 913 members Mstep: Class 8 contains 2561 members Mstep: Class 9 contains 163222 members Mstep: Class 10 contains 826 members Mstep: Class 11 contains 39273 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1829 members Mstep: Class 14 contains 1854 members Mstep: Class 15 contains 4354 members Mstep: Class 17 contains 7228 members Mstep: Class 18 contains 2299 members Mstep: Class 19 contains 2084 members Mstep: Class 22 contains 1133 members Entering Unmasked Estep ConsiderDeletion Score: -24211582.000000 Penalty: 10756.502930 Iteration 31Q: 19 clusters Score -2.421158e+07 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 30424 members Mstep: Class 4 contains 230768 members Mstep: Class 5 contains 8631 members Mstep: Class 6 contains 942 members Mstep: Class 8 contains 2624 members Mstep: Class 9 contains 163501 members Mstep: Class 10 contains 814 members Mstep: Class 11 contains 39244 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1871 members Mstep: Class 14 contains 1854 members Mstep: Class 15 contains 4392 members Mstep: Class 17 contains 7331 members Mstep: Class 18 contains 2291 members Mstep: Class 19 contains 2116 members Mstep: Class 22 contains 991 members Entering Unmasked Estep ConsiderDeletion Score: -24211824.000000 Penalty: 10756.502930 Iteration 32Q: 19 clusters Score -2.421182e+07 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 30072 members Mstep: Class 4 contains 230826 members Mstep: Class 5 contains 8531 members Mstep: Class 6 contains 970 members Mstep: Class 8 contains 2667 members Mstep: Class 9 contains 163796 members Mstep: Class 10 contains 800 members Mstep: Class 11 contains 39207 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1901 members Mstep: Class 14 contains 1856 members Mstep: Class 15 contains 4436 members Mstep: Class 17 contains 7426 members Mstep: Class 18 contains 2295 members Mstep: Class 19 contains 2152 members Mstep: Class 22 contains 869 members Entering Unmasked Estep ConsiderDeletion Score: -24212094.000000 Penalty: 10756.502930 Iteration 33Q: 19 clusters Score -2.421209e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 29756 members Mstep: Class 4 contains 230866 members Mstep: Class 5 contains 8437 members Mstep: Class 6 contains 995 members Mstep: Class 8 contains 2703 members Mstep: Class 9 contains 164036 members Mstep: Class 10 contains 796 members Mstep: Class 11 contains 39181 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1930 members Mstep: Class 14 contains 1856 members Mstep: Class 15 contains 4474 members Mstep: Class 17 contains 7520 members Mstep: Class 18 contains 2297 members Mstep: Class 19 contains 2182 members Mstep: Class 22 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -24212244.000000 Penalty: 10756.502930 Iteration 34Q: 19 clusters Score -2.421224e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 29473 members Mstep: Class 4 contains 230863 members Mstep: Class 5 contains 8353 members Mstep: Class 6 contains 1024 members Mstep: Class 8 contains 2734 members Mstep: Class 9 contains 164260 members Mstep: Class 10 contains 808 members Mstep: Class 11 contains 39159 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1963 members Mstep: Class 14 contains 1856 members Mstep: Class 15 contains 4501 members Mstep: Class 17 contains 7600 members Mstep: Class 18 contains 2305 members Mstep: Class 19 contains 2206 members Mstep: Class 22 contains 713 members Entering Unmasked Estep ConsiderDeletion Score: -24212306.000000 Penalty: 10756.502930 Iteration 35Q: 19 clusters Score -2.421231e+07 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 29219 members Mstep: Class 4 contains 230878 members Mstep: Class 5 contains 8277 members Mstep: Class 6 contains 1046 members Mstep: Class 8 contains 2764 members Mstep: Class 9 contains 164474 members Mstep: Class 10 contains 805 members Mstep: Class 11 contains 39135 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1990 members Mstep: Class 14 contains 1856 members Mstep: Class 15 contains 4526 members Mstep: Class 17 contains 7653 members Mstep: Class 18 contains 2301 members Mstep: Class 19 contains 2235 members Mstep: Class 22 contains 658 members Entering Unmasked Estep ConsiderDeletion Score: -24212430.000000 Penalty: 10756.502930 Iteration 36Q: 19 clusters Score -2.421243e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 29014 members Mstep: Class 4 contains 230877 members Mstep: Class 5 contains 8209 members Mstep: Class 6 contains 1076 members Mstep: Class 8 contains 2800 members Mstep: Class 9 contains 164632 members Mstep: Class 10 contains 801 members Mstep: Class 11 contains 39123 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2025 members Mstep: Class 14 contains 1856 members Mstep: Class 15 contains 4554 members Mstep: Class 17 contains 7694 members Mstep: Class 18 contains 2305 members Mstep: Class 19 contains 2250 members Mstep: Class 22 contains 613 members Entering Unmasked Estep ConsiderDeletion Score: -24212544.000000 Penalty: 10756.502930 Iteration 37Q: 19 clusters Score -2.421254e+07 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 28797 members Mstep: Class 4 contains 230869 members Mstep: Class 5 contains 8159 members Mstep: Class 6 contains 1109 members Mstep: Class 8 contains 2836 members Mstep: Class 9 contains 164784 members Mstep: Class 10 contains 796 members Mstep: Class 11 contains 39115 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2051 members Mstep: Class 14 contains 1856 members Mstep: Class 15 contains 4570 members Mstep: Class 17 contains 7746 members Mstep: Class 18 contains 2310 members Mstep: Class 19 contains 2268 members Mstep: Class 22 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -24212588.000000 Penalty: 10756.502930 Iteration 38Q: 19 clusters Score -2.421259e+07 nChanged 586 Entering ConstructFrom: Score: -24212588.000000 Penalty: 10756.502930 Entering ConstructFrom: Trying to split cluster 1 (2195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Entering Unmasked Estep Score: -99413.109375 Penalty: 350.074158 Iteration 0F: 2 clusters Score -99413.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -97848.179688 Penalty: 700.148315 Iteration 0F: 3 clusters Score -97848.18 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -98355.382812 Penalty: 700.148315 Iteration 1F: 3 clusters Score -98355.38 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -98437.257812 Penalty: 700.148315 Iteration 2F: 3 clusters Score -98437.26 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -98529.031250 Penalty: 700.148315 Iteration 3F: 3 clusters Score -98529.03 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -98624.000000 Penalty: 700.148315 Iteration 4F: 3 clusters Score -98624 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -98735.578125 Penalty: 700.148315 Iteration 5F: 3 clusters Score -98735.58 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -98847.992188 Penalty: 700.148315 Iteration 6F: 3 clusters Score -98847.99 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -98937.546875 Penalty: 700.148315 Iteration 7Q: 3 clusters Score -98937.55 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -99010.664062 Penalty: 700.148315 Iteration 8Q: 3 clusters Score -99010.66 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -99060.546875 Penalty: 700.148315 Iteration 9Q: 3 clusters Score -99060.55 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -99091.773438 Penalty: 700.148315 Iteration 10Q: 3 clusters Score -99091.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -99119.703125 Penalty: 700.148315 Iteration 11Q: 3 clusters Score -99119.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -99129.507812 Penalty: 700.148315 Iteration 12Q: 3 clusters Score -99129.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -99141.734375 Penalty: 700.148315 Iteration 13Q: 3 clusters Score -99141.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -99150.453125 Penalty: 700.148315 Iteration 14Q: 3 clusters Score -99150.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -99151.703125 Penalty: 700.148315 Iteration 15Q: 3 clusters Score -99151.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -99151.703125 Penalty: 700.148315 Iteration 16F: 3 clusters Score -99151.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Entering Unmasked Estep Score: -198233.375000 Penalty: 377.139771 Iteration 0F: 2 clusters Score -198233.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -195525.140625 Penalty: 754.279541 Iteration 0F: 3 clusters Score -195525.1 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -196611.312500 Penalty: 754.279541 Iteration 1F: 3 clusters Score -196611.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -196788.312500 Penalty: 754.279541 Iteration 2F: 3 clusters Score -196788.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -196986.296875 Penalty: 754.279541 Iteration 3F: 3 clusters Score -196986.3 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -197229.562500 Penalty: 754.279541 Iteration 4F: 3 clusters Score -197229.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -197477.000000 Penalty: 754.279541 Iteration 5F: 3 clusters Score -197477 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -197711.843750 Penalty: 754.279541 Iteration 6F: 3 clusters Score -197711.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -197894.765625 Penalty: 754.279541 Iteration 7Q: 3 clusters Score -197894.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -198011.328125 Penalty: 754.279541 Iteration 8Q: 3 clusters Score -198011.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -198068.796875 Penalty: 754.279541 Iteration 9Q: 3 clusters Score -198068.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -198089.968750 Penalty: 754.279541 Iteration 10Q: 3 clusters Score -198090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -198097.093750 Penalty: 754.279541 Iteration 11Q: 3 clusters Score -198097.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -198102.750000 Penalty: 754.279541 Iteration 12Q: 3 clusters Score -198102.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -198104.765625 Penalty: 754.279541 Iteration 13Q: 3 clusters Score -198104.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -198106.125000 Penalty: 754.279541 Iteration 14Q: 3 clusters Score -198106.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -198113.515625 Penalty: 754.279541 Iteration 15F: 3 clusters Score -198113.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -198114.687500 Penalty: 754.279541 Iteration 16Q: 3 clusters Score -198114.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -198114.968750 Penalty: 754.279541 Iteration 17Q: 3 clusters Score -198115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -198114.968750 Penalty: 754.279541 Iteration 18F: 3 clusters Score -198115 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (28595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28595 members Entering Unmasked Estep Score: -1388943.000000 Penalty: 466.874908 Iteration 0F: 2 clusters Score -1388943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 14280 members Entering Unmasked Estep Score: -1369757.250000 Penalty: 933.749817 Iteration 0F: 3 clusters Score -1369757 nChanged 13735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13346 members Mstep: Class 2 contains 15249 members Entering Unmasked Estep Score: -1378261.625000 Penalty: 933.749817 Iteration 1F: 3 clusters Score -1378262 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 15871 members Entering Unmasked Estep Score: -1379033.500000 Penalty: 933.749817 Iteration 2F: 3 clusters Score -1379034 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 16677 members Entering Unmasked Estep Score: -1379894.750000 Penalty: 933.749817 Iteration 3F: 3 clusters Score -1379895 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 17746 members Entering Unmasked Estep Score: -1380889.875000 Penalty: 933.749817 Iteration 4F: 3 clusters Score -1380890 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 18999 members Entering Unmasked Estep Score: -1382101.750000 Penalty: 933.749817 Iteration 5F: 3 clusters Score -1382102 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 20317 members Entering Unmasked Estep Score: -1383312.750000 Penalty: 933.749817 Iteration 6F: 3 clusters Score -1383313 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -1384288.250000 Penalty: 933.749817 Iteration 7F: 3 clusters Score -1384288 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 22646 members Entering Unmasked Estep Score: -1384968.750000 Penalty: 933.749817 Iteration 8Q: 3 clusters Score -1384969 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 23513 members Entering Unmasked Estep Score: -1385448.750000 Penalty: 933.749817 Iteration 9Q: 3 clusters Score -1385449 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 24228 members Entering Unmasked Estep Score: -1385806.625000 Penalty: 933.749817 Iteration 10Q: 3 clusters Score -1385807 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 24904 members Entering Unmasked Estep Score: -1386136.500000 Penalty: 933.749817 Iteration 11Q: 3 clusters Score -1386136 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 25513 members Entering Unmasked Estep Score: -1386466.500000 Penalty: 933.749817 Iteration 12Q: 3 clusters Score -1386466 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 26161 members Entering Unmasked Estep Score: -1386866.750000 Penalty: 933.749817 Iteration 13Q: 3 clusters Score -1386867 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 26764 members Entering Unmasked Estep Score: -1387312.500000 Penalty: 933.749817 Iteration 14Q: 3 clusters Score -1387312 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 27308 members Entering Unmasked Estep Score: -1387760.750000 Penalty: 933.749817 Iteration 15Q: 3 clusters Score -1387761 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 27730 members Entering Unmasked Estep Score: -1388162.625000 Penalty: 933.749817 Iteration 16Q: 3 clusters Score -1388163 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 27985 members Entering Unmasked Estep Score: -1388423.000000 Penalty: 933.749817 Iteration 17Q: 3 clusters Score -1388423 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 28127 members Entering Unmasked Estep Score: -1388596.250000 Penalty: 933.749817 Iteration 18Q: 3 clusters Score -1388596 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 28190 members Entering Unmasked Estep Score: -1388699.875000 Penalty: 933.749817 Iteration 19Q: 3 clusters Score -1388700 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 28216 members Entering Unmasked Estep Score: -1388749.500000 Penalty: 933.749817 Iteration 20F: 3 clusters Score -1388750 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 28238 members Entering Unmasked Estep Score: -1388784.375000 Penalty: 933.749817 Iteration 21Q: 3 clusters Score -1388784 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 28246 members Entering Unmasked Estep Score: -1388797.750000 Penalty: 933.749817 Iteration 22Q: 3 clusters Score -1388798 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 28253 members Entering Unmasked Estep Score: -1388810.375000 Penalty: 933.749817 Iteration 23Q: 3 clusters Score -1388810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 28260 members Entering Unmasked Estep Score: -1388819.875000 Penalty: 933.749817 Iteration 24Q: 3 clusters Score -1388820 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 28264 members Entering Unmasked Estep Score: -1388825.750000 Penalty: 933.749817 Iteration 25Q: 3 clusters Score -1388826 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 28263 members Entering Unmasked Estep Score: -1388833.875000 Penalty: 933.749817 Iteration 26Q: 3 clusters Score -1388834 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 28266 members Entering Unmasked Estep Score: -1388835.875000 Penalty: 933.749817 Iteration 27Q: 3 clusters Score -1388836 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 28267 members Entering Unmasked Estep Score: -1388840.750000 Penalty: 933.749817 Iteration 28Q: 3 clusters Score -1388841 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 28264 members Entering Unmasked Estep Score: -1388841.500000 Penalty: 933.749817 Iteration 29Q: 3 clusters Score -1388842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 28262 members Entering Unmasked Estep Score: -1388842.125000 Penalty: 933.749817 Iteration 30Q: 3 clusters Score -1388842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 28261 members Entering Unmasked Estep Score: -1388842.750000 Penalty: 933.749817 Iteration 31Q: 3 clusters Score -1388843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 28261 members Entering Unmasked Estep Score: -1388842.750000 Penalty: 933.749817 Iteration 32F: 3 clusters Score -1388843 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (230859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230859 members Entering Unmasked Estep Score: -11442594.000000 Penalty: 561.905090 Iteration 0F: 2 clusters Score -1.144259e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115235 members Mstep: Class 2 contains 115624 members Entering Unmasked Estep Score: -11295585.000000 Penalty: 1123.810181 Iteration 0F: 3 clusters Score -1.129558e+07 nChanged 113922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98117 members Mstep: Class 2 contains 132742 members Entering Unmasked Estep Score: -11370251.000000 Penalty: 1123.810181 Iteration 1F: 3 clusters Score -1.137025e+07 nChanged 15387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88158 members Mstep: Class 2 contains 142701 members Entering Unmasked Estep Score: -11379026.000000 Penalty: 1123.810181 Iteration 2F: 3 clusters Score -1.137903e+07 nChanged 17088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76678 members Mstep: Class 2 contains 154181 members Entering Unmasked Estep Score: -11389817.000000 Penalty: 1123.810181 Iteration 3F: 3 clusters Score -1.138982e+07 nChanged 16487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65619 members Mstep: Class 2 contains 165240 members Entering Unmasked Estep Score: -11400738.000000 Penalty: 1123.810181 Iteration 4F: 3 clusters Score -1.140074e+07 nChanged 13901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56254 members Mstep: Class 2 contains 174605 members Entering Unmasked Estep Score: -11409431.000000 Penalty: 1123.810181 Iteration 5F: 3 clusters Score -1.140943e+07 nChanged 11063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48949 members Mstep: Class 2 contains 181910 members Entering Unmasked Estep Score: -11416308.000000 Penalty: 1123.810181 Iteration 6Q: 3 clusters Score -1.141631e+07 nChanged 8743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43452 members Mstep: Class 2 contains 187407 members Entering Unmasked Estep Score: -11422791.000000 Penalty: 1123.810181 Iteration 7Q: 3 clusters Score -1.142279e+07 nChanged 7205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39593 members Mstep: Class 2 contains 191266 members Entering Unmasked Estep Score: -11428550.000000 Penalty: 1123.810181 Iteration 8Q: 3 clusters Score -1.142855e+07 nChanged 5762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37007 members Mstep: Class 2 contains 193852 members Entering Unmasked Estep Score: -11431986.000000 Penalty: 1123.810181 Iteration 9Q: 3 clusters Score -1.143199e+07 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34828 members Mstep: Class 2 contains 196031 members Entering Unmasked Estep Score: -11433461.000000 Penalty: 1123.810181 Iteration 10Q: 3 clusters Score -1.143346e+07 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32665 members Mstep: Class 2 contains 198194 members Entering Unmasked Estep Score: -11434194.000000 Penalty: 1123.810181 Iteration 11Q: 3 clusters Score -1.143419e+07 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30523 members Mstep: Class 2 contains 200336 members Entering Unmasked Estep Score: -11434654.000000 Penalty: 1123.810181 Iteration 12Q: 3 clusters Score -1.143465e+07 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28418 members Mstep: Class 2 contains 202441 members Entering Unmasked Estep Score: -11434943.000000 Penalty: 1123.810181 Iteration 13Q: 3 clusters Score -1.143494e+07 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26346 members Mstep: Class 2 contains 204513 members Entering Unmasked Estep Score: -11435303.000000 Penalty: 1123.810181 Iteration 14Q: 3 clusters Score -1.14353e+07 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24353 members Mstep: Class 2 contains 206506 members Entering Unmasked Estep Score: -11435629.000000 Penalty: 1123.810181 Iteration 15Q: 3 clusters Score -1.143563e+07 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22501 members Mstep: Class 2 contains 208358 members Entering Unmasked Estep Score: -11435976.000000 Penalty: 1123.810181 Iteration 16Q: 3 clusters Score -1.143598e+07 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20710 members Mstep: Class 2 contains 210149 members Entering Unmasked Estep Score: -11436397.000000 Penalty: 1123.810181 Iteration 17Q: 3 clusters Score -1.14364e+07 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18954 members Mstep: Class 2 contains 211905 members Entering Unmasked Estep Score: -11436741.000000 Penalty: 1123.810181 Iteration 18Q: 3 clusters Score -1.143674e+07 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17238 members Mstep: Class 2 contains 213621 members Entering Unmasked Estep Score: -11437100.000000 Penalty: 1123.810181 Iteration 19Q: 3 clusters Score -1.14371e+07 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15596 members Mstep: Class 2 contains 215263 members Entering Unmasked Estep Score: -11437512.000000 Penalty: 1123.810181 Iteration 20F: 3 clusters Score -1.143751e+07 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 216843 members Entering Unmasked Estep Score: -11437946.000000 Penalty: 1123.810181 Iteration 21Q: 3 clusters Score -1.143795e+07 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12527 members Mstep: Class 2 contains 218332 members Entering Unmasked Estep Score: -11438358.000000 Penalty: 1123.810181 Iteration 22Q: 3 clusters Score -1.143836e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11239 members Mstep: Class 2 contains 219620 members Entering Unmasked Estep Score: -11438687.000000 Penalty: 1123.810181 Iteration 23Q: 3 clusters Score -1.143869e+07 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 220843 members Entering Unmasked Estep Score: -11439025.000000 Penalty: 1123.810181 Iteration 24Q: 3 clusters Score -1.143902e+07 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 221953 members Entering Unmasked Estep Score: -11439335.000000 Penalty: 1123.810181 Iteration 25Q: 3 clusters Score -1.143934e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 222992 members Entering Unmasked Estep Score: -11439721.000000 Penalty: 1123.810181 Iteration 26Q: 3 clusters Score -1.143972e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 223905 members Entering Unmasked Estep Score: -11440065.000000 Penalty: 1123.810181 Iteration 27Q: 3 clusters Score -1.144006e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 224753 members Entering Unmasked Estep Score: -11440391.000000 Penalty: 1123.810181 Iteration 28Q: 3 clusters Score -1.144039e+07 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 225494 members Entering Unmasked Estep Score: -11440639.000000 Penalty: 1123.810181 Iteration 29Q: 3 clusters Score -1.144064e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 226146 members Entering Unmasked Estep Score: -11440877.000000 Penalty: 1123.810181 Iteration 30Q: 3 clusters Score -1.144088e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 226702 members Entering Unmasked Estep Score: -11441027.000000 Penalty: 1123.810181 Iteration 31Q: 3 clusters Score -1.144103e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 227158 members Entering Unmasked Estep Score: -11441180.000000 Penalty: 1123.810181 Iteration 32Q: 3 clusters Score -1.144118e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 227576 members Entering Unmasked Estep Score: -11441350.000000 Penalty: 1123.810181 Iteration 33Q: 3 clusters Score -1.144135e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 227942 members Entering Unmasked Estep Score: -11441487.000000 Penalty: 1123.810181 Iteration 34Q: 3 clusters Score -1.144149e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 228258 members Entering Unmasked Estep Score: -11441621.000000 Penalty: 1123.810181 Iteration 35Q: 3 clusters Score -1.144162e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 228523 members Entering Unmasked Estep Score: -11441690.000000 Penalty: 1123.810181 Iteration 36Q: 3 clusters Score -1.144169e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 228746 members Entering Unmasked Estep Score: -11441761.000000 Penalty: 1123.810181 Iteration 37Q: 3 clusters Score -1.144176e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 228939 members Entering Unmasked Estep Score: -11441849.000000 Penalty: 1123.810181 Iteration 38Q: 3 clusters Score -1.144185e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 229102 members Entering Unmasked Estep Score: -11441881.000000 Penalty: 1123.810181 Iteration 39Q: 3 clusters Score -1.144188e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 229226 members Entering Unmasked Estep Score: -11441971.000000 Penalty: 1123.810181 Iteration 40F: 3 clusters Score -1.144197e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 229356 members Entering Unmasked Estep Score: -11442018.000000 Penalty: 1123.810181 Iteration 41Q: 3 clusters Score -1.144202e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 229453 members Entering Unmasked Estep Score: -11442084.000000 Penalty: 1123.810181 Iteration 42Q: 3 clusters Score -1.144208e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 229535 members Entering Unmasked Estep Score: -11442148.000000 Penalty: 1123.810181 Iteration 43Q: 3 clusters Score -1.144215e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 229612 members Entering Unmasked Estep Score: -11442143.000000 Penalty: 1123.810181 Iteration 44Q: 3 clusters Score -1.144214e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 229680 members Entering Unmasked Estep Score: -11442198.000000 Penalty: 1123.810181 Iteration 45Q: 3 clusters Score -1.14422e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 229745 members Entering Unmasked Estep Score: -11442223.000000 Penalty: 1123.810181 Iteration 46Q: 3 clusters Score -1.144222e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 229794 members Entering Unmasked Estep Score: -11442215.000000 Penalty: 1123.810181 Iteration 47Q: 3 clusters Score -1.144222e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 229842 members Entering Unmasked Estep Score: -11442223.000000 Penalty: 1123.810181 Iteration 48Q: 3 clusters Score -1.144222e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 229879 members Entering Unmasked Estep Score: -11442215.000000 Penalty: 1123.810181 Iteration 49Q: 3 clusters Score -1.144222e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 229910 members Entering Unmasked Estep Score: -11442217.000000 Penalty: 1123.810181 Iteration 50Q: 3 clusters Score -1.144222e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 229927 members Entering Unmasked Estep Score: -11442231.000000 Penalty: 1123.810181 Iteration 51Q: 3 clusters Score -1.144223e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 229948 members Entering Unmasked Estep Score: -11442235.000000 Penalty: 1123.810181 Iteration 52Q: 3 clusters Score -1.144224e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 229969 members Entering Unmasked Estep Score: -11442230.000000 Penalty: 1123.810181 Iteration 53Q: 3 clusters Score -1.144223e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 229987 members Entering Unmasked Estep Score: -11442237.000000 Penalty: 1123.810181 Iteration 54Q: 3 clusters Score -1.144224e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 230003 members Entering Unmasked Estep Score: -11442228.000000 Penalty: 1123.810181 Iteration 55Q: 3 clusters Score -1.144223e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 230018 members Entering Unmasked Estep Score: -11442224.000000 Penalty: 1123.810181 Iteration 56Q: 3 clusters Score -1.144222e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 230028 members Entering Unmasked Estep Score: -11442221.000000 Penalty: 1123.810181 Iteration 57Q: 3 clusters Score -1.144222e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 230043 members Entering Unmasked Estep Score: -11442237.000000 Penalty: 1123.810181 Iteration 58Q: 3 clusters Score -1.144224e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 230055 members Entering Unmasked Estep Score: -11442234.000000 Penalty: 1123.810181 Iteration 59Q: 3 clusters Score -1.144223e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 230061 members Entering Unmasked Estep Score: -11442237.000000 Penalty: 1123.810181 Iteration 60F: 3 clusters Score -1.144224e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 230066 members Entering Unmasked Estep Score: -11442222.000000 Penalty: 1123.810181 Iteration 61Q: 3 clusters Score -1.144222e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 230071 members Entering Unmasked Estep Score: -11442230.000000 Penalty: 1123.810181 Iteration 62Q: 3 clusters Score -1.144223e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 230076 members Entering Unmasked Estep Score: -11442236.000000 Penalty: 1123.810181 Iteration 63Q: 3 clusters Score -1.144224e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 230082 members Entering Unmasked Estep Score: -11442235.000000 Penalty: 1123.810181 Iteration 64Q: 3 clusters Score -1.144224e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 230086 members Entering Unmasked Estep Score: -11442244.000000 Penalty: 1123.810181 Iteration 65Q: 3 clusters Score -1.144224e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 230091 members Entering Unmasked Estep Score: -11442246.000000 Penalty: 1123.810181 Iteration 66Q: 3 clusters Score -1.144225e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 230094 members Entering Unmasked Estep Score: -11442249.000000 Penalty: 1123.810181 Iteration 67Q: 3 clusters Score -1.144225e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 230097 members Entering Unmasked Estep Score: -11442251.000000 Penalty: 1123.810181 Iteration 68Q: 3 clusters Score -1.144225e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 230102 members Entering Unmasked Estep Score: -11442244.000000 Penalty: 1123.810181 Iteration 69Q: 3 clusters Score -1.144224e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 230107 members Entering Unmasked Estep Score: -11442252.000000 Penalty: 1123.810181 Iteration 70Q: 3 clusters Score -1.144225e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 230108 members Entering Unmasked Estep Score: -11442257.000000 Penalty: 1123.810181 Iteration 71Q: 3 clusters Score -1.144226e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 230112 members Entering Unmasked Estep Score: -11442250.000000 Penalty: 1123.810181 Iteration 72Q: 3 clusters Score -1.144225e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 230114 members Entering Unmasked Estep Score: -11442250.000000 Penalty: 1123.810181 Iteration 73Q: 3 clusters Score -1.144225e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 230114 members Entering Unmasked Estep Score: -11442250.000000 Penalty: 1123.810181 Iteration 74F: 3 clusters Score -1.144225e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Entering Unmasked Estep Score: -414555.343750 Penalty: 409.566864 Iteration 0F: 2 clusters Score -414555.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -409160.875000 Penalty: 819.133728 Iteration 0F: 3 clusters Score -409160.9 nChanged 3685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -411217.812500 Penalty: 819.133728 Iteration 1F: 3 clusters Score -411217.8 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -411397.468750 Penalty: 819.133728 Iteration 2F: 3 clusters Score -411397.5 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -411598.375000 Penalty: 819.133728 Iteration 3F: 3 clusters Score -411598.4 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -411814.125000 Penalty: 819.133728 Iteration 4F: 3 clusters Score -411814.1 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -412070.062500 Penalty: 819.133728 Iteration 5F: 3 clusters Score -412070.1 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -412371.281250 Penalty: 819.133728 Iteration 6F: 3 clusters Score -412371.3 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -412693.093750 Penalty: 819.133728 Iteration 7F: 3 clusters Score -412693.1 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -412990.937500 Penalty: 819.133728 Iteration 8F: 3 clusters Score -412990.9 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -413182.656250 Penalty: 819.133728 Iteration 9Q: 3 clusters Score -413182.7 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -413296.156250 Penalty: 819.133728 Iteration 10Q: 3 clusters Score -413296.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -413372.656250 Penalty: 819.133728 Iteration 11Q: 3 clusters Score -413372.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -413428.218750 Penalty: 819.133728 Iteration 12Q: 3 clusters Score -413428.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -413475.093750 Penalty: 819.133728 Iteration 13Q: 3 clusters Score -413475.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -413506.312500 Penalty: 819.133728 Iteration 14Q: 3 clusters Score -413506.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -413534.687500 Penalty: 819.133728 Iteration 15Q: 3 clusters Score -413534.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -413558.125000 Penalty: 819.133728 Iteration 16Q: 3 clusters Score -413558.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -413589.062500 Penalty: 819.133728 Iteration 17Q: 3 clusters Score -413589.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -413624.031250 Penalty: 819.133728 Iteration 18Q: 3 clusters Score -413624 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -413660.281250 Penalty: 819.133728 Iteration 19Q: 3 clusters Score -413660.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -413699.437500 Penalty: 819.133728 Iteration 20F: 3 clusters Score -413699.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -413730.375000 Penalty: 819.133728 Iteration 21Q: 3 clusters Score -413730.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -413759.656250 Penalty: 819.133728 Iteration 22Q: 3 clusters Score -413759.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -413781.906250 Penalty: 819.133728 Iteration 23Q: 3 clusters Score -413781.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -413799.593750 Penalty: 819.133728 Iteration 24Q: 3 clusters Score -413799.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -413820.968750 Penalty: 819.133728 Iteration 25Q: 3 clusters Score -413821 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -413843.625000 Penalty: 819.133728 Iteration 26Q: 3 clusters Score -413843.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -413859.687500 Penalty: 819.133728 Iteration 27Q: 3 clusters Score -413859.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -413876.031250 Penalty: 819.133728 Iteration 28Q: 3 clusters Score -413876 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -413897.187500 Penalty: 819.133728 Iteration 29Q: 3 clusters Score -413897.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -413914.343750 Penalty: 819.133728 Iteration 30Q: 3 clusters Score -413914.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -413922.468750 Penalty: 819.133728 Iteration 31Q: 3 clusters Score -413922.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -413927.968750 Penalty: 819.133728 Iteration 32Q: 3 clusters Score -413928 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -413932.312500 Penalty: 819.133728 Iteration 33Q: 3 clusters Score -413932.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -413934.875000 Penalty: 819.133728 Iteration 34Q: 3 clusters Score -413934.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -413937.125000 Penalty: 819.133728 Iteration 35Q: 3 clusters Score -413937.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -413943.406250 Penalty: 819.133728 Iteration 36Q: 3 clusters Score -413943.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -413952.656250 Penalty: 819.133728 Iteration 37Q: 3 clusters Score -413952.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -413961.062500 Penalty: 819.133728 Iteration 38Q: 3 clusters Score -413961.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -413968.500000 Penalty: 819.133728 Iteration 39Q: 3 clusters Score -413968.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -413978.062500 Penalty: 819.133728 Iteration 40F: 3 clusters Score -413978.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -413983.937500 Penalty: 819.133728 Iteration 41Q: 3 clusters Score -413983.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -413987.687500 Penalty: 819.133728 Iteration 42Q: 3 clusters Score -413987.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -413992.312500 Penalty: 819.133728 Iteration 43Q: 3 clusters Score -413992.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -413994.843750 Penalty: 819.133728 Iteration 44Q: 3 clusters Score -413994.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -413996.000000 Penalty: 819.133728 Iteration 45Q: 3 clusters Score -413996 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -413997.656250 Penalty: 819.133728 Iteration 46Q: 3 clusters Score -413997.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -413999.468750 Penalty: 819.133728 Iteration 47Q: 3 clusters Score -413999.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -414000.656250 Penalty: 819.133728 Iteration 48Q: 3 clusters Score -414000.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -414002.062500 Penalty: 819.133728 Iteration 49Q: 3 clusters Score -414002.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -414002.937500 Penalty: 819.133728 Iteration 50Q: 3 clusters Score -414002.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -414004.281250 Penalty: 819.133728 Iteration 51Q: 3 clusters Score -414004.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -414005.031250 Penalty: 819.133728 Iteration 52Q: 3 clusters Score -414005 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -414008.531250 Penalty: 819.133728 Iteration 53Q: 3 clusters Score -414008.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -414011.343750 Penalty: 819.133728 Iteration 54Q: 3 clusters Score -414011.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -414014.250000 Penalty: 819.133728 Iteration 55Q: 3 clusters Score -414014.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -414019.562500 Penalty: 819.133728 Iteration 56Q: 3 clusters Score -414019.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -414027.750000 Penalty: 819.133728 Iteration 57Q: 3 clusters Score -414027.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -414043.500000 Penalty: 819.133728 Iteration 58Q: 3 clusters Score -414043.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -414055.593750 Penalty: 819.133728 Iteration 59Q: 3 clusters Score -414055.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -414071.312500 Penalty: 819.133728 Iteration 60F: 3 clusters Score -414071.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -414081.750000 Penalty: 819.133728 Iteration 61Q: 3 clusters Score -414081.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -414089.218750 Penalty: 819.133728 Iteration 62Q: 3 clusters Score -414089.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -414094.218750 Penalty: 819.133728 Iteration 63Q: 3 clusters Score -414094.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -414098.687500 Penalty: 819.133728 Iteration 64Q: 3 clusters Score -414098.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -414104.750000 Penalty: 819.133728 Iteration 65Q: 3 clusters Score -414104.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -414112.281250 Penalty: 819.133728 Iteration 66Q: 3 clusters Score -414112.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -414125.562500 Penalty: 819.133728 Iteration 67Q: 3 clusters Score -414125.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 7506 members Entering Unmasked Estep Score: -414138.937500 Penalty: 819.133728 Iteration 68Q: 3 clusters Score -414138.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -414148.656250 Penalty: 819.133728 Iteration 69Q: 3 clusters Score -414148.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -414157.406250 Penalty: 819.133728 Iteration 70Q: 3 clusters Score -414157.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -414166.531250 Penalty: 819.133728 Iteration 71Q: 3 clusters Score -414166.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -414176.187500 Penalty: 819.133728 Iteration 72Q: 3 clusters Score -414176.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -414189.625000 Penalty: 819.133728 Iteration 73Q: 3 clusters Score -414189.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -414198.468750 Penalty: 819.133728 Iteration 74Q: 3 clusters Score -414198.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -414206.531250 Penalty: 819.133728 Iteration 75Q: 3 clusters Score -414206.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -414215.406250 Penalty: 819.133728 Iteration 76Q: 3 clusters Score -414215.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -414221.781250 Penalty: 819.133728 Iteration 77Q: 3 clusters Score -414221.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -414228.781250 Penalty: 819.133728 Iteration 78Q: 3 clusters Score -414228.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -414229.281250 Penalty: 819.133728 Iteration 79Q: 3 clusters Score -414229.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -414230.812500 Penalty: 819.133728 Iteration 80F: 3 clusters Score -414230.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -414232.281250 Penalty: 819.133728 Iteration 81Q: 3 clusters Score -414232.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -414233.343750 Penalty: 819.133728 Iteration 82Q: 3 clusters Score -414233.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -414235.468750 Penalty: 819.133728 Iteration 83Q: 3 clusters Score -414235.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -414237.343750 Penalty: 819.133728 Iteration 84Q: 3 clusters Score -414237.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -414241.187500 Penalty: 819.133728 Iteration 85Q: 3 clusters Score -414241.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -414243.281250 Penalty: 819.133728 Iteration 86Q: 3 clusters Score -414243.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -414246.531250 Penalty: 819.133728 Iteration 87Q: 3 clusters Score -414246.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -414248.687500 Penalty: 819.133728 Iteration 88Q: 3 clusters Score -414248.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -414252.250000 Penalty: 819.133728 Iteration 89Q: 3 clusters Score -414252.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -414255.375000 Penalty: 819.133728 Iteration 90Q: 3 clusters Score -414255.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -414255.656250 Penalty: 819.133728 Iteration 91Q: 3 clusters Score -414255.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -414258.156250 Penalty: 819.133728 Iteration 92Q: 3 clusters Score -414258.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -414259.718750 Penalty: 819.133728 Iteration 93Q: 3 clusters Score -414259.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -414260.687500 Penalty: 819.133728 Iteration 94Q: 3 clusters Score -414260.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -414262.343750 Penalty: 819.133728 Iteration 95Q: 3 clusters Score -414262.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -414262.187500 Penalty: 819.133728 Iteration 96Q: 3 clusters Score -414262.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -414262.625000 Penalty: 819.133728 Iteration 97Q: 3 clusters Score -414262.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -414262.625000 Penalty: 819.133728 Iteration 98F: 3 clusters Score -414262.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Entering Unmasked Estep Score: -56038.136719 Penalty: 320.384247 Iteration 0F: 2 clusters Score -56038.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -55141.062500 Penalty: 640.768494 Iteration 0F: 3 clusters Score -55141.06 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -55427.527344 Penalty: 640.768494 Iteration 1F: 3 clusters Score -55427.53 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -55466.054688 Penalty: 640.768494 Iteration 2F: 3 clusters Score -55466.05 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -55485.941406 Penalty: 640.768494 Iteration 3Q: 3 clusters Score -55485.94 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -55497.394531 Penalty: 640.768494 Iteration 4Q: 3 clusters Score -55497.39 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -55510.894531 Penalty: 640.768494 Iteration 5Q: 3 clusters Score -55510.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -55521.242188 Penalty: 640.768494 Iteration 6Q: 3 clusters Score -55521.24 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -55537.574219 Penalty: 640.768494 Iteration 7Q: 3 clusters Score -55537.57 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -55561.835938 Penalty: 640.768494 Iteration 8Q: 3 clusters Score -55561.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -55583.765625 Penalty: 640.768494 Iteration 9Q: 3 clusters Score -55583.77 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -55612.222656 Penalty: 640.768494 Iteration 10Q: 3 clusters Score -55612.22 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -55632.242188 Penalty: 640.768494 Iteration 11Q: 3 clusters Score -55632.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -55646.722656 Penalty: 640.768494 Iteration 12Q: 3 clusters Score -55646.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -55662.839844 Penalty: 640.768494 Iteration 13Q: 3 clusters Score -55662.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -55676.519531 Penalty: 640.768494 Iteration 14Q: 3 clusters Score -55676.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -55687.718750 Penalty: 640.768494 Iteration 15Q: 3 clusters Score -55687.72 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -55703.468750 Penalty: 640.768494 Iteration 16Q: 3 clusters Score -55703.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -55710.441406 Penalty: 640.768494 Iteration 17Q: 3 clusters Score -55710.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -55717.917969 Penalty: 640.768494 Iteration 18Q: 3 clusters Score -55717.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -55723.394531 Penalty: 640.768494 Iteration 19Q: 3 clusters Score -55723.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -55725.218750 Penalty: 640.768494 Iteration 20F: 3 clusters Score -55725.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -55725.921875 Penalty: 640.768494 Iteration 21Q: 3 clusters Score -55725.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -55726.011719 Penalty: 640.768494 Iteration 22Q: 3 clusters Score -55726.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -55726.707031 Penalty: 640.768494 Iteration 23Q: 3 clusters Score -55726.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -55726.941406 Penalty: 640.768494 Iteration 24Q: 3 clusters Score -55726.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -55727.402344 Penalty: 640.768494 Iteration 25Q: 3 clusters Score -55727.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -55728.058594 Penalty: 640.768494 Iteration 26Q: 3 clusters Score -55728.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -55729.394531 Penalty: 640.768494 Iteration 27Q: 3 clusters Score -55729.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -55732.484375 Penalty: 640.768494 Iteration 28Q: 3 clusters Score -55732.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -55734.007812 Penalty: 640.768494 Iteration 29Q: 3 clusters Score -55734.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -55734.675781 Penalty: 640.768494 Iteration 30Q: 3 clusters Score -55734.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -55734.929688 Penalty: 640.768494 Iteration 31Q: 3 clusters Score -55734.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -55735.472656 Penalty: 640.768494 Iteration 32Q: 3 clusters Score -55735.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -55735.691406 Penalty: 640.768494 Iteration 33Q: 3 clusters Score -55735.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -55735.691406 Penalty: 640.768494 Iteration 34F: 3 clusters Score -55735.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Entering Unmasked Estep Score: -154213.734375 Penalty: 362.210602 Iteration 0F: 2 clusters Score -154213.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -152204.359375 Penalty: 724.421204 Iteration 0F: 3 clusters Score -152204.4 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -152936.671875 Penalty: 724.421204 Iteration 1F: 3 clusters Score -152936.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -153061.796875 Penalty: 724.421204 Iteration 2F: 3 clusters Score -153061.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -153200.546875 Penalty: 724.421204 Iteration 3F: 3 clusters Score -153200.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -153334.734375 Penalty: 724.421204 Iteration 4F: 3 clusters Score -153334.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -153473.703125 Penalty: 724.421204 Iteration 5F: 3 clusters Score -153473.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -153587.250000 Penalty: 724.421204 Iteration 6F: 3 clusters Score -153587.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -153651.984375 Penalty: 724.421204 Iteration 7Q: 3 clusters Score -153652 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -153689.359375 Penalty: 724.421204 Iteration 8Q: 3 clusters Score -153689.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -153711.812500 Penalty: 724.421204 Iteration 9Q: 3 clusters Score -153711.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -153722.593750 Penalty: 724.421204 Iteration 10Q: 3 clusters Score -153722.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -153733.625000 Penalty: 724.421204 Iteration 11Q: 3 clusters Score -153733.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -153742.187500 Penalty: 724.421204 Iteration 12Q: 3 clusters Score -153742.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -153749.296875 Penalty: 724.421204 Iteration 13Q: 3 clusters Score -153749.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -153759.687500 Penalty: 724.421204 Iteration 14Q: 3 clusters Score -153759.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -153767.468750 Penalty: 724.421204 Iteration 15Q: 3 clusters Score -153767.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -153773.500000 Penalty: 724.421204 Iteration 16Q: 3 clusters Score -153773.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -153783.328125 Penalty: 724.421204 Iteration 17Q: 3 clusters Score -153783.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -153793.328125 Penalty: 724.421204 Iteration 18Q: 3 clusters Score -153793.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -153801.671875 Penalty: 724.421204 Iteration 19Q: 3 clusters Score -153801.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -153809.109375 Penalty: 724.421204 Iteration 20F: 3 clusters Score -153809.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -153815.000000 Penalty: 724.421204 Iteration 21Q: 3 clusters Score -153815 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -153819.765625 Penalty: 724.421204 Iteration 22Q: 3 clusters Score -153819.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -153824.953125 Penalty: 724.421204 Iteration 23Q: 3 clusters Score -153825 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -153830.750000 Penalty: 724.421204 Iteration 24Q: 3 clusters Score -153830.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -153835.718750 Penalty: 724.421204 Iteration 25Q: 3 clusters Score -153835.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -153838.468750 Penalty: 724.421204 Iteration 26Q: 3 clusters Score -153838.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -153844.890625 Penalty: 724.421204 Iteration 27Q: 3 clusters Score -153844.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -153848.265625 Penalty: 724.421204 Iteration 28Q: 3 clusters Score -153848.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -153852.046875 Penalty: 724.421204 Iteration 29Q: 3 clusters Score -153852 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -153855.765625 Penalty: 724.421204 Iteration 30Q: 3 clusters Score -153855.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -153859.156250 Penalty: 724.421204 Iteration 31Q: 3 clusters Score -153859.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -153862.937500 Penalty: 724.421204 Iteration 32Q: 3 clusters Score -153862.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -153865.546875 Penalty: 724.421204 Iteration 33Q: 3 clusters Score -153865.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -153867.796875 Penalty: 724.421204 Iteration 34Q: 3 clusters Score -153867.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -153871.218750 Penalty: 724.421204 Iteration 35Q: 3 clusters Score -153871.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -153874.437500 Penalty: 724.421204 Iteration 36Q: 3 clusters Score -153874.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -153876.968750 Penalty: 724.421204 Iteration 37Q: 3 clusters Score -153877 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -153878.734375 Penalty: 724.421204 Iteration 38Q: 3 clusters Score -153878.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -153880.156250 Penalty: 724.421204 Iteration 39Q: 3 clusters Score -153880.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -153881.359375 Penalty: 724.421204 Iteration 40F: 3 clusters Score -153881.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -153882.328125 Penalty: 724.421204 Iteration 41Q: 3 clusters Score -153882.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -153883.937500 Penalty: 724.421204 Iteration 42Q: 3 clusters Score -153883.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -153885.234375 Penalty: 724.421204 Iteration 43Q: 3 clusters Score -153885.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -153888.265625 Penalty: 724.421204 Iteration 44Q: 3 clusters Score -153888.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -153891.265625 Penalty: 724.421204 Iteration 45Q: 3 clusters Score -153891.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -153892.734375 Penalty: 724.421204 Iteration 46Q: 3 clusters Score -153892.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -153892.984375 Penalty: 724.421204 Iteration 47Q: 3 clusters Score -153893 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -153893.046875 Penalty: 724.421204 Iteration 48Q: 3 clusters Score -153893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -153893.187500 Penalty: 724.421204 Iteration 49Q: 3 clusters Score -153893.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -153894.031250 Penalty: 724.421204 Iteration 50Q: 3 clusters Score -153894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -153893.640625 Penalty: 724.421204 Iteration 51Q: 3 clusters Score -153893.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -153894.109375 Penalty: 724.421204 Iteration 52Q: 3 clusters Score -153894.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -153894.484375 Penalty: 724.421204 Iteration 53Q: 3 clusters Score -153894.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -153894.953125 Penalty: 724.421204 Iteration 54Q: 3 clusters Score -153895 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -153895.468750 Penalty: 724.421204 Iteration 55Q: 3 clusters Score -153895.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -153895.437500 Penalty: 724.421204 Iteration 56Q: 3 clusters Score -153895.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -153895.703125 Penalty: 724.421204 Iteration 57Q: 3 clusters Score -153895.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -153895.859375 Penalty: 724.421204 Iteration 58Q: 3 clusters Score -153895.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -153895.859375 Penalty: 724.421204 Iteration 59F: 3 clusters Score -153895.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (164924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164924 members Entering Unmasked Estep Score: -8301371.500000 Penalty: 546.602417 Iteration 0F: 2 clusters Score -8301372 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82137 members Mstep: Class 2 contains 82787 members Entering Unmasked Estep Score: -8201438.500000 Penalty: 1093.204834 Iteration 0F: 3 clusters Score -8201438 nChanged 81240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66671 members Mstep: Class 2 contains 98253 members Entering Unmasked Estep Score: -8252707.500000 Penalty: 1093.204834 Iteration 1F: 3 clusters Score -8252708 nChanged 10781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56140 members Mstep: Class 2 contains 108784 members Entering Unmasked Estep Score: -8258160.500000 Penalty: 1093.204834 Iteration 2F: 3 clusters Score -8258160 nChanged 14683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41605 members Mstep: Class 2 contains 123319 members Entering Unmasked Estep Score: -8267381.500000 Penalty: 1093.204834 Iteration 3F: 3 clusters Score -8267382 nChanged 15881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25860 members Mstep: Class 2 contains 139064 members Entering Unmasked Estep Score: -8278846.000000 Penalty: 1093.204834 Iteration 4F: 3 clusters Score -8278846 nChanged 13139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12779 members Mstep: Class 2 contains 152145 members Entering Unmasked Estep Score: -8289075.000000 Penalty: 1093.204834 Iteration 5F: 3 clusters Score -8289075 nChanged 7980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 160111 members Entering Unmasked Estep Score: -8296371.000000 Penalty: 1093.204834 Iteration 6Q: 3 clusters Score -8296371 nChanged 3353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 163464 members Entering Unmasked Estep Score: -8299532.000000 Penalty: 1093.204834 Iteration 7Q: 3 clusters Score -8299532 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 164512 members Entering Unmasked Estep Score: -8300560.000000 Penalty: 1093.204834 Iteration 8Q: 3 clusters Score -8300560 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 164761 members Entering Unmasked Estep Score: -8300774.000000 Penalty: 1093.204834 Iteration 9Q: 3 clusters Score -8300774 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 164819 members Entering Unmasked Estep Score: -8300831.500000 Penalty: 1093.204834 Iteration 10Q: 3 clusters Score -8300832 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 164830 members Entering Unmasked Estep Score: -8300847.000000 Penalty: 1093.204834 Iteration 11Q: 3 clusters Score -8300847 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 164840 members Entering Unmasked Estep Score: -8300860.500000 Penalty: 1093.204834 Iteration 12Q: 3 clusters Score -8300860 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 164846 members Entering Unmasked Estep Score: -8300871.500000 Penalty: 1093.204834 Iteration 13Q: 3 clusters Score -8300872 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 164849 members Entering Unmasked Estep Score: -8300884.500000 Penalty: 1093.204834 Iteration 14Q: 3 clusters Score -8300884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 164850 members Entering Unmasked Estep Score: -8300889.000000 Penalty: 1093.204834 Iteration 15Q: 3 clusters Score -8300889 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 164851 members Entering Unmasked Estep Score: -8300890.000000 Penalty: 1093.204834 Iteration 16Q: 3 clusters Score -8300890 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 164851 members Entering Unmasked Estep Score: -8300890.000000 Penalty: 1093.204834 Iteration 17F: 3 clusters Score -8300890 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Entering Unmasked Estep Score: -39279.363281 Penalty: 304.092926 Iteration 0F: 2 clusters Score -39279.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -38586.394531 Penalty: 608.185852 Iteration 0F: 3 clusters Score -38586.39 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -38776.003906 Penalty: 608.185852 Iteration 1F: 3 clusters Score -38776 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -38814.386719 Penalty: 608.185852 Iteration 2F: 3 clusters Score -38814.39 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -38846.441406 Penalty: 608.185852 Iteration 3F: 3 clusters Score -38846.44 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -38875.058594 Penalty: 608.185852 Iteration 4Q: 3 clusters Score -38875.06 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -38906.652344 Penalty: 608.185852 Iteration 5Q: 3 clusters Score -38906.65 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -38921.695312 Penalty: 608.185852 Iteration 6Q: 3 clusters Score -38921.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -38937.164062 Penalty: 608.185852 Iteration 7Q: 3 clusters Score -38937.16 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -38953.085938 Penalty: 608.185852 Iteration 8Q: 3 clusters Score -38953.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -38962.164062 Penalty: 608.185852 Iteration 9Q: 3 clusters Score -38962.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -38969.355469 Penalty: 608.185852 Iteration 10Q: 3 clusters Score -38969.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -38974.812500 Penalty: 608.185852 Iteration 11Q: 3 clusters Score -38974.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -38978.347656 Penalty: 608.185852 Iteration 12Q: 3 clusters Score -38978.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -38983.375000 Penalty: 608.185852 Iteration 13Q: 3 clusters Score -38983.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -38988.074219 Penalty: 608.185852 Iteration 14Q: 3 clusters Score -38988.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -38989.792969 Penalty: 608.185852 Iteration 15Q: 3 clusters Score -38989.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -38991.648438 Penalty: 608.185852 Iteration 16Q: 3 clusters Score -38991.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -38992.109375 Penalty: 608.185852 Iteration 17Q: 3 clusters Score -38992.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -38992.179688 Penalty: 608.185852 Iteration 18Q: 3 clusters Score -38992.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -38992.179688 Penalty: 608.185852 Iteration 19F: 3 clusters Score -38992.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (39094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39094 members Entering Unmasked Estep Score: -1840578.000000 Penalty: 481.104462 Iteration 0F: 2 clusters Score -1840578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19617 members Mstep: Class 2 contains 19477 members Entering Unmasked Estep Score: -1814398.625000 Penalty: 962.208923 Iteration 0F: 3 clusters Score -1814399 nChanged 18882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20239 members Mstep: Class 2 contains 18855 members Entering Unmasked Estep Score: -1826149.875000 Penalty: 962.208923 Iteration 1F: 3 clusters Score -1826150 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20379 members Mstep: Class 2 contains 18715 members Entering Unmasked Estep Score: -1827166.750000 Penalty: 962.208923 Iteration 2F: 3 clusters Score -1827167 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20441 members Mstep: Class 2 contains 18653 members Entering Unmasked Estep Score: -1828311.875000 Penalty: 962.208923 Iteration 3F: 3 clusters Score -1828312 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20512 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -1829397.750000 Penalty: 962.208923 Iteration 4F: 3 clusters Score -1829398 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20529 members Mstep: Class 2 contains 18565 members Entering Unmasked Estep Score: -1830321.625000 Penalty: 962.208923 Iteration 5F: 3 clusters Score -1830322 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20503 members Mstep: Class 2 contains 18591 members Entering Unmasked Estep Score: -1831182.750000 Penalty: 962.208923 Iteration 6Q: 3 clusters Score -1831183 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20372 members Mstep: Class 2 contains 18722 members Entering Unmasked Estep Score: -1832062.875000 Penalty: 962.208923 Iteration 7Q: 3 clusters Score -1832063 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 19039 members Entering Unmasked Estep Score: -1833035.000000 Penalty: 962.208923 Iteration 8Q: 3 clusters Score -1833035 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19669 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -1833741.250000 Penalty: 962.208923 Iteration 9Q: 3 clusters Score -1833741 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19322 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -1834176.000000 Penalty: 962.208923 Iteration 10Q: 3 clusters Score -1834176 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19023 members Mstep: Class 2 contains 20071 members Entering Unmasked Estep Score: -1834446.750000 Penalty: 962.208923 Iteration 11Q: 3 clusters Score -1834447 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18770 members Mstep: Class 2 contains 20324 members Entering Unmasked Estep Score: -1834622.000000 Penalty: 962.208923 Iteration 12Q: 3 clusters Score -1834622 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18559 members Mstep: Class 2 contains 20535 members Entering Unmasked Estep Score: -1834761.875000 Penalty: 962.208923 Iteration 13Q: 3 clusters Score -1834762 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 20680 members Entering Unmasked Estep Score: -1834858.750000 Penalty: 962.208923 Iteration 14Q: 3 clusters Score -1834859 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18309 members Mstep: Class 2 contains 20785 members Entering Unmasked Estep Score: -1834935.000000 Penalty: 962.208923 Iteration 15Q: 3 clusters Score -1834935 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18229 members Mstep: Class 2 contains 20865 members Entering Unmasked Estep Score: -1834996.125000 Penalty: 962.208923 Iteration 16Q: 3 clusters Score -1834996 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18184 members Mstep: Class 2 contains 20910 members Entering Unmasked Estep Score: -1835049.875000 Penalty: 962.208923 Iteration 17Q: 3 clusters Score -1835050 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18171 members Mstep: Class 2 contains 20923 members Entering Unmasked Estep Score: -1835118.000000 Penalty: 962.208923 Iteration 18Q: 3 clusters Score -1835118 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18158 members Mstep: Class 2 contains 20936 members Entering Unmasked Estep Score: -1835166.500000 Penalty: 962.208923 Iteration 19Q: 3 clusters Score -1835166 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18167 members Mstep: Class 2 contains 20927 members Entering Unmasked Estep Score: -1835187.750000 Penalty: 962.208923 Iteration 20F: 3 clusters Score -1835188 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18196 members Mstep: Class 2 contains 20898 members Entering Unmasked Estep Score: -1835221.625000 Penalty: 962.208923 Iteration 21Q: 3 clusters Score -1835222 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18222 members Mstep: Class 2 contains 20872 members Entering Unmasked Estep Score: -1835248.750000 Penalty: 962.208923 Iteration 22Q: 3 clusters Score -1835249 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18271 members Mstep: Class 2 contains 20823 members Entering Unmasked Estep Score: -1835263.375000 Penalty: 962.208923 Iteration 23Q: 3 clusters Score -1835263 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18339 members Mstep: Class 2 contains 20755 members Entering Unmasked Estep Score: -1835282.000000 Penalty: 962.208923 Iteration 24Q: 3 clusters Score -1835282 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18442 members Mstep: Class 2 contains 20652 members Entering Unmasked Estep Score: -1835302.125000 Penalty: 962.208923 Iteration 25Q: 3 clusters Score -1835302 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18554 members Mstep: Class 2 contains 20540 members Entering Unmasked Estep Score: -1835310.500000 Penalty: 962.208923 Iteration 26Q: 3 clusters Score -1835310 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18696 members Mstep: Class 2 contains 20398 members Entering Unmasked Estep Score: -1835332.375000 Penalty: 962.208923 Iteration 27Q: 3 clusters Score -1835332 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18847 members Mstep: Class 2 contains 20247 members Entering Unmasked Estep Score: -1835354.250000 Penalty: 962.208923 Iteration 28Q: 3 clusters Score -1835354 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19017 members Mstep: Class 2 contains 20077 members Entering Unmasked Estep Score: -1835375.875000 Penalty: 962.208923 Iteration 29Q: 3 clusters Score -1835376 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19197 members Mstep: Class 2 contains 19897 members Entering Unmasked Estep Score: -1835387.250000 Penalty: 962.208923 Iteration 30Q: 3 clusters Score -1835387 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19388 members Mstep: Class 2 contains 19706 members Entering Unmasked Estep Score: -1835411.625000 Penalty: 962.208923 Iteration 31Q: 3 clusters Score -1835412 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19596 members Mstep: Class 2 contains 19498 members Entering Unmasked Estep Score: -1835428.625000 Penalty: 962.208923 Iteration 32Q: 3 clusters Score -1835429 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19819 members Mstep: Class 2 contains 19275 members Entering Unmasked Estep Score: -1835456.500000 Penalty: 962.208923 Iteration 33Q: 3 clusters Score -1835456 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 19023 members Entering Unmasked Estep Score: -1835494.625000 Penalty: 962.208923 Iteration 34Q: 3 clusters Score -1835495 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20351 members Mstep: Class 2 contains 18743 members Entering Unmasked Estep Score: -1835526.750000 Penalty: 962.208923 Iteration 35Q: 3 clusters Score -1835527 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20632 members Mstep: Class 2 contains 18462 members Entering Unmasked Estep Score: -1835568.250000 Penalty: 962.208923 Iteration 36Q: 3 clusters Score -1835568 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20930 members Mstep: Class 2 contains 18164 members Entering Unmasked Estep Score: -1835613.125000 Penalty: 962.208923 Iteration 37Q: 3 clusters Score -1835613 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21287 members Mstep: Class 2 contains 17807 members Entering Unmasked Estep Score: -1835699.625000 Penalty: 962.208923 Iteration 38Q: 3 clusters Score -1835700 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21704 members Mstep: Class 2 contains 17390 members Entering Unmasked Estep Score: -1835782.500000 Penalty: 962.208923 Iteration 39Q: 3 clusters Score -1835782 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22105 members Mstep: Class 2 contains 16989 members Entering Unmasked Estep Score: -1835852.250000 Penalty: 962.208923 Iteration 40F: 3 clusters Score -1835852 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22521 members Mstep: Class 2 contains 16573 members Entering Unmasked Estep Score: -1835939.750000 Penalty: 962.208923 Iteration 41Q: 3 clusters Score -1835940 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22950 members Mstep: Class 2 contains 16144 members Entering Unmasked Estep Score: -1836030.500000 Penalty: 962.208923 Iteration 42Q: 3 clusters Score -1836030 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23383 members Mstep: Class 2 contains 15711 members Entering Unmasked Estep Score: -1836118.125000 Penalty: 962.208923 Iteration 43Q: 3 clusters Score -1836118 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23817 members Mstep: Class 2 contains 15277 members Entering Unmasked Estep Score: -1836210.625000 Penalty: 962.208923 Iteration 44Q: 3 clusters Score -1836211 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24262 members Mstep: Class 2 contains 14832 members Entering Unmasked Estep Score: -1836309.375000 Penalty: 962.208923 Iteration 45Q: 3 clusters Score -1836309 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24732 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -1836422.250000 Penalty: 962.208923 Iteration 46Q: 3 clusters Score -1836422 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25238 members Mstep: Class 2 contains 13856 members Entering Unmasked Estep Score: -1836549.750000 Penalty: 962.208923 Iteration 47Q: 3 clusters Score -1836550 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25762 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -1836666.625000 Penalty: 962.208923 Iteration 48Q: 3 clusters Score -1836667 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26274 members Mstep: Class 2 contains 12820 members Entering Unmasked Estep Score: -1836798.500000 Penalty: 962.208923 Iteration 49Q: 3 clusters Score -1836798 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26819 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -1836941.750000 Penalty: 962.208923 Iteration 50Q: 3 clusters Score -1836942 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27361 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -1837101.750000 Penalty: 962.208923 Iteration 51Q: 3 clusters Score -1837102 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27885 members Mstep: Class 2 contains 11209 members Entering Unmasked Estep Score: -1837255.000000 Penalty: 962.208923 Iteration 52Q: 3 clusters Score -1837255 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28432 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1837431.000000 Penalty: 962.208923 Iteration 53Q: 3 clusters Score -1837431 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28940 members Mstep: Class 2 contains 10154 members Entering Unmasked Estep Score: -1837567.750000 Penalty: 962.208923 Iteration 54Q: 3 clusters Score -1837568 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29412 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -1837705.000000 Penalty: 962.208923 Iteration 55Q: 3 clusters Score -1837705 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29870 members Mstep: Class 2 contains 9224 members Entering Unmasked Estep Score: -1837827.875000 Penalty: 962.208923 Iteration 56Q: 3 clusters Score -1837828 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30298 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -1837966.125000 Penalty: 962.208923 Iteration 57Q: 3 clusters Score -1837966 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30718 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -1838068.875000 Penalty: 962.208923 Iteration 58Q: 3 clusters Score -1838069 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31082 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -1838168.875000 Penalty: 962.208923 Iteration 59Q: 3 clusters Score -1838169 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31405 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -1838277.500000 Penalty: 962.208923 Iteration 60F: 3 clusters Score -1838278 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31751 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1838418.500000 Penalty: 962.208923 Iteration 61Q: 3 clusters Score -1838418 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32094 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -1838580.625000 Penalty: 962.208923 Iteration 62Q: 3 clusters Score -1838581 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32454 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1838743.875000 Penalty: 962.208923 Iteration 63Q: 3 clusters Score -1838744 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32827 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -1838948.750000 Penalty: 962.208923 Iteration 64Q: 3 clusters Score -1838949 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33178 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -1839160.750000 Penalty: 962.208923 Iteration 65Q: 3 clusters Score -1839161 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33542 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1839364.500000 Penalty: 962.208923 Iteration 66Q: 3 clusters Score -1839364 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33886 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -1839551.375000 Penalty: 962.208923 Iteration 67Q: 3 clusters Score -1839551 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34223 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -1839701.875000 Penalty: 962.208923 Iteration 68Q: 3 clusters Score -1839702 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34539 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1839828.000000 Penalty: 962.208923 Iteration 69Q: 3 clusters Score -1839828 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34819 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -1839940.625000 Penalty: 962.208923 Iteration 70Q: 3 clusters Score -1839941 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35099 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1840043.375000 Penalty: 962.208923 Iteration 71Q: 3 clusters Score -1840043 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35342 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1840099.875000 Penalty: 962.208923 Iteration 72Q: 3 clusters Score -1840100 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35555 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1840170.000000 Penalty: 962.208923 Iteration 73Q: 3 clusters Score -1840170 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35720 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1840204.125000 Penalty: 962.208923 Iteration 74Q: 3 clusters Score -1840204 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35860 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1840238.625000 Penalty: 962.208923 Iteration 75Q: 3 clusters Score -1840239 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35981 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -1840253.875000 Penalty: 962.208923 Iteration 76Q: 3 clusters Score -1840254 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36101 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1840280.750000 Penalty: 962.208923 Iteration 77Q: 3 clusters Score -1840281 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36197 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -1840294.000000 Penalty: 962.208923 Iteration 78Q: 3 clusters Score -1840294 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36289 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1840307.000000 Penalty: 962.208923 Iteration 79Q: 3 clusters Score -1840307 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36372 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1840325.000000 Penalty: 962.208923 Iteration 80F: 3 clusters Score -1840325 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36441 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -1840337.500000 Penalty: 962.208923 Iteration 81Q: 3 clusters Score -1840338 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36506 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1840351.000000 Penalty: 962.208923 Iteration 82Q: 3 clusters Score -1840351 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36568 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -1840360.250000 Penalty: 962.208923 Iteration 83Q: 3 clusters Score -1840360 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36624 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1840365.125000 Penalty: 962.208923 Iteration 84Q: 3 clusters Score -1840365 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36671 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1840374.125000 Penalty: 962.208923 Iteration 85Q: 3 clusters Score -1840374 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36706 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -1840372.125000 Penalty: 962.208923 Iteration 86Q: 3 clusters Score -1840372 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36740 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1840378.750000 Penalty: 962.208923 Iteration 87Q: 3 clusters Score -1840379 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36768 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -1840380.750000 Penalty: 962.208923 Iteration 88Q: 3 clusters Score -1840381 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36793 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -1840384.125000 Penalty: 962.208923 Iteration 89Q: 3 clusters Score -1840384 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36812 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1840387.375000 Penalty: 962.208923 Iteration 90Q: 3 clusters Score -1840387 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36838 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1840390.000000 Penalty: 962.208923 Iteration 91Q: 3 clusters Score -1840390 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36863 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1840390.375000 Penalty: 962.208923 Iteration 92Q: 3 clusters Score -1840390 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36885 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -1840391.125000 Penalty: 962.208923 Iteration 93Q: 3 clusters Score -1840391 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36901 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1840390.000000 Penalty: 962.208923 Iteration 94Q: 3 clusters Score -1840390 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36919 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1840397.625000 Penalty: 962.208923 Iteration 95Q: 3 clusters Score -1840398 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36939 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -1840402.250000 Penalty: 962.208923 Iteration 96Q: 3 clusters Score -1840402 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36954 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1840406.750000 Penalty: 962.208923 Iteration 97Q: 3 clusters Score -1840407 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36972 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1840406.750000 Penalty: 962.208923 Iteration 98Q: 3 clusters Score -1840407 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36993 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1840409.375000 Penalty: 962.208923 Iteration 99Q: 3 clusters Score -1840409 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37017 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -1840413.625000 Penalty: 962.208923 Iteration 100F: 3 clusters Score -1840414 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37038 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1840415.125000 Penalty: 962.208923 Iteration 101Q: 3 clusters Score -1840415 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37065 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -1840419.375000 Penalty: 962.208923 Iteration 102Q: 3 clusters Score -1840419 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37092 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -1840423.625000 Penalty: 962.208923 Iteration 103Q: 3 clusters Score -1840424 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37119 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -1840431.000000 Penalty: 962.208923 Iteration 104Q: 3 clusters Score -1840431 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37157 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -1840436.625000 Penalty: 962.208923 Iteration 105Q: 3 clusters Score -1840437 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37189 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1840445.250000 Penalty: 962.208923 Iteration 106Q: 3 clusters Score -1840445 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37218 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -1840450.875000 Penalty: 962.208923 Iteration 107Q: 3 clusters Score -1840451 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37241 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1840453.250000 Penalty: 962.208923 Iteration 108Q: 3 clusters Score -1840453 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37253 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1840454.625000 Penalty: 962.208923 Iteration 109Q: 3 clusters Score -1840455 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37265 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -1840454.375000 Penalty: 962.208923 Iteration 110Q: 3 clusters Score -1840454 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37277 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1840455.625000 Penalty: 962.208923 Iteration 111Q: 3 clusters Score -1840456 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37287 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -1840456.500000 Penalty: 962.208923 Iteration 112Q: 3 clusters Score -1840456 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37296 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1840455.625000 Penalty: 962.208923 Iteration 113Q: 3 clusters Score -1840456 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37301 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -1840455.000000 Penalty: 962.208923 Iteration 114Q: 3 clusters Score -1840455 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37304 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1840455.125000 Penalty: 962.208923 Iteration 115Q: 3 clusters Score -1840455 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37306 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1840456.000000 Penalty: 962.208923 Iteration 116Q: 3 clusters Score -1840456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37307 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1840455.750000 Penalty: 962.208923 Iteration 117Q: 3 clusters Score -1840456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37307 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1840455.750000 Penalty: 962.208923 Iteration 118F: 3 clusters Score -1840456 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -19363.271484 Penalty: 275.583679 Iteration 0F: 2 clusters Score -19363.27 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 209 members Entering Unmasked Estep Score: -18943.042969 Penalty: 551.167358 Iteration 0F: 3 clusters Score -18943.04 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -19176.951172 Penalty: 551.167358 Iteration 1F: 3 clusters Score -19176.95 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -19246.220703 Penalty: 551.167358 Iteration 2F: 3 clusters Score -19246.22 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -19291.693359 Penalty: 551.167358 Iteration 3F: 3 clusters Score -19291.69 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -19324.765625 Penalty: 551.167358 Iteration 4F: 3 clusters Score -19324.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -19342.601562 Penalty: 551.167358 Iteration 5Q: 3 clusters Score -19342.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -19348.611328 Penalty: 551.167358 Iteration 6Q: 3 clusters Score -19348.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -19355.574219 Penalty: 551.167358 Iteration 7Q: 3 clusters Score -19355.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -19358.291016 Penalty: 551.167358 Iteration 8Q: 3 clusters Score -19358.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -19360.162109 Penalty: 551.167358 Iteration 9Q: 3 clusters Score -19360.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -19360.714844 Penalty: 551.167358 Iteration 10Q: 3 clusters Score -19360.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -19363.035156 Penalty: 551.167358 Iteration 11Q: 3 clusters Score -19363.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -19365.371094 Penalty: 551.167358 Iteration 12Q: 3 clusters Score -19365.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -19367.296875 Penalty: 551.167358 Iteration 13Q: 3 clusters Score -19367.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -19368.814453 Penalty: 551.167358 Iteration 14Q: 3 clusters Score -19368.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -19370.529297 Penalty: 551.167358 Iteration 15Q: 3 clusters Score -19370.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -19371.144531 Penalty: 551.167358 Iteration 16Q: 3 clusters Score -19371.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -19371.144531 Penalty: 551.167358 Iteration 17F: 3 clusters Score -19371.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 28595 members Mstep: Class 4 contains 230859 members Mstep: Class 5 contains 8115 members Mstep: Class 6 contains 1143 members Mstep: Class 7 contains 44 members Mstep: Class 8 contains 2866 members Mstep: Class 9 contains 164924 members Mstep: Class 10 contains 799 members Mstep: Class 11 contains 39094 members Mstep: Class 12 contains 383 members Mstep: Class 13 contains 2070 members Mstep: Class 14 contains 1856 members Mstep: Class 15 contains 4588 members Mstep: Class 17 contains 7798 members Mstep: Class 18 contains 2314 members Mstep: Class 19 contains 2290 members Mstep: Class 22 contains 537 members Entering Unmasked Estep Score: -24212294.000000 Penalty: 11354.086914 Splitting cluster 12 changes total score from -24212588.000000 to -24212294.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (2070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Entering Unmasked Estep Score: -106302.445312 Penalty: 347.406342 Iteration 0F: 2 clusters Score -106302.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -104842.101562 Penalty: 694.812683 Iteration 0F: 3 clusters Score -104842.1 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -105395.484375 Penalty: 694.812683 Iteration 1F: 3 clusters Score -105395.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -105504.500000 Penalty: 694.812683 Iteration 2F: 3 clusters Score -105504.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -105578.093750 Penalty: 694.812683 Iteration 3F: 3 clusters Score -105578.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -105657.054688 Penalty: 694.812683 Iteration 4Q: 3 clusters Score -105657.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -105739.085938 Penalty: 694.812683 Iteration 5Q: 3 clusters Score -105739.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -105817.890625 Penalty: 694.812683 Iteration 6Q: 3 clusters Score -105817.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -105883.523438 Penalty: 694.812683 Iteration 7Q: 3 clusters Score -105883.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -105917.398438 Penalty: 694.812683 Iteration 8Q: 3 clusters Score -105917.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -105941.523438 Penalty: 694.812683 Iteration 9Q: 3 clusters Score -105941.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -105955.960938 Penalty: 694.812683 Iteration 10Q: 3 clusters Score -105956 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -105966.789062 Penalty: 694.812683 Iteration 11Q: 3 clusters Score -105966.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -105976.265625 Penalty: 694.812683 Iteration 12Q: 3 clusters Score -105976.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -105980.460938 Penalty: 694.812683 Iteration 13Q: 3 clusters Score -105980.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -105986.406250 Penalty: 694.812683 Iteration 14Q: 3 clusters Score -105986.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -105989.609375 Penalty: 694.812683 Iteration 15Q: 3 clusters Score -105989.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -105993.921875 Penalty: 694.812683 Iteration 16Q: 3 clusters Score -105993.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -105997.593750 Penalty: 694.812683 Iteration 17Q: 3 clusters Score -105997.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -106000.570312 Penalty: 694.812683 Iteration 18Q: 3 clusters Score -106000.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -106002.265625 Penalty: 694.812683 Iteration 19Q: 3 clusters Score -106002.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -106003.664062 Penalty: 694.812683 Iteration 20F: 3 clusters Score -106003.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -106004.781250 Penalty: 694.812683 Iteration 21Q: 3 clusters Score -106004.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -106005.250000 Penalty: 694.812683 Iteration 22Q: 3 clusters Score -106005.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -106005.929688 Penalty: 694.812683 Iteration 23Q: 3 clusters Score -106005.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -106007.234375 Penalty: 694.812683 Iteration 24Q: 3 clusters Score -106007.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -106008.585938 Penalty: 694.812683 Iteration 25Q: 3 clusters Score -106008.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -106010.656250 Penalty: 694.812683 Iteration 26Q: 3 clusters Score -106010.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -106011.835938 Penalty: 694.812683 Iteration 27Q: 3 clusters Score -106011.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -106013.234375 Penalty: 694.812683 Iteration 28Q: 3 clusters Score -106013.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -106014.132812 Penalty: 694.812683 Iteration 29Q: 3 clusters Score -106014.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -106014.953125 Penalty: 694.812683 Iteration 30Q: 3 clusters Score -106015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -106015.710938 Penalty: 694.812683 Iteration 31Q: 3 clusters Score -106015.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -106016.171875 Penalty: 694.812683 Iteration 32Q: 3 clusters Score -106016.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -106016.671875 Penalty: 694.812683 Iteration 33Q: 3 clusters Score -106016.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -106017.414062 Penalty: 694.812683 Iteration 34Q: 3 clusters Score -106017.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -106017.414062 Penalty: 694.812683 Iteration 35F: 3 clusters Score -106017.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Entering Unmasked Estep Score: -70131.117188 Penalty: 342.441132 Iteration 0F: 2 clusters Score -70131.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -68970.476562 Penalty: 684.882263 Iteration 0F: 3 clusters Score -68970.48 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -69965.289062 Penalty: 684.882263 Iteration 1F: 3 clusters Score -69965.29 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -70318.281250 Penalty: 684.882263 Iteration 2F: 3 clusters Score -70318.28 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -70656.593750 Penalty: 684.882263 Iteration 3F: 3 clusters Score -70656.59 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -70923.375000 Penalty: 684.882263 Iteration 4F: 3 clusters Score -70923.38 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -71217.507812 Penalty: 684.882263 Iteration 5F: 3 clusters Score -71217.51 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -71558.937500 Penalty: 684.882263 Iteration 6F: 3 clusters Score -71558.94 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -71921.203125 Penalty: 684.882263 Iteration 7Q: 3 clusters Score -71921.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -72051.656250 Penalty: 684.882263 Iteration 8Q: 3 clusters Score -72051.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -72084.648438 Penalty: 684.882263 Iteration 9Q: 3 clusters Score -72084.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -72100.500000 Penalty: 684.882263 Iteration 10Q: 3 clusters Score -72100.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -72126.015625 Penalty: 684.882263 Iteration 11Q: 3 clusters Score -72126.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -72179.601562 Penalty: 684.882263 Iteration 12Q: 3 clusters Score -72179.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -72261.789062 Penalty: 684.882263 Iteration 13Q: 3 clusters Score -72261.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -72442.164062 Penalty: 684.882263 Iteration 14Q: 3 clusters Score -72442.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -72588.460938 Penalty: 684.882263 Iteration 15Q: 3 clusters Score -72588.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -72592.632812 Penalty: 684.882263 Iteration 16Q: 3 clusters Score -72592.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -72594.867188 Penalty: 684.882263 Iteration 17Q: 3 clusters Score -72594.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -72595.367188 Penalty: 684.882263 Iteration 18Q: 3 clusters Score -72595.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -72595.601562 Penalty: 684.882263 Iteration 19Q: 3 clusters Score -72595.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -72623.453125 Penalty: 684.882263 Iteration 20F: 3 clusters Score -72623.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -72684.625000 Penalty: 684.882263 Iteration 21Q: 3 clusters Score -72684.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -72691.515625 Penalty: 684.882263 Iteration 22Q: 3 clusters Score -72691.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -72692.398438 Penalty: 684.882263 Iteration 23Q: 3 clusters Score -72692.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -72692.398438 Penalty: 684.882263 Iteration 24F: 3 clusters Score -72692.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 28595 members Mstep: Class 4 contains 230859 members Mstep: Class 5 contains 8115 members Mstep: Class 6 contains 1143 members Mstep: Class 7 contains 844 members Mstep: Class 8 contains 2866 members Mstep: Class 9 contains 164924 members Mstep: Class 10 contains 799 members Mstep: Class 11 contains 39094 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2070 members Mstep: Class 14 contains 1012 members Mstep: Class 15 contains 4588 members Mstep: Class 17 contains 7798 members Mstep: Class 18 contains 2314 members Mstep: Class 19 contains 2290 members Mstep: Class 22 contains 537 members Entering Unmasked Estep Score: -24214914.000000 Penalty: 11354.086914 Splitting cluster 14 changes total score from -24212588.000000 to -24214914.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 15 (4588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Entering Unmasked Estep Score: -220998.796875 Penalty: 383.619568 Iteration 0F: 2 clusters Score -220998.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -217855.390625 Penalty: 767.239136 Iteration 0F: 3 clusters Score -217855.4 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -219088.562500 Penalty: 767.239136 Iteration 1F: 3 clusters Score -219088.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -219261.718750 Penalty: 767.239136 Iteration 2F: 3 clusters Score -219261.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -219454.265625 Penalty: 767.239136 Iteration 3F: 3 clusters Score -219454.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -219661.765625 Penalty: 767.239136 Iteration 4F: 3 clusters Score -219661.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -219884.734375 Penalty: 767.239136 Iteration 5F: 3 clusters Score -219884.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -220069.546875 Penalty: 767.239136 Iteration 6Q: 3 clusters Score -220069.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -220233.812500 Penalty: 767.239136 Iteration 7Q: 3 clusters Score -220233.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -220380.546875 Penalty: 767.239136 Iteration 8Q: 3 clusters Score -220380.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -220475.500000 Penalty: 767.239136 Iteration 9Q: 3 clusters Score -220475.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -220540.296875 Penalty: 767.239136 Iteration 10Q: 3 clusters Score -220540.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -220592.406250 Penalty: 767.239136 Iteration 11Q: 3 clusters Score -220592.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -220620.562500 Penalty: 767.239136 Iteration 12Q: 3 clusters Score -220620.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -220649.218750 Penalty: 767.239136 Iteration 13Q: 3 clusters Score -220649.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -220664.515625 Penalty: 767.239136 Iteration 14Q: 3 clusters Score -220664.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -220668.375000 Penalty: 767.239136 Iteration 15Q: 3 clusters Score -220668.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -220670.328125 Penalty: 767.239136 Iteration 16Q: 3 clusters Score -220670.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -220671.171875 Penalty: 767.239136 Iteration 17Q: 3 clusters Score -220671.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -220671.171875 Penalty: 767.239136 Iteration 18F: 3 clusters Score -220671.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Entering Unmasked Estep Score: -387379.062500 Penalty: 407.753815 Iteration 0F: 2 clusters Score -387379.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -382108.500000 Penalty: 815.507629 Iteration 0F: 3 clusters Score -382108.5 nChanged 3612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -384399.875000 Penalty: 815.507629 Iteration 1F: 3 clusters Score -384399.9 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -384697.875000 Penalty: 815.507629 Iteration 2F: 3 clusters Score -384697.9 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -385109.531250 Penalty: 815.507629 Iteration 3F: 3 clusters Score -385109.5 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -385571.687500 Penalty: 815.507629 Iteration 4F: 3 clusters Score -385571.7 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -385916.406250 Penalty: 815.507629 Iteration 5F: 3 clusters Score -385916.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -386088.187500 Penalty: 815.507629 Iteration 6Q: 3 clusters Score -386088.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -386182.718750 Penalty: 815.507629 Iteration 7Q: 3 clusters Score -386182.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -386260.343750 Penalty: 815.507629 Iteration 8Q: 3 clusters Score -386260.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -386368.906250 Penalty: 815.507629 Iteration 9Q: 3 clusters Score -386368.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -386549.750000 Penalty: 815.507629 Iteration 10Q: 3 clusters Score -386549.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -386857.312500 Penalty: 815.507629 Iteration 11Q: 3 clusters Score -386857.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -386947.750000 Penalty: 815.507629 Iteration 12Q: 3 clusters Score -386947.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -386999.687500 Penalty: 815.507629 Iteration 13Q: 3 clusters Score -386999.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -387033.406250 Penalty: 815.507629 Iteration 14Q: 3 clusters Score -387033.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -387055.937500 Penalty: 815.507629 Iteration 15Q: 3 clusters Score -387055.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -387081.687500 Penalty: 815.507629 Iteration 16Q: 3 clusters Score -387081.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -387100.000000 Penalty: 815.507629 Iteration 17Q: 3 clusters Score -387100 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -387117.562500 Penalty: 815.507629 Iteration 18Q: 3 clusters Score -387117.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -387127.875000 Penalty: 815.507629 Iteration 19Q: 3 clusters Score -387127.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -387136.968750 Penalty: 815.507629 Iteration 20F: 3 clusters Score -387137 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -387147.437500 Penalty: 815.507629 Iteration 21Q: 3 clusters Score -387147.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -387150.656250 Penalty: 815.507629 Iteration 22Q: 3 clusters Score -387150.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -387153.937500 Penalty: 815.507629 Iteration 23Q: 3 clusters Score -387153.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -387156.031250 Penalty: 815.507629 Iteration 24Q: 3 clusters Score -387156 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -387157.687500 Penalty: 815.507629 Iteration 25Q: 3 clusters Score -387157.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -387160.562500 Penalty: 815.507629 Iteration 26Q: 3 clusters Score -387160.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -387161.093750 Penalty: 815.507629 Iteration 27Q: 3 clusters Score -387161.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -387162.625000 Penalty: 815.507629 Iteration 28Q: 3 clusters Score -387162.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -387163.437500 Penalty: 815.507629 Iteration 29Q: 3 clusters Score -387163.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -387164.968750 Penalty: 815.507629 Iteration 30Q: 3 clusters Score -387165 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -387165.781250 Penalty: 815.507629 Iteration 31Q: 3 clusters Score -387165.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -387165.437500 Penalty: 815.507629 Iteration 32Q: 3 clusters Score -387165.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -387164.937500 Penalty: 815.507629 Iteration 33Q: 3 clusters Score -387164.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -387164.968750 Penalty: 815.507629 Iteration 34Q: 3 clusters Score -387165 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -387165.312500 Penalty: 815.507629 Iteration 35Q: 3 clusters Score -387165.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -387165.406250 Penalty: 815.507629 Iteration 36Q: 3 clusters Score -387165.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -387165.406250 Penalty: 815.507629 Iteration 37Q: 3 clusters Score -387165.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -387165.187500 Penalty: 815.507629 Iteration 38Q: 3 clusters Score -387165.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -387165.187500 Penalty: 815.507629 Iteration 39F: 3 clusters Score -387165.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Entering Unmasked Estep Score: -100112.632812 Penalty: 352.476349 Iteration 0F: 2 clusters Score -100112.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -98486.570312 Penalty: 704.952698 Iteration 0F: 3 clusters Score -98486.57 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -99126.304688 Penalty: 704.952698 Iteration 1F: 3 clusters Score -99126.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -99261.851562 Penalty: 704.952698 Iteration 2F: 3 clusters Score -99261.85 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -99362.390625 Penalty: 704.952698 Iteration 3F: 3 clusters Score -99362.39 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -99459.578125 Penalty: 704.952698 Iteration 4F: 3 clusters Score -99459.58 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -99521.710938 Penalty: 704.952698 Iteration 5Q: 3 clusters Score -99521.71 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -99584.320312 Penalty: 704.952698 Iteration 6Q: 3 clusters Score -99584.32 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -99633.976562 Penalty: 704.952698 Iteration 7Q: 3 clusters Score -99633.98 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -99692.992188 Penalty: 704.952698 Iteration 8Q: 3 clusters Score -99692.99 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -99744.523438 Penalty: 704.952698 Iteration 9Q: 3 clusters Score -99744.52 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -99789.875000 Penalty: 704.952698 Iteration 10Q: 3 clusters Score -99789.88 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -99816.117188 Penalty: 704.952698 Iteration 11Q: 3 clusters Score -99816.12 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -99838.578125 Penalty: 704.952698 Iteration 12Q: 3 clusters Score -99838.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -99855.250000 Penalty: 704.952698 Iteration 13Q: 3 clusters Score -99855.25 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -99875.796875 Penalty: 704.952698 Iteration 14Q: 3 clusters Score -99875.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -99887.562500 Penalty: 704.952698 Iteration 15Q: 3 clusters Score -99887.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -99892.679688 Penalty: 704.952698 Iteration 16Q: 3 clusters Score -99892.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -99896.273438 Penalty: 704.952698 Iteration 17Q: 3 clusters Score -99896.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -99899.695312 Penalty: 704.952698 Iteration 18Q: 3 clusters Score -99899.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -99900.359375 Penalty: 704.952698 Iteration 19Q: 3 clusters Score -99900.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -99900.992188 Penalty: 704.952698 Iteration 20F: 3 clusters Score -99900.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -99901.625000 Penalty: 704.952698 Iteration 21Q: 3 clusters Score -99901.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -99902.375000 Penalty: 704.952698 Iteration 22Q: 3 clusters Score -99902.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -99904.046875 Penalty: 704.952698 Iteration 23Q: 3 clusters Score -99904.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -99904.046875 Penalty: 704.952698 Iteration 24F: 3 clusters Score -99904.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Entering Unmasked Estep Score: -101826.062500 Penalty: 352.001984 Iteration 0F: 2 clusters Score -101826.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -100225.882812 Penalty: 704.003967 Iteration 0F: 3 clusters Score -100225.9 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -100865.578125 Penalty: 704.003967 Iteration 1F: 3 clusters Score -100865.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -101058.242188 Penalty: 704.003967 Iteration 2F: 3 clusters Score -101058.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -101224.976562 Penalty: 704.003967 Iteration 3F: 3 clusters Score -101225 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -101354.007812 Penalty: 704.003967 Iteration 4F: 3 clusters Score -101354 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -101441.695312 Penalty: 704.003967 Iteration 5F: 3 clusters Score -101441.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -101499.679688 Penalty: 704.003967 Iteration 6Q: 3 clusters Score -101499.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -101530.375000 Penalty: 704.003967 Iteration 7Q: 3 clusters Score -101530.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -101549.710938 Penalty: 704.003967 Iteration 8Q: 3 clusters Score -101549.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -101565.000000 Penalty: 704.003967 Iteration 9Q: 3 clusters Score -101565 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -101579.523438 Penalty: 704.003967 Iteration 10Q: 3 clusters Score -101579.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -101598.710938 Penalty: 704.003967 Iteration 11Q: 3 clusters Score -101598.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -101619.054688 Penalty: 704.003967 Iteration 12Q: 3 clusters Score -101619.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -101631.906250 Penalty: 704.003967 Iteration 13Q: 3 clusters Score -101631.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -101640.945312 Penalty: 704.003967 Iteration 14Q: 3 clusters Score -101640.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -101647.164062 Penalty: 704.003967 Iteration 15Q: 3 clusters Score -101647.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -101651.671875 Penalty: 704.003967 Iteration 16Q: 3 clusters Score -101651.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -101654.335938 Penalty: 704.003967 Iteration 17Q: 3 clusters Score -101654.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -101658.867188 Penalty: 704.003967 Iteration 18Q: 3 clusters Score -101658.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -101666.296875 Penalty: 704.003967 Iteration 19Q: 3 clusters Score -101666.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -101672.406250 Penalty: 704.003967 Iteration 20F: 3 clusters Score -101672.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -101683.296875 Penalty: 704.003967 Iteration 21Q: 3 clusters Score -101683.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -101699.593750 Penalty: 704.003967 Iteration 22Q: 3 clusters Score -101699.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -101715.632812 Penalty: 704.003967 Iteration 23Q: 3 clusters Score -101715.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -101723.906250 Penalty: 704.003967 Iteration 24Q: 3 clusters Score -101723.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -101727.296875 Penalty: 704.003967 Iteration 25Q: 3 clusters Score -101727.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -101728.109375 Penalty: 704.003967 Iteration 26Q: 3 clusters Score -101728.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -101728.867188 Penalty: 704.003967 Iteration 27Q: 3 clusters Score -101728.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -101728.867188 Penalty: 704.003967 Iteration 28F: 3 clusters Score -101728.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -29818.355469 Penalty: 286.012909 Iteration 0F: 2 clusters Score -29818.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -29283.556641 Penalty: 572.025818 Iteration 0F: 3 clusters Score -29283.56 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -29392.722656 Penalty: 572.025818 Iteration 1F: 3 clusters Score -29392.72 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -29417.017578 Penalty: 572.025818 Iteration 2F: 3 clusters Score -29417.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -29434.324219 Penalty: 572.025818 Iteration 3Q: 3 clusters Score -29434.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -29443.878906 Penalty: 572.025818 Iteration 4Q: 3 clusters Score -29443.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -29448.035156 Penalty: 572.025818 Iteration 5Q: 3 clusters Score -29448.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -29451.794922 Penalty: 572.025818 Iteration 6Q: 3 clusters Score -29451.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -29454.367188 Penalty: 572.025818 Iteration 7Q: 3 clusters Score -29454.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29456.119141 Penalty: 572.025818 Iteration 8Q: 3 clusters Score -29456.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29457.177734 Penalty: 572.025818 Iteration 9Q: 3 clusters Score -29457.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29458.636719 Penalty: 572.025818 Iteration 10Q: 3 clusters Score -29458.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29459.960938 Penalty: 572.025818 Iteration 11Q: 3 clusters Score -29459.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -29460.292969 Penalty: 572.025818 Iteration 12Q: 3 clusters Score -29460.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -29461.023438 Penalty: 572.025818 Iteration 13Q: 3 clusters Score -29461.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29462.175781 Penalty: 572.025818 Iteration 14Q: 3 clusters Score -29462.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29464.046875 Penalty: 572.025818 Iteration 15Q: 3 clusters Score -29464.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29467.900391 Penalty: 572.025818 Iteration 16Q: 3 clusters Score -29467.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -29474.953125 Penalty: 572.025818 Iteration 17Q: 3 clusters Score -29474.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -29479.072266 Penalty: 572.025818 Iteration 18Q: 3 clusters Score -29479.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -29480.671875 Penalty: 572.025818 Iteration 19Q: 3 clusters Score -29480.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -29481.105469 Penalty: 572.025818 Iteration 20F: 3 clusters Score -29481.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -29483.716797 Penalty: 572.025818 Iteration 21Q: 3 clusters Score -29483.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -29485.792969 Penalty: 572.025818 Iteration 22Q: 3 clusters Score -29485.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -29486.462891 Penalty: 572.025818 Iteration 23Q: 3 clusters Score -29486.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -29487.210938 Penalty: 572.025818 Iteration 24Q: 3 clusters Score -29487.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -29487.972656 Penalty: 572.025818 Iteration 25Q: 3 clusters Score -29487.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -29488.134766 Penalty: 572.025818 Iteration 26Q: 3 clusters Score -29488.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -29488.257812 Penalty: 572.025818 Iteration 27Q: 3 clusters Score -29488.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -29488.986328 Penalty: 572.025818 Iteration 28Q: 3 clusters Score -29488.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -29488.986328 Penalty: 572.025818 Iteration 29F: 3 clusters Score -29488.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1253 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3979 members Mstep: Class 3 contains 28595 members Mstep: Class 4 contains 230859 members Mstep: Class 5 contains 8115 members Mstep: Class 6 contains 1143 members Mstep: Class 8 contains 2866 members Mstep: Class 9 contains 164924 members Mstep: Class 10 contains 799 members Mstep: Class 11 contains 39094 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2070 members Mstep: Class 14 contains 1012 members Mstep: Class 15 contains 4588 members Mstep: Class 17 contains 7798 members Mstep: Class 18 contains 2314 members Mstep: Class 19 contains 2290 members Mstep: Class 22 contains 537 members Entering Unmasked Estep ConsiderDeletion Score: -24214994.000000 Penalty: 11354.086914 Iteration 39Q: 20 clusters Score -2.421499e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 1252 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 3976 members Mstep: Class 3 contains 28418 members Mstep: Class 4 contains 230858 members Mstep: Class 5 contains 8079 members Mstep: Class 6 contains 1170 members Mstep: Class 7 contains 847 members Mstep: Class 8 contains 2888 members Mstep: Class 9 contains 165053 members Mstep: Class 10 contains 797 members Mstep: Class 11 contains 39077 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2076 members Mstep: Class 14 contains 1014 members Mstep: Class 15 contains 4595 members Mstep: Class 17 contains 7833 members Mstep: Class 18 contains 2321 members Mstep: Class 19 contains 2313 members Mstep: Class 22 contains 510 members Entering Unmasked Estep ConsiderDeletion Score: -24215184.000000 Penalty: 11354.086914 Iteration 40F: 20 clusters Score -2.421518e+07 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 1247 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3975 members Mstep: Class 3 contains 28257 members Mstep: Class 4 contains 230839 members Mstep: Class 5 contains 8052 members Mstep: Class 6 contains 1215 members Mstep: Class 7 contains 852 members Mstep: Class 8 contains 2912 members Mstep: Class 9 contains 165162 members Mstep: Class 10 contains 843 members Mstep: Class 11 contains 39071 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2079 members Mstep: Class 14 contains 1017 members Mstep: Class 15 contains 4602 members Mstep: Class 17 contains 7849 members Mstep: Class 18 contains 2306 members Mstep: Class 19 contains 2322 members Mstep: Class 22 contains 487 members Entering Unmasked Estep ConsiderDeletion Score: -24215310.000000 Penalty: 11354.086914 Iteration 41Q: 20 clusters Score -2.421531e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 3975 members Mstep: Class 3 contains 28103 members Mstep: Class 4 contains 230816 members Mstep: Class 5 contains 8026 members Mstep: Class 6 contains 1252 members Mstep: Class 7 contains 853 members Mstep: Class 8 contains 2945 members Mstep: Class 9 contains 165257 members Mstep: Class 10 contains 895 members Mstep: Class 11 contains 39054 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2084 members Mstep: Class 14 contains 1018 members Mstep: Class 15 contains 4617 members Mstep: Class 17 contains 7868 members Mstep: Class 18 contains 2279 members Mstep: Class 19 contains 2338 members Mstep: Class 22 contains 466 members Entering Unmasked Estep ConsiderDeletion Score: -24215428.000000 Penalty: 11354.086914 Iteration 42Q: 20 clusters Score -2.421543e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 1247 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 3975 members Mstep: Class 3 contains 27959 members Mstep: Class 4 contains 230786 members Mstep: Class 5 contains 7993 members Mstep: Class 6 contains 1285 members Mstep: Class 7 contains 851 members Mstep: Class 8 contains 2985 members Mstep: Class 9 contains 165336 members Mstep: Class 10 contains 955 members Mstep: Class 11 contains 39049 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2078 members Mstep: Class 14 contains 1019 members Mstep: Class 15 contains 4624 members Mstep: Class 17 contains 7894 members Mstep: Class 18 contains 2261 members Mstep: Class 19 contains 2350 members Mstep: Class 22 contains 447 members Entering Unmasked Estep ConsiderDeletion Score: -24215608.000000 Penalty: 11354.086914 Iteration 43Q: 20 clusters Score -2.421561e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 3975 members Mstep: Class 3 contains 27796 members Mstep: Class 4 contains 230768 members Mstep: Class 5 contains 7956 members Mstep: Class 6 contains 1323 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3027 members Mstep: Class 9 contains 165418 members Mstep: Class 10 contains 1018 members Mstep: Class 11 contains 39033 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2076 members Mstep: Class 14 contains 1022 members Mstep: Class 15 contains 4632 members Mstep: Class 17 contains 7922 members Mstep: Class 18 contains 2239 members Mstep: Class 19 contains 2364 members Mstep: Class 22 contains 429 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 590.420532 but Gain 597.583984 Score: -24215704.000000 Penalty: 10756.502930 Iteration 44Q: 19 clusters Score -2.42157e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 3975 members Mstep: Class 3 contains 27674 members Mstep: Class 4 contains 230753 members Mstep: Class 5 contains 7931 members Mstep: Class 6 contains 1352 members Mstep: Class 7 contains 843 members Mstep: Class 8 contains 3072 members Mstep: Class 9 contains 165681 members Mstep: Class 10 contains 1065 members Mstep: Class 11 contains 39026 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2074 members Mstep: Class 14 contains 1028 members Mstep: Class 15 contains 4637 members Mstep: Class 17 contains 8142 members Mstep: Class 18 contains 2219 members Mstep: Class 19 contains 2369 members Entering Unmasked Estep ConsiderDeletion Score: -24216238.000000 Penalty: 10756.502930 Iteration 45Q: 19 clusters Score -2.421624e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3974 members Mstep: Class 3 contains 27527 members Mstep: Class 4 contains 230770 members Mstep: Class 5 contains 7919 members Mstep: Class 6 contains 1386 members Mstep: Class 7 contains 837 members Mstep: Class 8 contains 3105 members Mstep: Class 9 contains 165661 members Mstep: Class 10 contains 1098 members Mstep: Class 11 contains 39011 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2071 members Mstep: Class 14 contains 1035 members Mstep: Class 15 contains 4642 members Mstep: Class 17 contains 8207 members Mstep: Class 18 contains 2209 members Mstep: Class 19 contains 2376 members Entering Unmasked Estep ConsiderDeletion Score: -24216312.000000 Penalty: 10756.502930 Iteration 46Q: 19 clusters Score -2.421631e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3973 members Mstep: Class 3 contains 27379 members Mstep: Class 4 contains 230782 members Mstep: Class 5 contains 7905 members Mstep: Class 6 contains 1423 members Mstep: Class 7 contains 830 members Mstep: Class 8 contains 3135 members Mstep: Class 9 contains 165672 members Mstep: Class 10 contains 1114 members Mstep: Class 11 contains 39000 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2068 members Mstep: Class 14 contains 1043 members Mstep: Class 15 contains 4648 members Mstep: Class 17 contains 8255 members Mstep: Class 18 contains 2202 members Mstep: Class 19 contains 2384 members Entering Unmasked Estep ConsiderDeletion Score: -24216390.000000 Penalty: 10756.502930 Iteration 47Q: 19 clusters Score -2.421639e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3972 members Mstep: Class 3 contains 27247 members Mstep: Class 4 contains 230774 members Mstep: Class 5 contains 7894 members Mstep: Class 6 contains 1447 members Mstep: Class 7 contains 827 members Mstep: Class 8 contains 3173 members Mstep: Class 9 contains 165687 members Mstep: Class 10 contains 1127 members Mstep: Class 11 contains 38985 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2065 members Mstep: Class 14 contains 1048 members Mstep: Class 15 contains 4659 members Mstep: Class 17 contains 8292 members Mstep: Class 18 contains 2204 members Mstep: Class 19 contains 2392 members Entering Unmasked Estep ConsiderDeletion Score: -24216344.000000 Penalty: 10756.502930 Iteration 48Q: 19 clusters Score -2.421634e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3970 members Mstep: Class 3 contains 27146 members Mstep: Class 4 contains 230751 members Mstep: Class 5 contains 7884 members Mstep: Class 6 contains 1470 members Mstep: Class 7 contains 824 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 165686 members Mstep: Class 10 contains 1148 members Mstep: Class 11 contains 38975 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2061 members Mstep: Class 14 contains 1053 members Mstep: Class 15 contains 4667 members Mstep: Class 17 contains 8331 members Mstep: Class 18 contains 2202 members Mstep: Class 19 contains 2401 members Entering Unmasked Estep ConsiderDeletion Score: -24216392.000000 Penalty: 10756.502930 Iteration 49Q: 19 clusters Score -2.421639e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 3969 members Mstep: Class 3 contains 27068 members Mstep: Class 4 contains 230729 members Mstep: Class 5 contains 7873 members Mstep: Class 6 contains 1495 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 3247 members Mstep: Class 9 contains 165671 members Mstep: Class 10 contains 1162 members Mstep: Class 11 contains 38969 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2060 members Mstep: Class 14 contains 1055 members Mstep: Class 15 contains 4678 members Mstep: Class 17 contains 8365 members Mstep: Class 18 contains 2204 members Mstep: Class 19 contains 2406 members Entering Unmasked Estep ConsiderDeletion Score: -24216388.000000 Penalty: 10756.502930 Iteration 50Q: 19 clusters Score -2.421639e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 3969 members Mstep: Class 3 contains 27005 members Mstep: Class 4 contains 230713 members Mstep: Class 5 contains 7866 members Mstep: Class 6 contains 1530 members Mstep: Class 7 contains 819 members Mstep: Class 8 contains 3276 members Mstep: Class 9 contains 165649 members Mstep: Class 10 contains 1171 members Mstep: Class 11 contains 38960 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2058 members Mstep: Class 14 contains 1059 members Mstep: Class 15 contains 4687 members Mstep: Class 17 contains 8385 members Mstep: Class 18 contains 2205 members Mstep: Class 19 contains 2414 members Entering Unmasked Estep ConsiderDeletion Score: -24216416.000000 Penalty: 10756.502930 Iteration 51Q: 19 clusters Score -2.421642e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3969 members Mstep: Class 3 contains 26949 members Mstep: Class 4 contains 230694 members Mstep: Class 5 contains 7857 members Mstep: Class 6 contains 1552 members Mstep: Class 7 contains 815 members Mstep: Class 8 contains 3308 members Mstep: Class 9 contains 165643 members Mstep: Class 10 contains 1171 members Mstep: Class 11 contains 38947 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2056 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4693 members Mstep: Class 17 contains 8405 members Mstep: Class 18 contains 2207 members Mstep: Class 19 contains 2425 members Entering Unmasked Estep ConsiderDeletion Score: -24216372.000000 Penalty: 10756.502930 Iteration 52Q: 19 clusters Score -2.421637e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 3969 members Mstep: Class 3 contains 26908 members Mstep: Class 4 contains 230679 members Mstep: Class 5 contains 7846 members Mstep: Class 6 contains 1577 members Mstep: Class 7 contains 815 members Mstep: Class 8 contains 3346 members Mstep: Class 9 contains 165617 members Mstep: Class 10 contains 1170 members Mstep: Class 11 contains 38931 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4695 members Mstep: Class 17 contains 8430 members Mstep: Class 18 contains 2209 members Mstep: Class 19 contains 2437 members Entering Unmasked Estep ConsiderDeletion Score: -24216364.000000 Penalty: 10756.502930 Iteration 53Q: 19 clusters Score -2.421636e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3968 members Mstep: Class 3 contains 26869 members Mstep: Class 4 contains 230652 members Mstep: Class 5 contains 7833 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 815 members Mstep: Class 8 contains 3387 members Mstep: Class 9 contains 165594 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 38914 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4697 members Mstep: Class 17 contains 8449 members Mstep: Class 18 contains 2211 members Mstep: Class 19 contains 2450 members Entering Unmasked Estep ConsiderDeletion Score: -24216380.000000 Penalty: 10756.502930 Iteration 54Q: 19 clusters Score -2.421638e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3967 members Mstep: Class 3 contains 26831 members Mstep: Class 4 contains 230642 members Mstep: Class 5 contains 7816 members Mstep: Class 6 contains 1636 members Mstep: Class 7 contains 816 members Mstep: Class 8 contains 3419 members Mstep: Class 9 contains 165580 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 38896 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4696 members Mstep: Class 17 contains 8461 members Mstep: Class 18 contains 2216 members Mstep: Class 19 contains 2463 members Entering Unmasked Estep ConsiderDeletion Score: -24216422.000000 Penalty: 10756.502930 Iteration 55Q: 19 clusters Score -2.421642e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 3966 members Mstep: Class 3 contains 26791 members Mstep: Class 4 contains 230647 members Mstep: Class 5 contains 7793 members Mstep: Class 6 contains 1674 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 3446 members Mstep: Class 9 contains 165577 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 38872 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4695 members Mstep: Class 17 contains 8462 members Mstep: Class 18 contains 2218 members Mstep: Class 19 contains 2477 members Entering Unmasked Estep ConsiderDeletion Score: -24216444.000000 Penalty: 10756.502930 Iteration 56Q: 19 clusters Score -2.421644e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3966 members Mstep: Class 3 contains 26766 members Mstep: Class 4 contains 230639 members Mstep: Class 5 contains 7771 members Mstep: Class 6 contains 1707 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 3481 members Mstep: Class 9 contains 165574 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 38851 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4699 members Mstep: Class 17 contains 8451 members Mstep: Class 18 contains 2217 members Mstep: Class 19 contains 2488 members Entering Unmasked Estep ConsiderDeletion Score: -24216422.000000 Penalty: 10756.502930 Iteration 57Q: 19 clusters Score -2.421642e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3966 members Mstep: Class 3 contains 26737 members Mstep: Class 4 contains 230637 members Mstep: Class 5 contains 7755 members Mstep: Class 6 contains 1751 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 3507 members Mstep: Class 9 contains 165572 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 38837 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4705 members Mstep: Class 17 contains 8428 members Mstep: Class 18 contains 2222 members Mstep: Class 19 contains 2494 members Entering Unmasked Estep ConsiderDeletion Score: -24216490.000000 Penalty: 10756.502930 Iteration 58Q: 19 clusters Score -2.421649e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3966 members Mstep: Class 3 contains 26712 members Mstep: Class 4 contains 230634 members Mstep: Class 5 contains 7737 members Mstep: Class 6 contains 1797 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 3538 members Mstep: Class 9 contains 165561 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 38822 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2054 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4714 members Mstep: Class 17 contains 8409 members Mstep: Class 18 contains 2224 members Mstep: Class 19 contains 2497 members Entering Unmasked Estep ConsiderDeletion Score: -24216486.000000 Penalty: 10756.502930 Iteration 59Q: 19 clusters Score -2.421649e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 1246 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 3966 members Mstep: Class 3 contains 26686 members Mstep: Class 4 contains 230627 members Mstep: Class 5 contains 7725 members Mstep: Class 6 contains 1836 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 3567 members Mstep: Class 9 contains 165562 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 38813 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2055 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 4723 members Mstep: Class 17 contains 8384 members Mstep: Class 18 contains 2222 members Mstep: Class 19 contains 2498 members Entering Unmasked Estep ConsiderDeletion Score: -24216606.000000 Penalty: 10756.502930 Iteration 60F: 19 clusters Score -2.421661e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 1244 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3966 members Mstep: Class 3 contains 26631 members Mstep: Class 4 contains 230621 members Mstep: Class 5 contains 7710 members Mstep: Class 6 contains 1868 members Mstep: Class 7 contains 806 members Mstep: Class 8 contains 3592 members Mstep: Class 9 contains 165565 members Mstep: Class 10 contains 1214 members Mstep: Class 11 contains 38801 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2055 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 4727 members Mstep: Class 17 contains 8367 members Mstep: Class 18 contains 2208 members Mstep: Class 19 contains 2503 members Entering Unmasked Estep ConsiderDeletion Score: -24216758.000000 Penalty: 10756.502930 Iteration 61Q: 19 clusters Score -2.421676e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 1244 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3966 members Mstep: Class 3 contains 26579 members Mstep: Class 4 contains 230613 members Mstep: Class 5 contains 7696 members Mstep: Class 6 contains 1896 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 3615 members Mstep: Class 9 contains 165579 members Mstep: Class 10 contains 1247 members Mstep: Class 11 contains 38788 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2055 members Mstep: Class 14 contains 1089 members Mstep: Class 15 contains 4729 members Mstep: Class 17 contains 8352 members Mstep: Class 18 contains 2202 members Mstep: Class 19 contains 2507 members Entering Unmasked Estep ConsiderDeletion Score: -24216898.000000 Penalty: 10756.502930 Iteration 62Q: 19 clusters Score -2.42169e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 1244 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3963 members Mstep: Class 3 contains 26529 members Mstep: Class 4 contains 230619 members Mstep: Class 5 contains 7682 members Mstep: Class 6 contains 1914 members Mstep: Class 7 contains 780 members Mstep: Class 8 contains 3634 members Mstep: Class 9 contains 165602 members Mstep: Class 10 contains 1267 members Mstep: Class 11 contains 38775 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2055 members Mstep: Class 14 contains 1108 members Mstep: Class 15 contains 4730 members Mstep: Class 17 contains 8336 members Mstep: Class 18 contains 2190 members Mstep: Class 19 contains 2510 members Entering Unmasked Estep ConsiderDeletion Score: -24217200.000000 Penalty: 10756.502930 Iteration 63Q: 19 clusters Score -2.42172e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 1244 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 3960 members Mstep: Class 3 contains 26486 members Mstep: Class 4 contains 230628 members Mstep: Class 5 contains 7666 members Mstep: Class 6 contains 1933 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 3643 members Mstep: Class 9 contains 165607 members Mstep: Class 10 contains 1293 members Mstep: Class 11 contains 38765 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2056 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4731 members Mstep: Class 17 contains 8325 members Mstep: Class 18 contains 2185 members Mstep: Class 19 contains 2513 members Entering Unmasked Estep ConsiderDeletion Score: -24217360.000000 Penalty: 10756.502930 Iteration 64Q: 19 clusters Score -2.421736e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 3958 members Mstep: Class 3 contains 26444 members Mstep: Class 4 contains 230649 members Mstep: Class 5 contains 7649 members Mstep: Class 6 contains 1948 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3650 members Mstep: Class 9 contains 165606 members Mstep: Class 10 contains 1311 members Mstep: Class 11 contains 38757 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2051 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4732 members Mstep: Class 17 contains 8325 members Mstep: Class 18 contains 2177 members Mstep: Class 19 contains 2516 members Entering Unmasked Estep ConsiderDeletion Score: -24217358.000000 Penalty: 10756.502930 Iteration 65Q: 19 clusters Score -2.421736e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26415 members Mstep: Class 4 contains 230654 members Mstep: Class 5 contains 7638 members Mstep: Class 6 contains 1963 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3663 members Mstep: Class 9 contains 165589 members Mstep: Class 10 contains 1335 members Mstep: Class 11 contains 38751 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2048 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4733 members Mstep: Class 17 contains 8330 members Mstep: Class 18 contains 2173 members Mstep: Class 19 contains 2517 members Entering Unmasked Estep ConsiderDeletion Score: -24217356.000000 Penalty: 10756.502930 Iteration 66Q: 19 clusters Score -2.421736e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26391 members Mstep: Class 4 contains 230668 members Mstep: Class 5 contains 7628 members Mstep: Class 6 contains 1979 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3667 members Mstep: Class 9 contains 165576 members Mstep: Class 10 contains 1362 members Mstep: Class 11 contains 38743 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2046 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4733 members Mstep: Class 17 contains 8331 members Mstep: Class 18 contains 2162 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217352.000000 Penalty: 10756.502930 Iteration 67Q: 19 clusters Score -2.421735e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26364 members Mstep: Class 4 contains 230670 members Mstep: Class 5 contains 7615 members Mstep: Class 6 contains 1994 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3679 members Mstep: Class 9 contains 165568 members Mstep: Class 10 contains 1377 members Mstep: Class 11 contains 38742 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2048 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4733 members Mstep: Class 17 contains 8329 members Mstep: Class 18 contains 2158 members Mstep: Class 19 contains 2520 members Entering Unmasked Estep ConsiderDeletion Score: -24217346.000000 Penalty: 10756.502930 Iteration 68Q: 19 clusters Score -2.421735e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26345 members Mstep: Class 4 contains 230670 members Mstep: Class 5 contains 7602 members Mstep: Class 6 contains 2012 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3699 members Mstep: Class 9 contains 165551 members Mstep: Class 10 contains 1398 members Mstep: Class 11 contains 38740 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2043 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4735 members Mstep: Class 17 contains 8322 members Mstep: Class 18 contains 2155 members Mstep: Class 19 contains 2520 members Entering Unmasked Estep ConsiderDeletion Score: -24217380.000000 Penalty: 10756.502930 Iteration 69Q: 19 clusters Score -2.421738e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26324 members Mstep: Class 4 contains 230682 members Mstep: Class 5 contains 7592 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3711 members Mstep: Class 9 contains 165540 members Mstep: Class 10 contains 1419 members Mstep: Class 11 contains 38735 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2041 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4737 members Mstep: Class 17 contains 8317 members Mstep: Class 18 contains 2147 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217376.000000 Penalty: 10756.502930 Iteration 70Q: 19 clusters Score -2.421738e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26298 members Mstep: Class 4 contains 230694 members Mstep: Class 5 contains 7586 members Mstep: Class 6 contains 2034 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3723 members Mstep: Class 9 contains 165539 members Mstep: Class 10 contains 1430 members Mstep: Class 11 contains 38724 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2041 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4740 members Mstep: Class 17 contains 8316 members Mstep: Class 18 contains 2137 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217376.000000 Penalty: 10756.502930 Iteration 71Q: 19 clusters Score -2.421738e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26291 members Mstep: Class 4 contains 230693 members Mstep: Class 5 contains 7577 members Mstep: Class 6 contains 2037 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3740 members Mstep: Class 9 contains 165533 members Mstep: Class 10 contains 1435 members Mstep: Class 11 contains 38719 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2040 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4741 members Mstep: Class 17 contains 8317 members Mstep: Class 18 contains 2137 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217386.000000 Penalty: 10756.502930 Iteration 72Q: 19 clusters Score -2.421739e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26289 members Mstep: Class 4 contains 230681 members Mstep: Class 5 contains 7570 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3763 members Mstep: Class 9 contains 165525 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 38717 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2038 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4745 members Mstep: Class 17 contains 8322 members Mstep: Class 18 contains 2133 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217388.000000 Penalty: 10756.502930 Iteration 73Q: 19 clusters Score -2.421739e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26293 members Mstep: Class 4 contains 230673 members Mstep: Class 5 contains 7558 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3788 members Mstep: Class 9 contains 165512 members Mstep: Class 10 contains 1436 members Mstep: Class 11 contains 38713 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4749 members Mstep: Class 17 contains 8315 members Mstep: Class 18 contains 2135 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217422.000000 Penalty: 10756.502930 Iteration 74Q: 19 clusters Score -2.421742e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26292 members Mstep: Class 4 contains 230654 members Mstep: Class 5 contains 7550 members Mstep: Class 6 contains 2059 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3806 members Mstep: Class 9 contains 165506 members Mstep: Class 10 contains 1443 members Mstep: Class 11 contains 38710 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4753 members Mstep: Class 17 contains 8312 members Mstep: Class 18 contains 2137 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217442.000000 Penalty: 10756.502930 Iteration 75Q: 19 clusters Score -2.421744e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26284 members Mstep: Class 4 contains 230647 members Mstep: Class 5 contains 7546 members Mstep: Class 6 contains 2064 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3822 members Mstep: Class 9 contains 165498 members Mstep: Class 10 contains 1448 members Mstep: Class 11 contains 38706 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4756 members Mstep: Class 17 contains 8309 members Mstep: Class 18 contains 2139 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217444.000000 Penalty: 10756.502930 Iteration 76Q: 19 clusters Score -2.421744e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26282 members Mstep: Class 4 contains 230639 members Mstep: Class 5 contains 7542 members Mstep: Class 6 contains 2069 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3847 members Mstep: Class 9 contains 165487 members Mstep: Class 10 contains 1452 members Mstep: Class 11 contains 38698 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4759 members Mstep: Class 17 contains 8302 members Mstep: Class 18 contains 2140 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217450.000000 Penalty: 10756.502930 Iteration 77Q: 19 clusters Score -2.421745e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26281 members Mstep: Class 4 contains 230622 members Mstep: Class 5 contains 7539 members Mstep: Class 6 contains 2076 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3872 members Mstep: Class 9 contains 165475 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 38695 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4767 members Mstep: Class 17 contains 8294 members Mstep: Class 18 contains 2141 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24217452.000000 Penalty: 10756.502930 Iteration 78Q: 19 clusters Score -2.421745e+07 nChanged 102 Entering ConstructFrom: Score: -24217452.000000 Penalty: 10756.502930 Entering ConstructFrom: Trying to split cluster 1 (2396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Entering Unmasked Estep Score: -108622.992188 Penalty: 354.060791 Iteration 0F: 2 clusters Score -108623 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -106964.734375 Penalty: 708.121582 Iteration 0F: 3 clusters Score -106964.7 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -107576.507812 Penalty: 708.121582 Iteration 1F: 3 clusters Score -107576.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -107678.703125 Penalty: 708.121582 Iteration 2F: 3 clusters Score -107678.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -107753.218750 Penalty: 708.121582 Iteration 3F: 3 clusters Score -107753.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -107834.507812 Penalty: 708.121582 Iteration 4F: 3 clusters Score -107834.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -107950.273438 Penalty: 708.121582 Iteration 5F: 3 clusters Score -107950.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -108071.414062 Penalty: 708.121582 Iteration 6F: 3 clusters Score -108071.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -108176.898438 Penalty: 708.121582 Iteration 7Q: 3 clusters Score -108176.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -108261.578125 Penalty: 708.121582 Iteration 8Q: 3 clusters Score -108261.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -108303.937500 Penalty: 708.121582 Iteration 9Q: 3 clusters Score -108303.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -108328.406250 Penalty: 708.121582 Iteration 10Q: 3 clusters Score -108328.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -108341.062500 Penalty: 708.121582 Iteration 11Q: 3 clusters Score -108341.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -108343.453125 Penalty: 708.121582 Iteration 12Q: 3 clusters Score -108343.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -108347.765625 Penalty: 708.121582 Iteration 13Q: 3 clusters Score -108347.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -108350.625000 Penalty: 708.121582 Iteration 14Q: 3 clusters Score -108350.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -108352.484375 Penalty: 708.121582 Iteration 15Q: 3 clusters Score -108352.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -108352.484375 Penalty: 708.121582 Iteration 16F: 3 clusters Score -108352.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Entering Unmasked Estep Score: -197409.625000 Penalty: 376.887482 Iteration 0F: 2 clusters Score -197409.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -194707.375000 Penalty: 753.774963 Iteration 0F: 3 clusters Score -194707.4 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -195597.421875 Penalty: 753.774963 Iteration 1F: 3 clusters Score -195597.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -195707.515625 Penalty: 753.774963 Iteration 2F: 3 clusters Score -195707.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -195828.234375 Penalty: 753.774963 Iteration 3F: 3 clusters Score -195828.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -196008.625000 Penalty: 753.774963 Iteration 4F: 3 clusters Score -196008.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -196242.140625 Penalty: 753.774963 Iteration 5F: 3 clusters Score -196242.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -196488.890625 Penalty: 753.774963 Iteration 6F: 3 clusters Score -196488.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -196738.203125 Penalty: 753.774963 Iteration 7F: 3 clusters Score -196738.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -196979.640625 Penalty: 753.774963 Iteration 8F: 3 clusters Score -196979.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -197147.015625 Penalty: 753.774963 Iteration 9Q: 3 clusters Score -197147 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -197217.015625 Penalty: 753.774963 Iteration 10Q: 3 clusters Score -197217 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -197247.984375 Penalty: 753.774963 Iteration 11Q: 3 clusters Score -197248 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -197256.828125 Penalty: 753.774963 Iteration 12Q: 3 clusters Score -197256.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -197261.343750 Penalty: 753.774963 Iteration 13Q: 3 clusters Score -197261.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -197262.437500 Penalty: 753.774963 Iteration 14Q: 3 clusters Score -197262.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -197264.468750 Penalty: 753.774963 Iteration 15F: 3 clusters Score -197264.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -197265.203125 Penalty: 753.774963 Iteration 16Q: 3 clusters Score -197265.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -197265.765625 Penalty: 753.774963 Iteration 17Q: 3 clusters Score -197265.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -197265.765625 Penalty: 753.774963 Iteration 18F: 3 clusters Score -197265.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (26282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26282 members Entering Unmasked Estep Score: -1279262.500000 Penalty: 463.037109 Iteration 0F: 2 clusters Score -1279262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1261657.625000 Penalty: 926.074219 Iteration 0F: 3 clusters Score -1261658 nChanged 12509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 13016 members Entering Unmasked Estep Score: -1269368.750000 Penalty: 926.074219 Iteration 1F: 3 clusters Score -1269369 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 12656 members Entering Unmasked Estep Score: -1270033.625000 Penalty: 926.074219 Iteration 2F: 3 clusters Score -1270034 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14083 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -1270919.500000 Penalty: 926.074219 Iteration 3F: 3 clusters Score -1270920 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14672 members Mstep: Class 2 contains 11610 members Entering Unmasked Estep Score: -1272046.750000 Penalty: 926.074219 Iteration 4F: 3 clusters Score -1272047 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 11003 members Entering Unmasked Estep Score: -1273175.125000 Penalty: 926.074219 Iteration 5F: 3 clusters Score -1273175 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -1274053.625000 Penalty: 926.074219 Iteration 6F: 3 clusters Score -1274054 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -1274505.250000 Penalty: 926.074219 Iteration 7Q: 3 clusters Score -1274505 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16751 members Mstep: Class 2 contains 9531 members Entering Unmasked Estep Score: -1274708.000000 Penalty: 926.074219 Iteration 8Q: 3 clusters Score -1274708 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -1274868.000000 Penalty: 926.074219 Iteration 9Q: 3 clusters Score -1274868 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17739 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -1275022.375000 Penalty: 926.074219 Iteration 10Q: 3 clusters Score -1275022 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18264 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -1275177.500000 Penalty: 926.074219 Iteration 11Q: 3 clusters Score -1275178 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18814 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -1275369.500000 Penalty: 926.074219 Iteration 12Q: 3 clusters Score -1275370 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19403 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -1275579.500000 Penalty: 926.074219 Iteration 13Q: 3 clusters Score -1275580 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20016 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -1275817.375000 Penalty: 926.074219 Iteration 14Q: 3 clusters Score -1275817 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20603 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -1276054.375000 Penalty: 926.074219 Iteration 15Q: 3 clusters Score -1276054 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21232 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1276339.250000 Penalty: 926.074219 Iteration 16Q: 3 clusters Score -1276339 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21842 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1276629.875000 Penalty: 926.074219 Iteration 17Q: 3 clusters Score -1276630 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22454 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -1276946.625000 Penalty: 926.074219 Iteration 18Q: 3 clusters Score -1276947 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23039 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1277279.125000 Penalty: 926.074219 Iteration 19Q: 3 clusters Score -1277279 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23568 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1277580.125000 Penalty: 926.074219 Iteration 20F: 3 clusters Score -1277580 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24017 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1277845.125000 Penalty: 926.074219 Iteration 21Q: 3 clusters Score -1277845 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24399 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -1278081.500000 Penalty: 926.074219 Iteration 22Q: 3 clusters Score -1278082 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24728 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1278299.875000 Penalty: 926.074219 Iteration 23Q: 3 clusters Score -1278300 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25004 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1278481.875000 Penalty: 926.074219 Iteration 24Q: 3 clusters Score -1278482 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25222 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1278622.625000 Penalty: 926.074219 Iteration 25Q: 3 clusters Score -1278623 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25387 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1278718.125000 Penalty: 926.074219 Iteration 26Q: 3 clusters Score -1278718 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25504 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1278781.375000 Penalty: 926.074219 Iteration 27Q: 3 clusters Score -1278781 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25603 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1278842.500000 Penalty: 926.074219 Iteration 28Q: 3 clusters Score -1278842 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25681 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1278878.250000 Penalty: 926.074219 Iteration 29Q: 3 clusters Score -1278878 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25736 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1278902.250000 Penalty: 926.074219 Iteration 30Q: 3 clusters Score -1278902 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25781 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1278916.500000 Penalty: 926.074219 Iteration 31Q: 3 clusters Score -1278916 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25825 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1278931.250000 Penalty: 926.074219 Iteration 32Q: 3 clusters Score -1278931 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25849 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1278942.875000 Penalty: 926.074219 Iteration 33Q: 3 clusters Score -1278943 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25865 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1278945.750000 Penalty: 926.074219 Iteration 34Q: 3 clusters Score -1278946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25880 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1278951.500000 Penalty: 926.074219 Iteration 35Q: 3 clusters Score -1278952 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25899 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1278957.125000 Penalty: 926.074219 Iteration 36Q: 3 clusters Score -1278957 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25908 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1278959.000000 Penalty: 926.074219 Iteration 37Q: 3 clusters Score -1278959 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25917 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1278960.625000 Penalty: 926.074219 Iteration 38Q: 3 clusters Score -1278961 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25930 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -1278966.250000 Penalty: 926.074219 Iteration 39Q: 3 clusters Score -1278966 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25938 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1278969.500000 Penalty: 926.074219 Iteration 40F: 3 clusters Score -1278970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25942 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1278970.250000 Penalty: 926.074219 Iteration 41Q: 3 clusters Score -1278970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25949 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1278974.125000 Penalty: 926.074219 Iteration 42Q: 3 clusters Score -1278974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25956 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -1278974.875000 Penalty: 926.074219 Iteration 43Q: 3 clusters Score -1278975 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25960 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1278976.375000 Penalty: 926.074219 Iteration 44Q: 3 clusters Score -1278976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25964 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -1278976.500000 Penalty: 926.074219 Iteration 45Q: 3 clusters Score -1278976 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25965 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1278977.250000 Penalty: 926.074219 Iteration 46Q: 3 clusters Score -1278977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25967 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1278976.500000 Penalty: 926.074219 Iteration 47Q: 3 clusters Score -1278976 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25967 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1278976.500000 Penalty: 926.074219 Iteration 48F: 3 clusters Score -1278976 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (230600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230600 members Entering Unmasked Estep Score: -11427087.000000 Penalty: 561.854004 Iteration 0F: 2 clusters Score -1.142709e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115374 members Mstep: Class 2 contains 115226 members Entering Unmasked Estep Score: -11280802.000000 Penalty: 1123.708008 Iteration 0F: 3 clusters Score -1.12808e+07 nChanged 113459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110157 members Mstep: Class 2 contains 120443 members Entering Unmasked Estep Score: -11352077.000000 Penalty: 1123.708008 Iteration 1F: 3 clusters Score -1.135208e+07 nChanged 11932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105339 members Mstep: Class 2 contains 125261 members Entering Unmasked Estep Score: -11356251.000000 Penalty: 1123.708008 Iteration 2F: 3 clusters Score -1.135625e+07 nChanged 12185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99342 members Mstep: Class 2 contains 131258 members Entering Unmasked Estep Score: -11361553.000000 Penalty: 1123.708008 Iteration 3F: 3 clusters Score -1.136155e+07 nChanged 12710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92014 members Mstep: Class 2 contains 138586 members Entering Unmasked Estep Score: -11368481.000000 Penalty: 1123.708008 Iteration 4F: 3 clusters Score -1.136848e+07 nChanged 13549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83461 members Mstep: Class 2 contains 147139 members Entering Unmasked Estep Score: -11378210.000000 Penalty: 1123.708008 Iteration 5F: 3 clusters Score -1.137821e+07 nChanged 14030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74683 members Mstep: Class 2 contains 155917 members Entering Unmasked Estep Score: -11390625.000000 Penalty: 1123.708008 Iteration 6F: 3 clusters Score -1.139062e+07 nChanged 12938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67257 members Mstep: Class 2 contains 163343 members Entering Unmasked Estep Score: -11401142.000000 Penalty: 1123.708008 Iteration 7F: 3 clusters Score -1.140114e+07 nChanged 9469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61344 members Mstep: Class 2 contains 169256 members Entering Unmasked Estep Score: -11406732.000000 Penalty: 1123.708008 Iteration 8Q: 3 clusters Score -1.140673e+07 nChanged 6587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55945 members Mstep: Class 2 contains 174655 members Entering Unmasked Estep Score: -11410054.000000 Penalty: 1123.708008 Iteration 9Q: 3 clusters Score -1.141005e+07 nChanged 5502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50765 members Mstep: Class 2 contains 179835 members Entering Unmasked Estep Score: -11412809.000000 Penalty: 1123.708008 Iteration 10Q: 3 clusters Score -1.141281e+07 nChanged 5333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45730 members Mstep: Class 2 contains 184870 members Entering Unmasked Estep Score: -11416260.000000 Penalty: 1123.708008 Iteration 11Q: 3 clusters Score -1.141626e+07 nChanged 5284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40998 members Mstep: Class 2 contains 189602 members Entering Unmasked Estep Score: -11420225.000000 Penalty: 1123.708008 Iteration 12Q: 3 clusters Score -1.142022e+07 nChanged 5073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36851 members Mstep: Class 2 contains 193749 members Entering Unmasked Estep Score: -11424093.000000 Penalty: 1123.708008 Iteration 13Q: 3 clusters Score -1.142409e+07 nChanged 4673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33542 members Mstep: Class 2 contains 197058 members Entering Unmasked Estep Score: -11427593.000000 Penalty: 1123.708008 Iteration 14Q: 3 clusters Score -1.142759e+07 nChanged 4173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31115 members Mstep: Class 2 contains 199485 members Entering Unmasked Estep Score: -11430212.000000 Penalty: 1123.708008 Iteration 15Q: 3 clusters Score -1.143021e+07 nChanged 3562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29363 members Mstep: Class 2 contains 201237 members Entering Unmasked Estep Score: -11431889.000000 Penalty: 1123.708008 Iteration 16Q: 3 clusters Score -1.143189e+07 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28128 members Mstep: Class 2 contains 202472 members Entering Unmasked Estep Score: -11432938.000000 Penalty: 1123.708008 Iteration 17Q: 3 clusters Score -1.143294e+07 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27272 members Mstep: Class 2 contains 203328 members Entering Unmasked Estep Score: -11433645.000000 Penalty: 1123.708008 Iteration 18Q: 3 clusters Score -1.143364e+07 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 203960 members Entering Unmasked Estep Score: -11434156.000000 Penalty: 1123.708008 Iteration 19Q: 3 clusters Score -1.143416e+07 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26147 members Mstep: Class 2 contains 204453 members Entering Unmasked Estep Score: -11434493.000000 Penalty: 1123.708008 Iteration 20F: 3 clusters Score -1.143449e+07 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25717 members Mstep: Class 2 contains 204883 members Entering Unmasked Estep Score: -11434685.000000 Penalty: 1123.708008 Iteration 21Q: 3 clusters Score -1.143468e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25305 members Mstep: Class 2 contains 205295 members Entering Unmasked Estep Score: -11434838.000000 Penalty: 1123.708008 Iteration 22Q: 3 clusters Score -1.143484e+07 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24963 members Mstep: Class 2 contains 205637 members Entering Unmasked Estep Score: -11434974.000000 Penalty: 1123.708008 Iteration 23Q: 3 clusters Score -1.143497e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24637 members Mstep: Class 2 contains 205963 members Entering Unmasked Estep Score: -11435069.000000 Penalty: 1123.708008 Iteration 24Q: 3 clusters Score -1.143507e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24343 members Mstep: Class 2 contains 206257 members Entering Unmasked Estep Score: -11435113.000000 Penalty: 1123.708008 Iteration 25Q: 3 clusters Score -1.143511e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Mstep: Class 2 contains 206503 members Entering Unmasked Estep Score: -11435115.000000 Penalty: 1123.708008 Iteration 26Q: 3 clusters Score -1.143512e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23877 members Mstep: Class 2 contains 206723 members Entering Unmasked Estep Score: -11435148.000000 Penalty: 1123.708008 Iteration 27Q: 3 clusters Score -1.143515e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23695 members Mstep: Class 2 contains 206905 members Entering Unmasked Estep Score: -11435179.000000 Penalty: 1123.708008 Iteration 28Q: 3 clusters Score -1.143518e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23527 members Mstep: Class 2 contains 207073 members Entering Unmasked Estep Score: -11435157.000000 Penalty: 1123.708008 Iteration 29Q: 3 clusters Score -1.143516e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23390 members Mstep: Class 2 contains 207210 members Entering Unmasked Estep Score: -11435189.000000 Penalty: 1123.708008 Iteration 30Q: 3 clusters Score -1.143519e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23243 members Mstep: Class 2 contains 207357 members Entering Unmasked Estep Score: -11435156.000000 Penalty: 1123.708008 Iteration 31Q: 3 clusters Score -1.143516e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23088 members Mstep: Class 2 contains 207512 members Entering Unmasked Estep Score: -11435162.000000 Penalty: 1123.708008 Iteration 32Q: 3 clusters Score -1.143516e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22905 members Mstep: Class 2 contains 207695 members Entering Unmasked Estep Score: -11435146.000000 Penalty: 1123.708008 Iteration 33Q: 3 clusters Score -1.143515e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22743 members Mstep: Class 2 contains 207857 members Entering Unmasked Estep Score: -11435143.000000 Penalty: 1123.708008 Iteration 34Q: 3 clusters Score -1.143514e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22606 members Mstep: Class 2 contains 207994 members Entering Unmasked Estep Score: -11435146.000000 Penalty: 1123.708008 Iteration 35Q: 3 clusters Score -1.143515e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22481 members Mstep: Class 2 contains 208119 members Entering Unmasked Estep Score: -11435141.000000 Penalty: 1123.708008 Iteration 36Q: 3 clusters Score -1.143514e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22351 members Mstep: Class 2 contains 208249 members Entering Unmasked Estep Score: -11435149.000000 Penalty: 1123.708008 Iteration 37Q: 3 clusters Score -1.143515e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22218 members Mstep: Class 2 contains 208382 members Entering Unmasked Estep Score: -11435158.000000 Penalty: 1123.708008 Iteration 38Q: 3 clusters Score -1.143516e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22107 members Mstep: Class 2 contains 208493 members Entering Unmasked Estep Score: -11435166.000000 Penalty: 1123.708008 Iteration 39Q: 3 clusters Score -1.143517e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22000 members Mstep: Class 2 contains 208600 members Entering Unmasked Estep Score: -11435177.000000 Penalty: 1123.708008 Iteration 40F: 3 clusters Score -1.143518e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 208709 members Entering Unmasked Estep Score: -11435119.000000 Penalty: 1123.708008 Iteration 41Q: 3 clusters Score -1.143512e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21782 members Mstep: Class 2 contains 208818 members Entering Unmasked Estep Score: -11435104.000000 Penalty: 1123.708008 Iteration 42Q: 3 clusters Score -1.14351e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21681 members Mstep: Class 2 contains 208919 members Entering Unmasked Estep Score: -11435126.000000 Penalty: 1123.708008 Iteration 43Q: 3 clusters Score -1.143513e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21601 members Mstep: Class 2 contains 208999 members Entering Unmasked Estep Score: -11435127.000000 Penalty: 1123.708008 Iteration 44Q: 3 clusters Score -1.143513e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21533 members Mstep: Class 2 contains 209067 members Entering Unmasked Estep Score: -11435119.000000 Penalty: 1123.708008 Iteration 45Q: 3 clusters Score -1.143512e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21472 members Mstep: Class 2 contains 209128 members Entering Unmasked Estep Score: -11435118.000000 Penalty: 1123.708008 Iteration 46Q: 3 clusters Score -1.143512e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21412 members Mstep: Class 2 contains 209188 members Entering Unmasked Estep Score: -11435094.000000 Penalty: 1123.708008 Iteration 47Q: 3 clusters Score -1.143509e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21363 members Mstep: Class 2 contains 209237 members Entering Unmasked Estep Score: -11435087.000000 Penalty: 1123.708008 Iteration 48Q: 3 clusters Score -1.143509e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21313 members Mstep: Class 2 contains 209287 members Entering Unmasked Estep Score: -11435070.000000 Penalty: 1123.708008 Iteration 49Q: 3 clusters Score -1.143507e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21276 members Mstep: Class 2 contains 209324 members Entering Unmasked Estep Score: -11435065.000000 Penalty: 1123.708008 Iteration 50Q: 3 clusters Score -1.143506e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21228 members Mstep: Class 2 contains 209372 members Entering Unmasked Estep Score: -11435055.000000 Penalty: 1123.708008 Iteration 51Q: 3 clusters Score -1.143506e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21175 members Mstep: Class 2 contains 209425 members Entering Unmasked Estep Score: -11435045.000000 Penalty: 1123.708008 Iteration 52Q: 3 clusters Score -1.143504e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21124 members Mstep: Class 2 contains 209476 members Entering Unmasked Estep Score: -11435056.000000 Penalty: 1123.708008 Iteration 53Q: 3 clusters Score -1.143506e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21077 members Mstep: Class 2 contains 209523 members Entering Unmasked Estep Score: -11435026.000000 Penalty: 1123.708008 Iteration 54Q: 3 clusters Score -1.143503e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21026 members Mstep: Class 2 contains 209574 members Entering Unmasked Estep Score: -11435049.000000 Penalty: 1123.708008 Iteration 55Q: 3 clusters Score -1.143505e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20985 members Mstep: Class 2 contains 209615 members Entering Unmasked Estep Score: -11435026.000000 Penalty: 1123.708008 Iteration 56Q: 3 clusters Score -1.143503e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20946 members Mstep: Class 2 contains 209654 members Entering Unmasked Estep Score: -11435001.000000 Penalty: 1123.708008 Iteration 57Q: 3 clusters Score -1.1435e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20895 members Mstep: Class 2 contains 209705 members Entering Unmasked Estep Score: -11435013.000000 Penalty: 1123.708008 Iteration 58Q: 3 clusters Score -1.143501e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20842 members Mstep: Class 2 contains 209758 members Entering Unmasked Estep Score: -11435019.000000 Penalty: 1123.708008 Iteration 59Q: 3 clusters Score -1.143502e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20784 members Mstep: Class 2 contains 209816 members Entering Unmasked Estep Score: -11435007.000000 Penalty: 1123.708008 Iteration 60F: 3 clusters Score -1.143501e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20726 members Mstep: Class 2 contains 209874 members Entering Unmasked Estep Score: -11435002.000000 Penalty: 1123.708008 Iteration 61Q: 3 clusters Score -1.1435e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20681 members Mstep: Class 2 contains 209919 members Entering Unmasked Estep Score: -11435000.000000 Penalty: 1123.708008 Iteration 62Q: 3 clusters Score -1.1435e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20628 members Mstep: Class 2 contains 209972 members Entering Unmasked Estep Score: -11434990.000000 Penalty: 1123.708008 Iteration 63Q: 3 clusters Score -1.143499e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20593 members Mstep: Class 2 contains 210007 members Entering Unmasked Estep Score: -11434980.000000 Penalty: 1123.708008 Iteration 64Q: 3 clusters Score -1.143498e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20558 members Mstep: Class 2 contains 210042 members Entering Unmasked Estep Score: -11434942.000000 Penalty: 1123.708008 Iteration 65Q: 3 clusters Score -1.143494e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20513 members Mstep: Class 2 contains 210087 members Entering Unmasked Estep Score: -11434929.000000 Penalty: 1123.708008 Iteration 66Q: 3 clusters Score -1.143493e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20465 members Mstep: Class 2 contains 210135 members Entering Unmasked Estep Score: -11434923.000000 Penalty: 1123.708008 Iteration 67Q: 3 clusters Score -1.143492e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20415 members Mstep: Class 2 contains 210185 members Entering Unmasked Estep Score: -11434925.000000 Penalty: 1123.708008 Iteration 68Q: 3 clusters Score -1.143492e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20376 members Mstep: Class 2 contains 210224 members Entering Unmasked Estep Score: -11434920.000000 Penalty: 1123.708008 Iteration 69Q: 3 clusters Score -1.143492e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20340 members Mstep: Class 2 contains 210260 members Entering Unmasked Estep Score: -11434925.000000 Penalty: 1123.708008 Iteration 70Q: 3 clusters Score -1.143492e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20302 members Mstep: Class 2 contains 210298 members Entering Unmasked Estep Score: -11434913.000000 Penalty: 1123.708008 Iteration 71Q: 3 clusters Score -1.143491e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20272 members Mstep: Class 2 contains 210328 members Entering Unmasked Estep Score: -11434905.000000 Penalty: 1123.708008 Iteration 72Q: 3 clusters Score -1.14349e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20232 members Mstep: Class 2 contains 210368 members Entering Unmasked Estep Score: -11434894.000000 Penalty: 1123.708008 Iteration 73Q: 3 clusters Score -1.143489e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20195 members Mstep: Class 2 contains 210405 members Entering Unmasked Estep Score: -11434882.000000 Penalty: 1123.708008 Iteration 74Q: 3 clusters Score -1.143488e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20164 members Mstep: Class 2 contains 210436 members Entering Unmasked Estep Score: -11434869.000000 Penalty: 1123.708008 Iteration 75Q: 3 clusters Score -1.143487e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20132 members Mstep: Class 2 contains 210468 members Entering Unmasked Estep Score: -11434880.000000 Penalty: 1123.708008 Iteration 76Q: 3 clusters Score -1.143488e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20108 members Mstep: Class 2 contains 210492 members Entering Unmasked Estep Score: -11434871.000000 Penalty: 1123.708008 Iteration 77Q: 3 clusters Score -1.143487e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20085 members Mstep: Class 2 contains 210515 members Entering Unmasked Estep Score: -11434848.000000 Penalty: 1123.708008 Iteration 78Q: 3 clusters Score -1.143485e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20062 members Mstep: Class 2 contains 210538 members Entering Unmasked Estep Score: -11434847.000000 Penalty: 1123.708008 Iteration 79Q: 3 clusters Score -1.143485e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20045 members Mstep: Class 2 contains 210555 members Entering Unmasked Estep Score: -11434851.000000 Penalty: 1123.708008 Iteration 80F: 3 clusters Score -1.143485e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 210573 members Entering Unmasked Estep Score: -11434853.000000 Penalty: 1123.708008 Iteration 81Q: 3 clusters Score -1.143485e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20009 members Mstep: Class 2 contains 210591 members Entering Unmasked Estep Score: -11434841.000000 Penalty: 1123.708008 Iteration 82Q: 3 clusters Score -1.143484e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20001 members Mstep: Class 2 contains 210599 members Entering Unmasked Estep Score: -11434832.000000 Penalty: 1123.708008 Iteration 83Q: 3 clusters Score -1.143483e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19986 members Mstep: Class 2 contains 210614 members Entering Unmasked Estep Score: -11434811.000000 Penalty: 1123.708008 Iteration 84Q: 3 clusters Score -1.143481e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19970 members Mstep: Class 2 contains 210630 members Entering Unmasked Estep Score: -11434798.000000 Penalty: 1123.708008 Iteration 85Q: 3 clusters Score -1.14348e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19962 members Mstep: Class 2 contains 210638 members Entering Unmasked Estep Score: -11434803.000000 Penalty: 1123.708008 Iteration 86Q: 3 clusters Score -1.14348e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 210654 members Entering Unmasked Estep Score: -11434797.000000 Penalty: 1123.708008 Iteration 87Q: 3 clusters Score -1.14348e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19931 members Mstep: Class 2 contains 210669 members Entering Unmasked Estep Score: -11434815.000000 Penalty: 1123.708008 Iteration 88Q: 3 clusters Score -1.143482e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19910 members Mstep: Class 2 contains 210690 members Entering Unmasked Estep Score: -11434814.000000 Penalty: 1123.708008 Iteration 89Q: 3 clusters Score -1.143481e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19888 members Mstep: Class 2 contains 210712 members Entering Unmasked Estep Score: -11434793.000000 Penalty: 1123.708008 Iteration 90Q: 3 clusters Score -1.143479e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 210731 members Entering Unmasked Estep Score: -11434773.000000 Penalty: 1123.708008 Iteration 91Q: 3 clusters Score -1.143477e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19863 members Mstep: Class 2 contains 210737 members Entering Unmasked Estep Score: -11434774.000000 Penalty: 1123.708008 Iteration 92Q: 3 clusters Score -1.143477e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19854 members Mstep: Class 2 contains 210746 members Entering Unmasked Estep Score: -11434763.000000 Penalty: 1123.708008 Iteration 93Q: 3 clusters Score -1.143476e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19848 members Mstep: Class 2 contains 210752 members Entering Unmasked Estep Score: -11434778.000000 Penalty: 1123.708008 Iteration 94Q: 3 clusters Score -1.143478e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19842 members Mstep: Class 2 contains 210758 members Entering Unmasked Estep Score: -11434776.000000 Penalty: 1123.708008 Iteration 95Q: 3 clusters Score -1.143478e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19837 members Mstep: Class 2 contains 210763 members Entering Unmasked Estep Score: -11434766.000000 Penalty: 1123.708008 Iteration 96Q: 3 clusters Score -1.143477e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19835 members Mstep: Class 2 contains 210765 members Entering Unmasked Estep Score: -11434763.000000 Penalty: 1123.708008 Iteration 97Q: 3 clusters Score -1.143476e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19835 members Mstep: Class 2 contains 210765 members Entering Unmasked Estep Score: -11434761.000000 Penalty: 1123.708008 Iteration 98Q: 3 clusters Score -1.143476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19836 members Mstep: Class 2 contains 210764 members Entering Unmasked Estep Score: -11434758.000000 Penalty: 1123.708008 Iteration 99Q: 3 clusters Score -1.143476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19837 members Mstep: Class 2 contains 210763 members Entering Unmasked Estep Score: -11434763.000000 Penalty: 1123.708008 Iteration 100F: 3 clusters Score -1.143476e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19840 members Mstep: Class 2 contains 210760 members Entering Unmasked Estep Score: -11434768.000000 Penalty: 1123.708008 Iteration 101Q: 3 clusters Score -1.143477e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19839 members Mstep: Class 2 contains 210761 members Entering Unmasked Estep Score: -11434768.000000 Penalty: 1123.708008 Iteration 102Q: 3 clusters Score -1.143477e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19838 members Mstep: Class 2 contains 210762 members Entering Unmasked Estep Score: -11434771.000000 Penalty: 1123.708008 Iteration 103Q: 3 clusters Score -1.143477e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19835 members Mstep: Class 2 contains 210765 members Entering Unmasked Estep Score: -11434765.000000 Penalty: 1123.708008 Iteration 104Q: 3 clusters Score -1.143476e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19833 members Mstep: Class 2 contains 210767 members Entering Unmasked Estep Score: -11434766.000000 Penalty: 1123.708008 Iteration 105Q: 3 clusters Score -1.143477e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19829 members Mstep: Class 2 contains 210771 members Entering Unmasked Estep Score: -11434758.000000 Penalty: 1123.708008 Iteration 106Q: 3 clusters Score -1.143476e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19822 members Mstep: Class 2 contains 210778 members Entering Unmasked Estep Score: -11434761.000000 Penalty: 1123.708008 Iteration 107Q: 3 clusters Score -1.143476e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19811 members Mstep: Class 2 contains 210789 members Entering Unmasked Estep Score: -11434762.000000 Penalty: 1123.708008 Iteration 108Q: 3 clusters Score -1.143476e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19800 members Mstep: Class 2 contains 210800 members Entering Unmasked Estep Score: -11434761.000000 Penalty: 1123.708008 Iteration 109Q: 3 clusters Score -1.143476e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19792 members Mstep: Class 2 contains 210808 members Entering Unmasked Estep Score: -11434756.000000 Penalty: 1123.708008 Iteration 110Q: 3 clusters Score -1.143476e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19783 members Mstep: Class 2 contains 210817 members Entering Unmasked Estep Score: -11434767.000000 Penalty: 1123.708008 Iteration 111Q: 3 clusters Score -1.143477e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19777 members Mstep: Class 2 contains 210823 members Entering Unmasked Estep Score: -11434752.000000 Penalty: 1123.708008 Iteration 112Q: 3 clusters Score -1.143475e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19769 members Mstep: Class 2 contains 210831 members Entering Unmasked Estep Score: -11434756.000000 Penalty: 1123.708008 Iteration 113Q: 3 clusters Score -1.143476e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 210843 members Entering Unmasked Estep Score: -11434768.000000 Penalty: 1123.708008 Iteration 114Q: 3 clusters Score -1.143477e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19747 members Mstep: Class 2 contains 210853 members Entering Unmasked Estep Score: -11434765.000000 Penalty: 1123.708008 Iteration 115Q: 3 clusters Score -1.143476e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19740 members Mstep: Class 2 contains 210860 members Entering Unmasked Estep Score: -11434763.000000 Penalty: 1123.708008 Iteration 116Q: 3 clusters Score -1.143476e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19730 members Mstep: Class 2 contains 210870 members Entering Unmasked Estep Score: -11434754.000000 Penalty: 1123.708008 Iteration 117Q: 3 clusters Score -1.143475e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19713 members Mstep: Class 2 contains 210887 members Entering Unmasked Estep Score: -11434749.000000 Penalty: 1123.708008 Iteration 118Q: 3 clusters Score -1.143475e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19696 members Mstep: Class 2 contains 210904 members Entering Unmasked Estep Score: -11434743.000000 Penalty: 1123.708008 Iteration 119Q: 3 clusters Score -1.143474e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19687 members Mstep: Class 2 contains 210913 members Entering Unmasked Estep Score: -11434736.000000 Penalty: 1123.708008 Iteration 120F: 3 clusters Score -1.143474e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19681 members Mstep: Class 2 contains 210919 members Entering Unmasked Estep Score: -11434732.000000 Penalty: 1123.708008 Iteration 121Q: 3 clusters Score -1.143473e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19677 members Mstep: Class 2 contains 210923 members Entering Unmasked Estep Score: -11434739.000000 Penalty: 1123.708008 Iteration 122Q: 3 clusters Score -1.143474e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19674 members Mstep: Class 2 contains 210926 members Entering Unmasked Estep Score: -11434745.000000 Penalty: 1123.708008 Iteration 123Q: 3 clusters Score -1.143474e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19671 members Mstep: Class 2 contains 210929 members Entering Unmasked Estep Score: -11434736.000000 Penalty: 1123.708008 Iteration 124Q: 3 clusters Score -1.143474e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19664 members Mstep: Class 2 contains 210936 members Entering Unmasked Estep Score: -11434726.000000 Penalty: 1123.708008 Iteration 125Q: 3 clusters Score -1.143473e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19660 members Mstep: Class 2 contains 210940 members Entering Unmasked Estep Score: -11434724.000000 Penalty: 1123.708008 Iteration 126Q: 3 clusters Score -1.143472e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19656 members Mstep: Class 2 contains 210944 members Entering Unmasked Estep Score: -11434723.000000 Penalty: 1123.708008 Iteration 127Q: 3 clusters Score -1.143472e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19650 members Mstep: Class 2 contains 210950 members Entering Unmasked Estep Score: -11434718.000000 Penalty: 1123.708008 Iteration 128Q: 3 clusters Score -1.143472e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19646 members Mstep: Class 2 contains 210954 members Entering Unmasked Estep Score: -11434720.000000 Penalty: 1123.708008 Iteration 129Q: 3 clusters Score -1.143472e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19643 members Mstep: Class 2 contains 210957 members Entering Unmasked Estep Score: -11434715.000000 Penalty: 1123.708008 Iteration 130Q: 3 clusters Score -1.143472e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19641 members Mstep: Class 2 contains 210959 members Entering Unmasked Estep Score: -11434715.000000 Penalty: 1123.708008 Iteration 131Q: 3 clusters Score -1.143472e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19640 members Mstep: Class 2 contains 210960 members Entering Unmasked Estep Score: -11434717.000000 Penalty: 1123.708008 Iteration 132Q: 3 clusters Score -1.143472e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 210961 members Entering Unmasked Estep Score: -11434720.000000 Penalty: 1123.708008 Iteration 133Q: 3 clusters Score -1.143472e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 210961 members Entering Unmasked Estep Score: -11434716.000000 Penalty: 1123.708008 Iteration 134Q: 3 clusters Score -1.143472e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19638 members Mstep: Class 2 contains 210962 members Entering Unmasked Estep Score: -11434722.000000 Penalty: 1123.708008 Iteration 135Q: 3 clusters Score -1.143472e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19637 members Mstep: Class 2 contains 210963 members Entering Unmasked Estep Score: -11434718.000000 Penalty: 1123.708008 Iteration 136Q: 3 clusters Score -1.143472e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19636 members Mstep: Class 2 contains 210964 members Entering Unmasked Estep Score: -11434717.000000 Penalty: 1123.708008 Iteration 137Q: 3 clusters Score -1.143472e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19636 members Mstep: Class 2 contains 210964 members Entering Unmasked Estep Score: -11434717.000000 Penalty: 1123.708008 Iteration 138F: 3 clusters Score -1.143472e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26282 members Mstep: Class 4 contains 19636 members Mstep: Class 5 contains 7534 members Mstep: Class 6 contains 2081 members Mstep: Class 7 contains 789 members Mstep: Class 8 contains 3900 members Mstep: Class 9 contains 165471 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 38691 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4772 members Mstep: Class 16 contains 210964 members Mstep: Class 17 contains 8289 members Mstep: Class 18 contains 2140 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep Score: -24224998.000000 Penalty: 11354.086914 Splitting cluster 4 changes total score from -24217452.000000 to -24224998.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 5 (7534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Entering Unmasked Estep Score: -385298.093750 Penalty: 406.186737 Iteration 0F: 2 clusters Score -385298.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -380241.218750 Penalty: 812.373474 Iteration 0F: 3 clusters Score -380241.2 nChanged 3431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -382445.250000 Penalty: 812.373474 Iteration 1F: 3 clusters Score -382445.2 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -382814.343750 Penalty: 812.373474 Iteration 2F: 3 clusters Score -382814.3 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -383295.468750 Penalty: 812.373474 Iteration 3F: 3 clusters Score -383295.5 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -383786.906250 Penalty: 812.373474 Iteration 4F: 3 clusters Score -383786.9 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -384202.156250 Penalty: 812.373474 Iteration 5F: 3 clusters Score -384202.2 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -384456.656250 Penalty: 812.373474 Iteration 6F: 3 clusters Score -384456.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -384659.343750 Penalty: 812.373474 Iteration 7Q: 3 clusters Score -384659.3 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -384809.875000 Penalty: 812.373474 Iteration 8Q: 3 clusters Score -384809.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -384882.781250 Penalty: 812.373474 Iteration 9Q: 3 clusters Score -384882.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -384928.968750 Penalty: 812.373474 Iteration 10Q: 3 clusters Score -384929 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -384977.281250 Penalty: 812.373474 Iteration 11Q: 3 clusters Score -384977.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -385015.906250 Penalty: 812.373474 Iteration 12Q: 3 clusters Score -385015.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -385044.531250 Penalty: 812.373474 Iteration 13Q: 3 clusters Score -385044.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -385068.031250 Penalty: 812.373474 Iteration 14Q: 3 clusters Score -385068 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -385086.750000 Penalty: 812.373474 Iteration 15Q: 3 clusters Score -385086.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -385107.781250 Penalty: 812.373474 Iteration 16Q: 3 clusters Score -385107.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -385129.031250 Penalty: 812.373474 Iteration 17Q: 3 clusters Score -385129 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -385151.156250 Penalty: 812.373474 Iteration 18Q: 3 clusters Score -385151.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -385166.406250 Penalty: 812.373474 Iteration 19Q: 3 clusters Score -385166.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -385176.000000 Penalty: 812.373474 Iteration 20F: 3 clusters Score -385176 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -385185.937500 Penalty: 812.373474 Iteration 21Q: 3 clusters Score -385185.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -385197.187500 Penalty: 812.373474 Iteration 22Q: 3 clusters Score -385197.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -385200.593750 Penalty: 812.373474 Iteration 23Q: 3 clusters Score -385200.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -385206.281250 Penalty: 812.373474 Iteration 24Q: 3 clusters Score -385206.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -385207.968750 Penalty: 812.373474 Iteration 25Q: 3 clusters Score -385208 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -385209.812500 Penalty: 812.373474 Iteration 26Q: 3 clusters Score -385209.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -385211.406250 Penalty: 812.373474 Iteration 27Q: 3 clusters Score -385211.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -385212.906250 Penalty: 812.373474 Iteration 28Q: 3 clusters Score -385212.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -385213.312500 Penalty: 812.373474 Iteration 29Q: 3 clusters Score -385213.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -385214.500000 Penalty: 812.373474 Iteration 30Q: 3 clusters Score -385214.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -385215.250000 Penalty: 812.373474 Iteration 31Q: 3 clusters Score -385215.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -385215.781250 Penalty: 812.373474 Iteration 32Q: 3 clusters Score -385215.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -385217.468750 Penalty: 812.373474 Iteration 33Q: 3 clusters Score -385217.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -385217.343750 Penalty: 812.373474 Iteration 34Q: 3 clusters Score -385217.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -385217.937500 Penalty: 812.373474 Iteration 35Q: 3 clusters Score -385217.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -385218.125000 Penalty: 812.373474 Iteration 36Q: 3 clusters Score -385218.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -385218.375000 Penalty: 812.373474 Iteration 37Q: 3 clusters Score -385218.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -385219.218750 Penalty: 812.373474 Iteration 38Q: 3 clusters Score -385219.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -385218.906250 Penalty: 812.373474 Iteration 39Q: 3 clusters Score -385218.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -385218.812500 Penalty: 812.373474 Iteration 40F: 3 clusters Score -385218.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Entering Unmasked Estep Score: -101700.453125 Penalty: 347.647491 Iteration 0F: 2 clusters Score -101700.5 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 1036 members Entering Unmasked Estep Score: -100224.078125 Penalty: 695.294983 Iteration 0F: 3 clusters Score -100224.1 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -100668.070312 Penalty: 695.294983 Iteration 1F: 3 clusters Score -100668.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -100727.570312 Penalty: 695.294983 Iteration 2F: 3 clusters Score -100727.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -100773.265625 Penalty: 695.294983 Iteration 3F: 3 clusters Score -100773.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -100807.687500 Penalty: 695.294983 Iteration 4Q: 3 clusters Score -100807.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -100828.523438 Penalty: 695.294983 Iteration 5Q: 3 clusters Score -100828.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -100850.343750 Penalty: 695.294983 Iteration 6Q: 3 clusters Score -100850.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -100885.382812 Penalty: 695.294983 Iteration 7Q: 3 clusters Score -100885.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -100935.460938 Penalty: 695.294983 Iteration 8Q: 3 clusters Score -100935.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -100984.132812 Penalty: 695.294983 Iteration 9Q: 3 clusters Score -100984.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -101038.851562 Penalty: 695.294983 Iteration 10Q: 3 clusters Score -101038.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -101101.164062 Penalty: 695.294983 Iteration 11Q: 3 clusters Score -101101.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -101147.976562 Penalty: 695.294983 Iteration 12Q: 3 clusters Score -101148 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -101196.773438 Penalty: 695.294983 Iteration 13Q: 3 clusters Score -101196.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -101243.140625 Penalty: 695.294983 Iteration 14Q: 3 clusters Score -101243.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -101288.992188 Penalty: 695.294983 Iteration 15Q: 3 clusters Score -101289 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -101329.515625 Penalty: 695.294983 Iteration 16Q: 3 clusters Score -101329.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -101357.101562 Penalty: 695.294983 Iteration 17Q: 3 clusters Score -101357.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -101368.710938 Penalty: 695.294983 Iteration 18Q: 3 clusters Score -101368.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -101373.781250 Penalty: 695.294983 Iteration 19Q: 3 clusters Score -101373.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -101376.937500 Penalty: 695.294983 Iteration 20F: 3 clusters Score -101376.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -101379.562500 Penalty: 695.294983 Iteration 21Q: 3 clusters Score -101379.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -101383.601562 Penalty: 695.294983 Iteration 22Q: 3 clusters Score -101383.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -101387.937500 Penalty: 695.294983 Iteration 23Q: 3 clusters Score -101387.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -101389.359375 Penalty: 695.294983 Iteration 24Q: 3 clusters Score -101389.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -101389.648438 Penalty: 695.294983 Iteration 25Q: 3 clusters Score -101389.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -101389.953125 Penalty: 695.294983 Iteration 26Q: 3 clusters Score -101390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -101389.953125 Penalty: 695.294983 Iteration 27F: 3 clusters Score -101390 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Entering Unmasked Estep Score: -32321.023438 Penalty: 303.519867 Iteration 0F: 2 clusters Score -32321.02 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 403 members Entering Unmasked Estep Score: -31687.951172 Penalty: 607.039734 Iteration 0F: 3 clusters Score -31687.95 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -32148.667969 Penalty: 607.039734 Iteration 1F: 3 clusters Score -32148.67 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -32563.421875 Penalty: 607.039734 Iteration 2F: 3 clusters Score -32563.42 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -32828.566406 Penalty: 607.039734 Iteration 3F: 3 clusters Score -32828.57 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -32965.671875 Penalty: 607.039734 Iteration 4Q: 3 clusters Score -32965.67 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -33128.582031 Penalty: 607.039734 Iteration 5Q: 3 clusters Score -33128.58 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -33397.835938 Penalty: 607.039734 Iteration 6Q: 3 clusters Score -33397.84 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -33709.890625 Penalty: 607.039734 Iteration 7F: 3 clusters Score -33709.89 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -34069.375000 Penalty: 607.039734 Iteration 8F: 3 clusters Score -34069.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -34209.609375 Penalty: 607.039734 Iteration 9Q: 3 clusters Score -34209.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -34249.332031 Penalty: 607.039734 Iteration 10Q: 3 clusters Score -34249.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -34276.472656 Penalty: 607.039734 Iteration 11Q: 3 clusters Score -34276.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -34291.992188 Penalty: 607.039734 Iteration 12Q: 3 clusters Score -34291.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -34291.992188 Penalty: 607.039734 Iteration 13F: 3 clusters Score -34291.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26282 members Mstep: Class 4 contains 19636 members Mstep: Class 5 contains 7534 members Mstep: Class 6 contains 2081 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 3900 members Mstep: Class 9 contains 165471 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 38691 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 1113 members Mstep: Class 15 contains 4772 members Mstep: Class 16 contains 210964 members Mstep: Class 17 contains 8289 members Mstep: Class 18 contains 2140 members Mstep: Class 19 contains 2519 members Mstep: Class 20 contains 410 members Entering Unmasked Estep Score: -24226670.000000 Penalty: 11951.669922 Splitting cluster 7 changes total score from -24217452.000000 to -24226670.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 8 (3900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Entering Unmasked Estep Score: -209927.421875 Penalty: 376.227295 Iteration 0F: 2 clusters Score -209927.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -207227.484375 Penalty: 752.454590 Iteration 0F: 3 clusters Score -207227.5 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -208141.937500 Penalty: 752.454590 Iteration 1F: 3 clusters Score -208141.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -208252.203125 Penalty: 752.454590 Iteration 2F: 3 clusters Score -208252.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -208365.593750 Penalty: 752.454590 Iteration 3F: 3 clusters Score -208365.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -208532.265625 Penalty: 752.454590 Iteration 4F: 3 clusters Score -208532.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -208765.375000 Penalty: 752.454590 Iteration 5F: 3 clusters Score -208765.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -209042.421875 Penalty: 752.454590 Iteration 6F: 3 clusters Score -209042.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -209291.406250 Penalty: 752.454590 Iteration 7F: 3 clusters Score -209291.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -209432.593750 Penalty: 752.454590 Iteration 8Q: 3 clusters Score -209432.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -209503.265625 Penalty: 752.454590 Iteration 9Q: 3 clusters Score -209503.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -209540.187500 Penalty: 752.454590 Iteration 10Q: 3 clusters Score -209540.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -209565.562500 Penalty: 752.454590 Iteration 11Q: 3 clusters Score -209565.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -209582.984375 Penalty: 752.454590 Iteration 12Q: 3 clusters Score -209583 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -209598.968750 Penalty: 752.454590 Iteration 13Q: 3 clusters Score -209599 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -209606.937500 Penalty: 752.454590 Iteration 14Q: 3 clusters Score -209606.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -209613.453125 Penalty: 752.454590 Iteration 15Q: 3 clusters Score -209613.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -209615.125000 Penalty: 752.454590 Iteration 16Q: 3 clusters Score -209615.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -209617.296875 Penalty: 752.454590 Iteration 17Q: 3 clusters Score -209617.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -209621.718750 Penalty: 752.454590 Iteration 18Q: 3 clusters Score -209621.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -209629.875000 Penalty: 752.454590 Iteration 19Q: 3 clusters Score -209629.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -209636.781250 Penalty: 752.454590 Iteration 20F: 3 clusters Score -209636.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -209644.906250 Penalty: 752.454590 Iteration 21Q: 3 clusters Score -209644.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -209648.609375 Penalty: 752.454590 Iteration 22Q: 3 clusters Score -209648.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -209654.984375 Penalty: 752.454590 Iteration 23Q: 3 clusters Score -209655 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -209658.046875 Penalty: 752.454590 Iteration 24Q: 3 clusters Score -209658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -209658.562500 Penalty: 752.454590 Iteration 25Q: 3 clusters Score -209658.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -209659.312500 Penalty: 752.454590 Iteration 26Q: 3 clusters Score -209659.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -209660.484375 Penalty: 752.454590 Iteration 27Q: 3 clusters Score -209660.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -209661.109375 Penalty: 752.454590 Iteration 28Q: 3 clusters Score -209661.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -209661.109375 Penalty: 752.454590 Iteration 29F: 3 clusters Score -209661.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (165471 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165471 members Entering Unmasked Estep Score: -8327506.500000 Penalty: 546.753052 Iteration 0F: 2 clusters Score -8327506 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83193 members Mstep: Class 2 contains 82278 members Entering Unmasked Estep Score: -8227924.000000 Penalty: 1093.506104 Iteration 0F: 3 clusters Score -8227924 nChanged 81215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101534 members Mstep: Class 2 contains 63937 members Entering Unmasked Estep Score: -8281206.000000 Penalty: 1093.506104 Iteration 1F: 3 clusters Score -8281206 nChanged 10865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111425 members Mstep: Class 2 contains 54046 members Entering Unmasked Estep Score: -8286772.000000 Penalty: 1093.506104 Iteration 2F: 3 clusters Score -8286772 nChanged 12800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123401 members Mstep: Class 2 contains 42070 members Entering Unmasked Estep Score: -8294603.500000 Penalty: 1093.506104 Iteration 3F: 3 clusters Score -8294604 nChanged 12799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135526 members Mstep: Class 2 contains 29945 members Entering Unmasked Estep Score: -8303402.000000 Penalty: 1093.506104 Iteration 4F: 3 clusters Score -8303402 nChanged 9898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144918 members Mstep: Class 2 contains 20553 members Entering Unmasked Estep Score: -8310500.000000 Penalty: 1093.506104 Iteration 5F: 3 clusters Score -8310500 nChanged 6168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150504 members Mstep: Class 2 contains 14967 members Entering Unmasked Estep Score: -8315043.000000 Penalty: 1093.506104 Iteration 6Q: 3 clusters Score -8315043 nChanged 3752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153410 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -8317849.500000 Penalty: 1093.506104 Iteration 7Q: 3 clusters Score -8317850 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155198 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -8319527.500000 Penalty: 1093.506104 Iteration 8Q: 3 clusters Score -8319528 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156636 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -8320564.500000 Penalty: 1093.506104 Iteration 9Q: 3 clusters Score -8320564 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157905 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -8321411.500000 Penalty: 1093.506104 Iteration 10Q: 3 clusters Score -8321412 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159071 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -8322264.500000 Penalty: 1093.506104 Iteration 11Q: 3 clusters Score -8322264 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160110 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -8322952.000000 Penalty: 1093.506104 Iteration 12Q: 3 clusters Score -8322952 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161037 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -8323621.000000 Penalty: 1093.506104 Iteration 13Q: 3 clusters Score -8323621 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161856 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -8324215.000000 Penalty: 1093.506104 Iteration 14Q: 3 clusters Score -8324215 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162516 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -8324701.000000 Penalty: 1093.506104 Iteration 15Q: 3 clusters Score -8324701 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163078 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -8325141.000000 Penalty: 1093.506104 Iteration 16Q: 3 clusters Score -8325141 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163530 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -8325495.500000 Penalty: 1093.506104 Iteration 17Q: 3 clusters Score -8325496 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163864 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -8325771.500000 Penalty: 1093.506104 Iteration 18Q: 3 clusters Score -8325772 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164138 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -8325988.500000 Penalty: 1093.506104 Iteration 19Q: 3 clusters Score -8325988 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164360 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -8326141.500000 Penalty: 1093.506104 Iteration 20F: 3 clusters Score -8326142 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164527 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -8326289.000000 Penalty: 1093.506104 Iteration 21Q: 3 clusters Score -8326289 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164655 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -8326404.000000 Penalty: 1093.506104 Iteration 22Q: 3 clusters Score -8326404 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164778 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -8326506.500000 Penalty: 1093.506104 Iteration 23Q: 3 clusters Score -8326506 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164880 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -8326598.500000 Penalty: 1093.506104 Iteration 24Q: 3 clusters Score -8326598 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164949 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -8326673.000000 Penalty: 1093.506104 Iteration 25Q: 3 clusters Score -8326673 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165011 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -8326753.000000 Penalty: 1093.506104 Iteration 26Q: 3 clusters Score -8326753 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165059 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -8326816.000000 Penalty: 1093.506104 Iteration 27Q: 3 clusters Score -8326816 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165088 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -8326841.500000 Penalty: 1093.506104 Iteration 28Q: 3 clusters Score -8326842 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165104 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -8326858.500000 Penalty: 1093.506104 Iteration 29Q: 3 clusters Score -8326858 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165123 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -8326872.000000 Penalty: 1093.506104 Iteration 30Q: 3 clusters Score -8326872 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165133 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -8326885.000000 Penalty: 1093.506104 Iteration 31Q: 3 clusters Score -8326885 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165145 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -8326892.000000 Penalty: 1093.506104 Iteration 32Q: 3 clusters Score -8326892 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165156 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -8326903.000000 Penalty: 1093.506104 Iteration 33Q: 3 clusters Score -8326903 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165173 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -8326912.500000 Penalty: 1093.506104 Iteration 34Q: 3 clusters Score -8326912 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165183 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -8326930.000000 Penalty: 1093.506104 Iteration 35Q: 3 clusters Score -8326930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165193 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -8326937.000000 Penalty: 1093.506104 Iteration 36Q: 3 clusters Score -8326937 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165201 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -8326946.500000 Penalty: 1093.506104 Iteration 37Q: 3 clusters Score -8326946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165214 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -8326957.000000 Penalty: 1093.506104 Iteration 38Q: 3 clusters Score -8326957 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165223 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -8326965.000000 Penalty: 1093.506104 Iteration 39Q: 3 clusters Score -8326965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165230 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -8326971.500000 Penalty: 1093.506104 Iteration 40F: 3 clusters Score -8326972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165236 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -8326969.000000 Penalty: 1093.506104 Iteration 41Q: 3 clusters Score -8326969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165240 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -8326967.500000 Penalty: 1093.506104 Iteration 42Q: 3 clusters Score -8326968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165243 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -8326971.000000 Penalty: 1093.506104 Iteration 43Q: 3 clusters Score -8326971 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165244 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -8326979.500000 Penalty: 1093.506104 Iteration 44Q: 3 clusters Score -8326980 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165243 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -8326979.000000 Penalty: 1093.506104 Iteration 45Q: 3 clusters Score -8326979 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165246 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -8326978.000000 Penalty: 1093.506104 Iteration 46Q: 3 clusters Score -8326978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165246 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -8326979.500000 Penalty: 1093.506104 Iteration 47Q: 3 clusters Score -8326980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165246 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -8326979.500000 Penalty: 1093.506104 Iteration 48F: 3 clusters Score -8326980 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Entering Unmasked Estep Score: -70582.265625 Penalty: 331.490570 Iteration 0F: 2 clusters Score -70582.27 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 700 members Entering Unmasked Estep Score: -69490.726562 Penalty: 662.981140 Iteration 0F: 3 clusters Score -69490.73 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -69861.976562 Penalty: 662.981140 Iteration 1F: 3 clusters Score -69861.98 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -69933.734375 Penalty: 662.981140 Iteration 2F: 3 clusters Score -69933.73 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -70017.906250 Penalty: 662.981140 Iteration 3F: 3 clusters Score -70017.91 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -70099.085938 Penalty: 662.981140 Iteration 4F: 3 clusters Score -70099.09 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -70155.406250 Penalty: 662.981140 Iteration 5F: 3 clusters Score -70155.41 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -70186.203125 Penalty: 662.981140 Iteration 6Q: 3 clusters Score -70186.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -70207.742188 Penalty: 662.981140 Iteration 7Q: 3 clusters Score -70207.74 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -70225.117188 Penalty: 662.981140 Iteration 8Q: 3 clusters Score -70225.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -70236.421875 Penalty: 662.981140 Iteration 9Q: 3 clusters Score -70236.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -70245.960938 Penalty: 662.981140 Iteration 10Q: 3 clusters Score -70245.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -70255.507812 Penalty: 662.981140 Iteration 11Q: 3 clusters Score -70255.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -70263.671875 Penalty: 662.981140 Iteration 12Q: 3 clusters Score -70263.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -70269.890625 Penalty: 662.981140 Iteration 13Q: 3 clusters Score -70269.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -70277.476562 Penalty: 662.981140 Iteration 14Q: 3 clusters Score -70277.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -70286.695312 Penalty: 662.981140 Iteration 15Q: 3 clusters Score -70286.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -70291.765625 Penalty: 662.981140 Iteration 16Q: 3 clusters Score -70291.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -70295.304688 Penalty: 662.981140 Iteration 17Q: 3 clusters Score -70295.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -70297.578125 Penalty: 662.981140 Iteration 18Q: 3 clusters Score -70297.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -70300.406250 Penalty: 662.981140 Iteration 19Q: 3 clusters Score -70300.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -70302.859375 Penalty: 662.981140 Iteration 20F: 3 clusters Score -70302.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -70305.820312 Penalty: 662.981140 Iteration 21Q: 3 clusters Score -70305.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -70309.906250 Penalty: 662.981140 Iteration 22Q: 3 clusters Score -70309.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -70315.062500 Penalty: 662.981140 Iteration 23Q: 3 clusters Score -70315.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -70320.367188 Penalty: 662.981140 Iteration 24Q: 3 clusters Score -70320.37 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -70329.851562 Penalty: 662.981140 Iteration 25Q: 3 clusters Score -70329.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -70342.648438 Penalty: 662.981140 Iteration 26Q: 3 clusters Score -70342.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -70352.140625 Penalty: 662.981140 Iteration 27Q: 3 clusters Score -70352.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -70361.265625 Penalty: 662.981140 Iteration 28Q: 3 clusters Score -70361.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -70366.687500 Penalty: 662.981140 Iteration 29Q: 3 clusters Score -70366.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -70370.773438 Penalty: 662.981140 Iteration 30Q: 3 clusters Score -70370.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70372.804688 Penalty: 662.981140 Iteration 31Q: 3 clusters Score -70372.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -70377.179688 Penalty: 662.981140 Iteration 32Q: 3 clusters Score -70377.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70381.695312 Penalty: 662.981140 Iteration 33Q: 3 clusters Score -70381.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70384.726562 Penalty: 662.981140 Iteration 34Q: 3 clusters Score -70384.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -70386.437500 Penalty: 662.981140 Iteration 35Q: 3 clusters Score -70386.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -70387.843750 Penalty: 662.981140 Iteration 36Q: 3 clusters Score -70387.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -70389.218750 Penalty: 662.981140 Iteration 37Q: 3 clusters Score -70389.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -70391.460938 Penalty: 662.981140 Iteration 38Q: 3 clusters Score -70391.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -70391.460938 Penalty: 662.981140 Iteration 39F: 3 clusters Score -70391.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (38691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38691 members Entering Unmasked Estep Score: -1822882.625000 Penalty: 480.632965 Iteration 0F: 2 clusters Score -1822883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19406 members Mstep: Class 2 contains 19285 members Entering Unmasked Estep Score: -1796874.750000 Penalty: 961.265930 Iteration 0F: 3 clusters Score -1796875 nChanged 18678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19376 members Mstep: Class 2 contains 19315 members Entering Unmasked Estep Score: -1808239.125000 Penalty: 961.265930 Iteration 1F: 3 clusters Score -1808239 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19143 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -1809209.250000 Penalty: 961.265930 Iteration 2F: 3 clusters Score -1809209 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18909 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -1810447.000000 Penalty: 961.265930 Iteration 3F: 3 clusters Score -1810447 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18731 members Mstep: Class 2 contains 19960 members Entering Unmasked Estep Score: -1811821.375000 Penalty: 961.265930 Iteration 4F: 3 clusters Score -1811821 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18607 members Mstep: Class 2 contains 20084 members Entering Unmasked Estep Score: -1813138.625000 Penalty: 961.265930 Iteration 5F: 3 clusters Score -1813139 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18561 members Mstep: Class 2 contains 20130 members Entering Unmasked Estep Score: -1814272.500000 Penalty: 961.265930 Iteration 6F: 3 clusters Score -1814272 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18485 members Mstep: Class 2 contains 20206 members Entering Unmasked Estep Score: -1815191.250000 Penalty: 961.265930 Iteration 7Q: 3 clusters Score -1815191 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18385 members Mstep: Class 2 contains 20306 members Entering Unmasked Estep Score: -1815726.125000 Penalty: 961.265930 Iteration 8Q: 3 clusters Score -1815726 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18195 members Mstep: Class 2 contains 20496 members Entering Unmasked Estep Score: -1816007.500000 Penalty: 961.265930 Iteration 9Q: 3 clusters Score -1816008 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17992 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -1816149.375000 Penalty: 961.265930 Iteration 10Q: 3 clusters Score -1816149 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17747 members Mstep: Class 2 contains 20944 members Entering Unmasked Estep Score: -1816227.625000 Penalty: 961.265930 Iteration 11Q: 3 clusters Score -1816228 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17474 members Mstep: Class 2 contains 21217 members Entering Unmasked Estep Score: -1816308.000000 Penalty: 961.265930 Iteration 12Q: 3 clusters Score -1816308 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17157 members Mstep: Class 2 contains 21534 members Entering Unmasked Estep Score: -1816403.000000 Penalty: 961.265930 Iteration 13Q: 3 clusters Score -1816403 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16796 members Mstep: Class 2 contains 21895 members Entering Unmasked Estep Score: -1816510.375000 Penalty: 961.265930 Iteration 14Q: 3 clusters Score -1816510 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16422 members Mstep: Class 2 contains 22269 members Entering Unmasked Estep Score: -1816626.875000 Penalty: 961.265930 Iteration 15Q: 3 clusters Score -1816627 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15968 members Mstep: Class 2 contains 22723 members Entering Unmasked Estep Score: -1816782.375000 Penalty: 961.265930 Iteration 16Q: 3 clusters Score -1816782 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15456 members Mstep: Class 2 contains 23235 members Entering Unmasked Estep Score: -1816951.500000 Penalty: 961.265930 Iteration 17Q: 3 clusters Score -1816952 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14894 members Mstep: Class 2 contains 23797 members Entering Unmasked Estep Score: -1817143.500000 Penalty: 961.265930 Iteration 18Q: 3 clusters Score -1817144 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 24347 members Entering Unmasked Estep Score: -1817318.875000 Penalty: 961.265930 Iteration 19Q: 3 clusters Score -1817319 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 24888 members Entering Unmasked Estep Score: -1817502.375000 Penalty: 961.265930 Iteration 20F: 3 clusters Score -1817502 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 25453 members Entering Unmasked Estep Score: -1817686.625000 Penalty: 961.265930 Iteration 21Q: 3 clusters Score -1817687 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 26043 members Entering Unmasked Estep Score: -1817885.875000 Penalty: 961.265930 Iteration 22Q: 3 clusters Score -1817886 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 26660 members Entering Unmasked Estep Score: -1818110.625000 Penalty: 961.265930 Iteration 23Q: 3 clusters Score -1818111 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 27358 members Entering Unmasked Estep Score: -1818391.625000 Penalty: 961.265930 Iteration 24Q: 3 clusters Score -1818392 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10606 members Mstep: Class 2 contains 28085 members Entering Unmasked Estep Score: -1818678.750000 Penalty: 961.265930 Iteration 25Q: 3 clusters Score -1818679 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 28780 members Entering Unmasked Estep Score: -1818961.125000 Penalty: 961.265930 Iteration 26Q: 3 clusters Score -1818961 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9237 members Mstep: Class 2 contains 29454 members Entering Unmasked Estep Score: -1819236.750000 Penalty: 961.265930 Iteration 27Q: 3 clusters Score -1819237 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 30092 members Entering Unmasked Estep Score: -1819472.375000 Penalty: 961.265930 Iteration 28Q: 3 clusters Score -1819472 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 30726 members Entering Unmasked Estep Score: -1819739.375000 Penalty: 961.265930 Iteration 29Q: 3 clusters Score -1819739 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 31370 members Entering Unmasked Estep Score: -1820025.125000 Penalty: 961.265930 Iteration 30Q: 3 clusters Score -1820025 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 31993 members Entering Unmasked Estep Score: -1820289.500000 Penalty: 961.265930 Iteration 31Q: 3 clusters Score -1820290 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 32560 members Entering Unmasked Estep Score: -1820522.250000 Penalty: 961.265930 Iteration 32Q: 3 clusters Score -1820522 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 33127 members Entering Unmasked Estep Score: -1820766.375000 Penalty: 961.265930 Iteration 33Q: 3 clusters Score -1820766 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 33670 members Entering Unmasked Estep Score: -1820998.500000 Penalty: 961.265930 Iteration 34Q: 3 clusters Score -1820998 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 34171 members Entering Unmasked Estep Score: -1821203.750000 Penalty: 961.265930 Iteration 35Q: 3 clusters Score -1821204 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 34595 members Entering Unmasked Estep Score: -1821363.125000 Penalty: 961.265930 Iteration 36Q: 3 clusters Score -1821363 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 34967 members Entering Unmasked Estep Score: -1821493.500000 Penalty: 961.265930 Iteration 37Q: 3 clusters Score -1821494 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 35290 members Entering Unmasked Estep Score: -1821592.750000 Penalty: 961.265930 Iteration 38Q: 3 clusters Score -1821593 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 35564 members Entering Unmasked Estep Score: -1821684.250000 Penalty: 961.265930 Iteration 39Q: 3 clusters Score -1821684 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 35822 members Entering Unmasked Estep Score: -1821794.875000 Penalty: 961.265930 Iteration 40F: 3 clusters Score -1821795 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 36106 members Entering Unmasked Estep Score: -1821918.000000 Penalty: 961.265930 Iteration 41Q: 3 clusters Score -1821918 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 36366 members Entering Unmasked Estep Score: -1822014.000000 Penalty: 961.265930 Iteration 42Q: 3 clusters Score -1822014 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 36603 members Entering Unmasked Estep Score: -1822117.500000 Penalty: 961.265930 Iteration 43Q: 3 clusters Score -1822118 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 36821 members Entering Unmasked Estep Score: -1822210.625000 Penalty: 961.265930 Iteration 44Q: 3 clusters Score -1822211 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 37014 members Entering Unmasked Estep Score: -1822297.875000 Penalty: 961.265930 Iteration 45Q: 3 clusters Score -1822298 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 37157 members Entering Unmasked Estep Score: -1822348.125000 Penalty: 961.265930 Iteration 46Q: 3 clusters Score -1822348 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 37264 members Entering Unmasked Estep Score: -1822381.750000 Penalty: 961.265930 Iteration 47Q: 3 clusters Score -1822382 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 37353 members Entering Unmasked Estep Score: -1822409.000000 Penalty: 961.265930 Iteration 48Q: 3 clusters Score -1822409 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 37439 members Entering Unmasked Estep Score: -1822450.000000 Penalty: 961.265930 Iteration 49Q: 3 clusters Score -1822450 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 37516 members Entering Unmasked Estep Score: -1822469.375000 Penalty: 961.265930 Iteration 50Q: 3 clusters Score -1822469 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 37592 members Entering Unmasked Estep Score: -1822504.625000 Penalty: 961.265930 Iteration 51Q: 3 clusters Score -1822505 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 37659 members Entering Unmasked Estep Score: -1822527.000000 Penalty: 961.265930 Iteration 52Q: 3 clusters Score -1822527 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 37713 members Entering Unmasked Estep Score: -1822538.250000 Penalty: 961.265930 Iteration 53Q: 3 clusters Score -1822538 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 37755 members Entering Unmasked Estep Score: -1822551.750000 Penalty: 961.265930 Iteration 54Q: 3 clusters Score -1822552 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 37796 members Entering Unmasked Estep Score: -1822562.500000 Penalty: 961.265930 Iteration 55Q: 3 clusters Score -1822562 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 37832 members Entering Unmasked Estep Score: -1822567.750000 Penalty: 961.265930 Iteration 56Q: 3 clusters Score -1822568 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 37857 members Entering Unmasked Estep Score: -1822575.125000 Penalty: 961.265930 Iteration 57Q: 3 clusters Score -1822575 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 37872 members Entering Unmasked Estep Score: -1822578.625000 Penalty: 961.265930 Iteration 58Q: 3 clusters Score -1822579 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 37884 members Entering Unmasked Estep Score: -1822584.000000 Penalty: 961.265930 Iteration 59Q: 3 clusters Score -1822584 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 37896 members Entering Unmasked Estep Score: -1822585.875000 Penalty: 961.265930 Iteration 60F: 3 clusters Score -1822586 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 37904 members Entering Unmasked Estep Score: -1822587.500000 Penalty: 961.265930 Iteration 61Q: 3 clusters Score -1822588 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 37912 members Entering Unmasked Estep Score: -1822589.250000 Penalty: 961.265930 Iteration 62Q: 3 clusters Score -1822589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 37919 members Entering Unmasked Estep Score: -1822593.250000 Penalty: 961.265930 Iteration 63Q: 3 clusters Score -1822593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 37926 members Entering Unmasked Estep Score: -1822596.375000 Penalty: 961.265930 Iteration 64Q: 3 clusters Score -1822596 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 37935 members Entering Unmasked Estep Score: -1822598.625000 Penalty: 961.265930 Iteration 65Q: 3 clusters Score -1822599 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 37943 members Entering Unmasked Estep Score: -1822600.375000 Penalty: 961.265930 Iteration 66Q: 3 clusters Score -1822600 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 37953 members Entering Unmasked Estep Score: -1822598.375000 Penalty: 961.265930 Iteration 67Q: 3 clusters Score -1822598 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 37959 members Entering Unmasked Estep Score: -1822599.125000 Penalty: 961.265930 Iteration 68Q: 3 clusters Score -1822599 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 37964 members Entering Unmasked Estep Score: -1822602.000000 Penalty: 961.265930 Iteration 69Q: 3 clusters Score -1822602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 37971 members Entering Unmasked Estep Score: -1822606.000000 Penalty: 961.265930 Iteration 70Q: 3 clusters Score -1822606 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 37982 members Entering Unmasked Estep Score: -1822606.750000 Penalty: 961.265930 Iteration 71Q: 3 clusters Score -1822607 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 37994 members Entering Unmasked Estep Score: -1822609.375000 Penalty: 961.265930 Iteration 72Q: 3 clusters Score -1822609 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 38005 members Entering Unmasked Estep Score: -1822613.500000 Penalty: 961.265930 Iteration 73Q: 3 clusters Score -1822614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 38010 members Entering Unmasked Estep Score: -1822614.000000 Penalty: 961.265930 Iteration 74Q: 3 clusters Score -1822614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 38013 members Entering Unmasked Estep Score: -1822613.375000 Penalty: 961.265930 Iteration 75Q: 3 clusters Score -1822613 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 38018 members Entering Unmasked Estep Score: -1822614.625000 Penalty: 961.265930 Iteration 76Q: 3 clusters Score -1822615 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 38023 members Entering Unmasked Estep Score: -1822615.375000 Penalty: 961.265930 Iteration 77Q: 3 clusters Score -1822615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 38025 members Entering Unmasked Estep Score: -1822614.625000 Penalty: 961.265930 Iteration 78Q: 3 clusters Score -1822615 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 38029 members Entering Unmasked Estep Score: -1822615.500000 Penalty: 961.265930 Iteration 79Q: 3 clusters Score -1822616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 38031 members Entering Unmasked Estep Score: -1822617.000000 Penalty: 961.265930 Iteration 80F: 3 clusters Score -1822617 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 38035 members Entering Unmasked Estep Score: -1822617.125000 Penalty: 961.265930 Iteration 81Q: 3 clusters Score -1822617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 38037 members Entering Unmasked Estep Score: -1822618.750000 Penalty: 961.265930 Iteration 82Q: 3 clusters Score -1822619 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 38039 members Entering Unmasked Estep Score: -1822618.375000 Penalty: 961.265930 Iteration 83Q: 3 clusters Score -1822618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 38041 members Entering Unmasked Estep Score: -1822618.125000 Penalty: 961.265930 Iteration 84Q: 3 clusters Score -1822618 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 38044 members Entering Unmasked Estep Score: -1822620.000000 Penalty: 961.265930 Iteration 85Q: 3 clusters Score -1822620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 38049 members Entering Unmasked Estep Score: -1822622.375000 Penalty: 961.265930 Iteration 86Q: 3 clusters Score -1822622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 38053 members Entering Unmasked Estep Score: -1822622.000000 Penalty: 961.265930 Iteration 87Q: 3 clusters Score -1822622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 38062 members Entering Unmasked Estep Score: -1822624.875000 Penalty: 961.265930 Iteration 88Q: 3 clusters Score -1822625 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 38066 members Entering Unmasked Estep Score: -1822625.625000 Penalty: 961.265930 Iteration 89Q: 3 clusters Score -1822626 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 38069 members Entering Unmasked Estep Score: -1822627.125000 Penalty: 961.265930 Iteration 90Q: 3 clusters Score -1822627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 38071 members Entering Unmasked Estep Score: -1822625.500000 Penalty: 961.265930 Iteration 91Q: 3 clusters Score -1822626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 38073 members Entering Unmasked Estep Score: -1822625.000000 Penalty: 961.265930 Iteration 92Q: 3 clusters Score -1822625 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 38074 members Entering Unmasked Estep Score: -1822624.750000 Penalty: 961.265930 Iteration 93Q: 3 clusters Score -1822625 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 38075 members Entering Unmasked Estep Score: -1822623.375000 Penalty: 961.265930 Iteration 94Q: 3 clusters Score -1822623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 38075 members Entering Unmasked Estep Score: -1822623.375000 Penalty: 961.265930 Iteration 95F: 3 clusters Score -1822623 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -19363.271484 Penalty: 275.583679 Iteration 0F: 2 clusters Score -19363.27 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 228 members Entering Unmasked Estep Score: -18981.289062 Penalty: 551.167358 Iteration 0F: 3 clusters Score -18981.29 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -19159.013672 Penalty: 551.167358 Iteration 1F: 3 clusters Score -19159.01 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -19226.689453 Penalty: 551.167358 Iteration 2F: 3 clusters Score -19226.69 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -19279.781250 Penalty: 551.167358 Iteration 3F: 3 clusters Score -19279.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -19297.773438 Penalty: 551.167358 Iteration 4Q: 3 clusters Score -19297.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -19309.609375 Penalty: 551.167358 Iteration 5Q: 3 clusters Score -19309.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19319.585938 Penalty: 551.167358 Iteration 6Q: 3 clusters Score -19319.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -19327.830078 Penalty: 551.167358 Iteration 7Q: 3 clusters Score -19327.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -19331.207031 Penalty: 551.167358 Iteration 8Q: 3 clusters Score -19331.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -19332.328125 Penalty: 551.167358 Iteration 9Q: 3 clusters Score -19332.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -19335.691406 Penalty: 551.167358 Iteration 10Q: 3 clusters Score -19335.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -19339.701172 Penalty: 551.167358 Iteration 11Q: 3 clusters Score -19339.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -19339.701172 Penalty: 551.167358 Iteration 12F: 3 clusters Score -19339.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Entering Unmasked Estep Score: -104661.468750 Penalty: 346.675140 Iteration 0F: 2 clusters Score -104661.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -103210.781250 Penalty: 693.350281 Iteration 0F: 3 clusters Score -103210.8 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -103653.992188 Penalty: 693.350281 Iteration 1F: 3 clusters Score -103654 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -103724.273438 Penalty: 693.350281 Iteration 2F: 3 clusters Score -103724.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -103800.476562 Penalty: 693.350281 Iteration 3F: 3 clusters Score -103800.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -103880.648438 Penalty: 693.350281 Iteration 4F: 3 clusters Score -103880.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -103974.398438 Penalty: 693.350281 Iteration 5F: 3 clusters Score -103974.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -104063.125000 Penalty: 693.350281 Iteration 6F: 3 clusters Score -104063.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -104161.375000 Penalty: 693.350281 Iteration 7F: 3 clusters Score -104161.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -104251.664062 Penalty: 693.350281 Iteration 8F: 3 clusters Score -104251.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -104299.539062 Penalty: 693.350281 Iteration 9Q: 3 clusters Score -104299.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -104323.312500 Penalty: 693.350281 Iteration 10Q: 3 clusters Score -104323.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -104336.468750 Penalty: 693.350281 Iteration 11Q: 3 clusters Score -104336.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -104347.406250 Penalty: 693.350281 Iteration 12Q: 3 clusters Score -104347.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -104366.914062 Penalty: 693.350281 Iteration 13Q: 3 clusters Score -104366.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -104404.625000 Penalty: 693.350281 Iteration 14Q: 3 clusters Score -104404.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -104424.078125 Penalty: 693.350281 Iteration 15Q: 3 clusters Score -104424.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -104430.929688 Penalty: 693.350281 Iteration 16Q: 3 clusters Score -104430.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -104433.156250 Penalty: 693.350281 Iteration 17Q: 3 clusters Score -104433.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -104435.625000 Penalty: 693.350281 Iteration 18Q: 3 clusters Score -104435.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -104439.046875 Penalty: 693.350281 Iteration 19Q: 3 clusters Score -104439 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -104441.312500 Penalty: 693.350281 Iteration 20F: 3 clusters Score -104441.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -104442.218750 Penalty: 693.350281 Iteration 21Q: 3 clusters Score -104442.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -104442.570312 Penalty: 693.350281 Iteration 22Q: 3 clusters Score -104442.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -104442.640625 Penalty: 693.350281 Iteration 23Q: 3 clusters Score -104442.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -104442.640625 Penalty: 693.350281 Iteration 24F: 3 clusters Score -104442.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Entering Unmasked Estep Score: -43958.894531 Penalty: 319.174042 Iteration 0F: 2 clusters Score -43958.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -43259.210938 Penalty: 638.348083 Iteration 0F: 3 clusters Score -43259.21 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -43884.867188 Penalty: 638.348083 Iteration 1F: 3 clusters Score -43884.87 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -44045.894531 Penalty: 638.348083 Iteration 2F: 3 clusters Score -44045.89 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -44221.750000 Penalty: 638.348083 Iteration 3F: 3 clusters Score -44221.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -44301.132812 Penalty: 638.348083 Iteration 4Q: 3 clusters Score -44301.13 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -44351.468750 Penalty: 638.348083 Iteration 5Q: 3 clusters Score -44351.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -44372.187500 Penalty: 638.348083 Iteration 6Q: 3 clusters Score -44372.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -44388.308594 Penalty: 638.348083 Iteration 7Q: 3 clusters Score -44388.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -44400.347656 Penalty: 638.348083 Iteration 8Q: 3 clusters Score -44400.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -44405.929688 Penalty: 638.348083 Iteration 9Q: 3 clusters Score -44405.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -44414.207031 Penalty: 638.348083 Iteration 10Q: 3 clusters Score -44414.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -44423.445312 Penalty: 638.348083 Iteration 11Q: 3 clusters Score -44423.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -44433.710938 Penalty: 638.348083 Iteration 12Q: 3 clusters Score -44433.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -44442.601562 Penalty: 638.348083 Iteration 13Q: 3 clusters Score -44442.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -44455.671875 Penalty: 638.348083 Iteration 14Q: 3 clusters Score -44455.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -44459.140625 Penalty: 638.348083 Iteration 15Q: 3 clusters Score -44459.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -44467.210938 Penalty: 638.348083 Iteration 16Q: 3 clusters Score -44467.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -44476.218750 Penalty: 638.348083 Iteration 17Q: 3 clusters Score -44476.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -44479.878906 Penalty: 638.348083 Iteration 18Q: 3 clusters Score -44479.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -44482.921875 Penalty: 638.348083 Iteration 19Q: 3 clusters Score -44482.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -44503.687500 Penalty: 638.348083 Iteration 20F: 3 clusters Score -44503.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -44549.167969 Penalty: 638.348083 Iteration 21Q: 3 clusters Score -44549.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -44602.121094 Penalty: 638.348083 Iteration 22Q: 3 clusters Score -44602.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -44627.031250 Penalty: 638.348083 Iteration 23Q: 3 clusters Score -44627.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -44632.625000 Penalty: 638.348083 Iteration 24Q: 3 clusters Score -44632.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -44640.351562 Penalty: 638.348083 Iteration 25Q: 3 clusters Score -44640.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -44651.187500 Penalty: 638.348083 Iteration 26Q: 3 clusters Score -44651.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -44655.171875 Penalty: 638.348083 Iteration 27Q: 3 clusters Score -44655.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -44655.171875 Penalty: 638.348083 Iteration 28F: 3 clusters Score -44655.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26282 members Mstep: Class 4 contains 19636 members Mstep: Class 5 contains 7534 members Mstep: Class 6 contains 2081 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 3900 members Mstep: Class 9 contains 165471 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 38691 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 959 members Mstep: Class 15 contains 4772 members Mstep: Class 16 contains 210964 members Mstep: Class 17 contains 8289 members Mstep: Class 18 contains 2140 members Mstep: Class 19 contains 2519 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 154 members Entering Unmasked Estep Score: -24227078.000000 Penalty: 12549.253906 Splitting cluster 14 changes total score from -24217452.000000 to -24227078.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 15 (4772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Entering Unmasked Estep Score: -229945.359375 Penalty: 385.408691 Iteration 0F: 2 clusters Score -229945.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -226763.609375 Penalty: 770.817383 Iteration 0F: 3 clusters Score -226763.6 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -227937.531250 Penalty: 770.817383 Iteration 1F: 3 clusters Score -227937.5 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -228104.078125 Penalty: 770.817383 Iteration 2F: 3 clusters Score -228104.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -228277.875000 Penalty: 770.817383 Iteration 3F: 3 clusters Score -228277.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -228439.484375 Penalty: 770.817383 Iteration 4F: 3 clusters Score -228439.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -228606.328125 Penalty: 770.817383 Iteration 5F: 3 clusters Score -228606.3 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -228760.843750 Penalty: 770.817383 Iteration 6Q: 3 clusters Score -228760.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -228939.062500 Penalty: 770.817383 Iteration 7Q: 3 clusters Score -228939.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -229110.296875 Penalty: 770.817383 Iteration 8Q: 3 clusters Score -229110.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -229267.000000 Penalty: 770.817383 Iteration 9Q: 3 clusters Score -229267 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -229380.984375 Penalty: 770.817383 Iteration 10Q: 3 clusters Score -229381 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -229456.281250 Penalty: 770.817383 Iteration 11Q: 3 clusters Score -229456.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -229507.250000 Penalty: 770.817383 Iteration 12Q: 3 clusters Score -229507.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -229535.515625 Penalty: 770.817383 Iteration 13Q: 3 clusters Score -229535.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -229547.843750 Penalty: 770.817383 Iteration 14Q: 3 clusters Score -229547.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -229564.328125 Penalty: 770.817383 Iteration 15Q: 3 clusters Score -229564.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -229579.843750 Penalty: 770.817383 Iteration 16Q: 3 clusters Score -229579.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -229593.203125 Penalty: 770.817383 Iteration 17Q: 3 clusters Score -229593.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -229621.687500 Penalty: 770.817383 Iteration 18Q: 3 clusters Score -229621.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -229636.125000 Penalty: 770.817383 Iteration 19Q: 3 clusters Score -229636.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -229646.421875 Penalty: 770.817383 Iteration 20F: 3 clusters Score -229646.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -229656.984375 Penalty: 770.817383 Iteration 21Q: 3 clusters Score -229657 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -229660.046875 Penalty: 770.817383 Iteration 22Q: 3 clusters Score -229660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -229664.718750 Penalty: 770.817383 Iteration 23Q: 3 clusters Score -229664.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -229666.296875 Penalty: 770.817383 Iteration 24Q: 3 clusters Score -229666.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -229669.421875 Penalty: 770.817383 Iteration 25Q: 3 clusters Score -229669.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -229671.718750 Penalty: 770.817383 Iteration 26Q: 3 clusters Score -229671.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -229671.718750 Penalty: 770.817383 Iteration 27F: 3 clusters Score -229671.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Entering Unmasked Estep Score: -416078.625000 Penalty: 410.532166 Iteration 0F: 2 clusters Score -416078.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -410494.531250 Penalty: 821.064331 Iteration 0F: 3 clusters Score -410494.5 nChanged 3878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -412680.281250 Penalty: 821.064331 Iteration 1F: 3 clusters Score -412680.3 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -412821.062500 Penalty: 821.064331 Iteration 2Q: 3 clusters Score -412821.1 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -413004.500000 Penalty: 821.064331 Iteration 3Q: 3 clusters Score -413004.5 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -413252.843750 Penalty: 821.064331 Iteration 4F: 3 clusters Score -413252.8 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -413641.593750 Penalty: 821.064331 Iteration 5F: 3 clusters Score -413641.6 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -414101.156250 Penalty: 821.064331 Iteration 6F: 3 clusters Score -414101.2 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -414602.812500 Penalty: 821.064331 Iteration 7F: 3 clusters Score -414602.8 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -415000.875000 Penalty: 821.064331 Iteration 8Q: 3 clusters Score -415000.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -415252.500000 Penalty: 821.064331 Iteration 9Q: 3 clusters Score -415252.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -415411.750000 Penalty: 821.064331 Iteration 10Q: 3 clusters Score -415411.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -415503.375000 Penalty: 821.064331 Iteration 11Q: 3 clusters Score -415503.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -415570.812500 Penalty: 821.064331 Iteration 12Q: 3 clusters Score -415570.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -415610.843750 Penalty: 821.064331 Iteration 13Q: 3 clusters Score -415610.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -415638.968750 Penalty: 821.064331 Iteration 14Q: 3 clusters Score -415639 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -415660.187500 Penalty: 821.064331 Iteration 15Q: 3 clusters Score -415660.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -415682.593750 Penalty: 821.064331 Iteration 16Q: 3 clusters Score -415682.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -415701.812500 Penalty: 821.064331 Iteration 17Q: 3 clusters Score -415701.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -415714.625000 Penalty: 821.064331 Iteration 18Q: 3 clusters Score -415714.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -415717.906250 Penalty: 821.064331 Iteration 19Q: 3 clusters Score -415717.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -415721.000000 Penalty: 821.064331 Iteration 20F: 3 clusters Score -415721 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -415725.781250 Penalty: 821.064331 Iteration 21Q: 3 clusters Score -415725.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -415729.000000 Penalty: 821.064331 Iteration 22Q: 3 clusters Score -415729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -415732.656250 Penalty: 821.064331 Iteration 23Q: 3 clusters Score -415732.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -415734.281250 Penalty: 821.064331 Iteration 24Q: 3 clusters Score -415734.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -415735.218750 Penalty: 821.064331 Iteration 25Q: 3 clusters Score -415735.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -415735.218750 Penalty: 821.064331 Iteration 26F: 3 clusters Score -415735.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Entering Unmasked Estep Score: -92418.968750 Penalty: 348.919525 Iteration 0F: 2 clusters Score -92418.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -90915.171875 Penalty: 697.839050 Iteration 0F: 3 clusters Score -90915.17 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -91466.781250 Penalty: 697.839050 Iteration 1F: 3 clusters Score -91466.78 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -91601.070312 Penalty: 697.839050 Iteration 2F: 3 clusters Score -91601.07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -91745.023438 Penalty: 697.839050 Iteration 3F: 3 clusters Score -91745.02 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -91869.476562 Penalty: 697.839050 Iteration 4F: 3 clusters Score -91869.48 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -91965.132812 Penalty: 697.839050 Iteration 5F: 3 clusters Score -91965.13 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -92043.703125 Penalty: 697.839050 Iteration 6Q: 3 clusters Score -92043.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -92108.968750 Penalty: 697.839050 Iteration 7Q: 3 clusters Score -92108.97 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -92172.203125 Penalty: 697.839050 Iteration 8Q: 3 clusters Score -92172.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -92228.507812 Penalty: 697.839050 Iteration 9Q: 3 clusters Score -92228.51 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -92278.984375 Penalty: 697.839050 Iteration 10Q: 3 clusters Score -92278.98 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -92299.164062 Penalty: 697.839050 Iteration 11Q: 3 clusters Score -92299.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -92309.171875 Penalty: 697.839050 Iteration 12Q: 3 clusters Score -92309.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -92318.523438 Penalty: 697.839050 Iteration 13Q: 3 clusters Score -92318.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -92323.703125 Penalty: 697.839050 Iteration 14Q: 3 clusters Score -92323.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -92324.273438 Penalty: 697.839050 Iteration 15Q: 3 clusters Score -92324.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -92324.750000 Penalty: 697.839050 Iteration 16Q: 3 clusters Score -92324.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -92325.937500 Penalty: 697.839050 Iteration 17Q: 3 clusters Score -92325.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -92329.562500 Penalty: 697.839050 Iteration 18Q: 3 clusters Score -92329.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -92330.382812 Penalty: 697.839050 Iteration 19Q: 3 clusters Score -92330.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -92332.562500 Penalty: 697.839050 Iteration 20F: 3 clusters Score -92332.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -92334.429688 Penalty: 697.839050 Iteration 21Q: 3 clusters Score -92334.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -92335.015625 Penalty: 697.839050 Iteration 22Q: 3 clusters Score -92335.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -92335.015625 Penalty: 697.839050 Iteration 23F: 3 clusters Score -92335.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Entering Unmasked Estep Score: -112719.773438 Penalty: 356.338593 Iteration 0F: 2 clusters Score -112719.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -110967.078125 Penalty: 712.677185 Iteration 0F: 3 clusters Score -110967.1 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -111539.710938 Penalty: 712.677185 Iteration 1F: 3 clusters Score -111539.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -111721.632812 Penalty: 712.677185 Iteration 2F: 3 clusters Score -111721.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -111923.406250 Penalty: 712.677185 Iteration 3F: 3 clusters Score -111923.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -112142.765625 Penalty: 712.677185 Iteration 4F: 3 clusters Score -112142.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -112333.562500 Penalty: 712.677185 Iteration 5F: 3 clusters Score -112333.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -112454.648438 Penalty: 712.677185 Iteration 6F: 3 clusters Score -112454.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -112515.882812 Penalty: 712.677185 Iteration 7Q: 3 clusters Score -112515.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -112545.695312 Penalty: 712.677185 Iteration 8Q: 3 clusters Score -112545.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -112568.851562 Penalty: 712.677185 Iteration 9Q: 3 clusters Score -112568.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -112589.882812 Penalty: 712.677185 Iteration 10Q: 3 clusters Score -112589.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -112599.679688 Penalty: 712.677185 Iteration 11Q: 3 clusters Score -112599.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -112614.617188 Penalty: 712.677185 Iteration 12Q: 3 clusters Score -112614.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -112622.640625 Penalty: 712.677185 Iteration 13Q: 3 clusters Score -112622.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -112627.343750 Penalty: 712.677185 Iteration 14Q: 3 clusters Score -112627.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -112632.898438 Penalty: 712.677185 Iteration 15Q: 3 clusters Score -112632.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -112638.125000 Penalty: 712.677185 Iteration 16Q: 3 clusters Score -112638.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -112645.992188 Penalty: 712.677185 Iteration 17Q: 3 clusters Score -112646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -112649.578125 Penalty: 712.677185 Iteration 18Q: 3 clusters Score -112649.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -112654.351562 Penalty: 712.677185 Iteration 19Q: 3 clusters Score -112654.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -112655.867188 Penalty: 712.677185 Iteration 20F: 3 clusters Score -112655.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -112656.328125 Penalty: 712.677185 Iteration 21Q: 3 clusters Score -112656.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -112656.835938 Penalty: 712.677185 Iteration 22Q: 3 clusters Score -112656.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -112657.507812 Penalty: 712.677185 Iteration 23Q: 3 clusters Score -112657.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -112657.796875 Penalty: 712.677185 Iteration 24Q: 3 clusters Score -112657.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -112657.835938 Penalty: 712.677185 Iteration 25Q: 3 clusters Score -112657.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -112657.859375 Penalty: 712.677185 Iteration 26Q: 3 clusters Score -112657.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -112657.859375 Penalty: 712.677185 Iteration 27F: 3 clusters Score -112657.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3957 members Mstep: Class 3 contains 26282 members Mstep: Class 4 contains 19636 members Mstep: Class 5 contains 7534 members Mstep: Class 6 contains 2081 members Mstep: Class 7 contains 379 members Mstep: Class 8 contains 3900 members Mstep: Class 9 contains 165471 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 38691 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2037 members Mstep: Class 14 contains 959 members Mstep: Class 15 contains 4772 members Mstep: Class 17 contains 8289 members Mstep: Class 18 contains 2140 members Mstep: Class 19 contains 2519 members Entering Unmasked Estep ConsiderDeletion Score: -24227696.000000 Penalty: 12549.253906 Iteration 79Q: 22 clusters Score -2.42277e+07 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 1245 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3938 members Mstep: Class 3 contains 26284 members Mstep: Class 4 contains 19959 members Mstep: Class 5 contains 7475 members Mstep: Class 6 contains 2090 members Mstep: Class 7 contains 423 members Mstep: Class 8 contains 3736 members Mstep: Class 9 contains 165340 members Mstep: Class 10 contains 1525 members Mstep: Class 11 contains 38036 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2049 members Mstep: Class 14 contains 959 members Mstep: Class 15 contains 4686 members Mstep: Class 16 contains 211628 members Mstep: Class 17 contains 8287 members Mstep: Class 18 contains 2137 members Mstep: Class 19 contains 2519 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 154 members Entering Unmasked Estep ConsiderDeletion Score: -24228394.000000 Penalty: 12549.253906 Iteration 80F: 22 clusters Score -2.422839e+07 nChanged 3052 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3932 members Mstep: Class 3 contains 26267 members Mstep: Class 4 contains 20260 members Mstep: Class 5 contains 7127 members Mstep: Class 6 contains 2094 members Mstep: Class 7 contains 438 members Mstep: Class 8 contains 3613 members Mstep: Class 9 contains 165000 members Mstep: Class 10 contains 1591 members Mstep: Class 11 contains 36536 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 2017 members Mstep: Class 14 contains 959 members Mstep: Class 15 contains 4590 members Mstep: Class 16 contains 213740 members Mstep: Class 17 contains 8272 members Mstep: Class 18 contains 2122 members Mstep: Class 19 contains 2516 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 160 members Entering Unmasked Estep ConsiderDeletion Score: -24229028.000000 Penalty: 12549.253906 Iteration 81Q: 22 clusters Score -2.422903e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26241 members Mstep: Class 4 contains 20789 members Mstep: Class 5 contains 6782 members Mstep: Class 6 contains 2101 members Mstep: Class 7 contains 445 members Mstep: Class 8 contains 3485 members Mstep: Class 9 contains 164839 members Mstep: Class 10 contains 1662 members Mstep: Class 11 contains 35497 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1994 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4517 members Mstep: Class 16 contains 214972 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 2107 members Mstep: Class 19 contains 2512 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24229478.000000 Penalty: 12549.253906 Iteration 82Q: 22 clusters Score -2.422948e+07 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26217 members Mstep: Class 4 contains 21426 members Mstep: Class 5 contains 6443 members Mstep: Class 6 contains 2111 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 3393 members Mstep: Class 9 contains 164723 members Mstep: Class 10 contains 1729 members Mstep: Class 11 contains 34746 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1972 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4479 members Mstep: Class 16 contains 215678 members Mstep: Class 17 contains 8214 members Mstep: Class 18 contains 2103 members Mstep: Class 19 contains 2504 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24229892.000000 Penalty: 12549.253906 Iteration 83Q: 22 clusters Score -2.422989e+07 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26209 members Mstep: Class 4 contains 22181 members Mstep: Class 5 contains 6142 members Mstep: Class 6 contains 2119 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 3294 members Mstep: Class 9 contains 164654 members Mstep: Class 10 contains 1778 members Mstep: Class 11 contains 34148 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4447 members Mstep: Class 16 contains 216015 members Mstep: Class 17 contains 8188 members Mstep: Class 18 contains 2100 members Mstep: Class 19 contains 2495 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24230160.000000 Penalty: 12549.253906 Iteration 84Q: 22 clusters Score -2.423016e+07 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26212 members Mstep: Class 4 contains 22972 members Mstep: Class 5 contains 5840 members Mstep: Class 6 contains 2124 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 3203 members Mstep: Class 9 contains 164596 members Mstep: Class 10 contains 1850 members Mstep: Class 11 contains 33699 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1951 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4423 members Mstep: Class 16 contains 216134 members Mstep: Class 17 contains 8155 members Mstep: Class 18 contains 2094 members Mstep: Class 19 contains 2480 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24230442.000000 Penalty: 12549.253906 Iteration 85Q: 22 clusters Score -2.423044e+07 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26212 members Mstep: Class 4 contains 23761 members Mstep: Class 5 contains 5576 members Mstep: Class 6 contains 2125 members Mstep: Class 7 contains 451 members Mstep: Class 8 contains 3140 members Mstep: Class 9 contains 164538 members Mstep: Class 10 contains 1945 members Mstep: Class 11 contains 33321 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1945 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4389 members Mstep: Class 16 contains 216098 members Mstep: Class 17 contains 8119 members Mstep: Class 18 contains 2087 members Mstep: Class 19 contains 2470 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24230798.000000 Penalty: 12549.253906 Iteration 86Q: 22 clusters Score -2.42308e+07 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26223 members Mstep: Class 4 contains 24572 members Mstep: Class 5 contains 5343 members Mstep: Class 6 contains 2125 members Mstep: Class 7 contains 451 members Mstep: Class 8 contains 3086 members Mstep: Class 9 contains 164493 members Mstep: Class 10 contains 2038 members Mstep: Class 11 contains 33012 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1941 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4365 members Mstep: Class 16 contains 215911 members Mstep: Class 17 contains 8073 members Mstep: Class 18 contains 2076 members Mstep: Class 19 contains 2463 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24230966.000000 Penalty: 12549.253906 Iteration 87Q: 22 clusters Score -2.423097e+07 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26227 members Mstep: Class 4 contains 25402 members Mstep: Class 5 contains 5127 members Mstep: Class 6 contains 2126 members Mstep: Class 7 contains 451 members Mstep: Class 8 contains 3052 members Mstep: Class 9 contains 164465 members Mstep: Class 10 contains 2121 members Mstep: Class 11 contains 32736 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1933 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4339 members Mstep: Class 16 contains 215633 members Mstep: Class 17 contains 8038 members Mstep: Class 18 contains 2065 members Mstep: Class 19 contains 2452 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24231220.000000 Penalty: 12549.253906 Iteration 88Q: 22 clusters Score -2.423122e+07 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26235 members Mstep: Class 4 contains 26224 members Mstep: Class 5 contains 4930 members Mstep: Class 6 contains 2127 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 3015 members Mstep: Class 9 contains 164433 members Mstep: Class 10 contains 2179 members Mstep: Class 11 contains 32504 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1929 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4329 members Mstep: Class 16 contains 215307 members Mstep: Class 17 contains 8005 members Mstep: Class 18 contains 2051 members Mstep: Class 19 contains 2443 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24231494.000000 Penalty: 12549.253906 Iteration 89Q: 22 clusters Score -2.423149e+07 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26236 members Mstep: Class 4 contains 27058 members Mstep: Class 5 contains 4752 members Mstep: Class 6 contains 2130 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2991 members Mstep: Class 9 contains 164406 members Mstep: Class 10 contains 2224 members Mstep: Class 11 contains 32318 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1924 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4324 members Mstep: Class 16 contains 214894 members Mstep: Class 17 contains 7986 members Mstep: Class 18 contains 2031 members Mstep: Class 19 contains 2433 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24231764.000000 Penalty: 12549.253906 Iteration 90Q: 22 clusters Score -2.423176e+07 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26232 members Mstep: Class 4 contains 27893 members Mstep: Class 5 contains 4554 members Mstep: Class 6 contains 2128 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2973 members Mstep: Class 9 contains 164400 members Mstep: Class 10 contains 2257 members Mstep: Class 11 contains 32147 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1923 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4307 members Mstep: Class 16 contains 214468 members Mstep: Class 17 contains 7973 members Mstep: Class 18 contains 2025 members Mstep: Class 19 contains 2419 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24232022.000000 Penalty: 12549.253906 Iteration 91Q: 22 clusters Score -2.423202e+07 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26238 members Mstep: Class 4 contains 28727 members Mstep: Class 5 contains 4406 members Mstep: Class 6 contains 2127 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2943 members Mstep: Class 9 contains 164398 members Mstep: Class 10 contains 2271 members Mstep: Class 11 contains 31992 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1916 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4291 members Mstep: Class 16 contains 214000 members Mstep: Class 17 contains 7952 members Mstep: Class 18 contains 2024 members Mstep: Class 19 contains 2403 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24232314.000000 Penalty: 12549.253906 Iteration 92Q: 22 clusters Score -2.423231e+07 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26241 members Mstep: Class 4 contains 29560 members Mstep: Class 5 contains 4295 members Mstep: Class 6 contains 2127 members Mstep: Class 7 contains 451 members Mstep: Class 8 contains 2908 members Mstep: Class 9 contains 164403 members Mstep: Class 10 contains 2287 members Mstep: Class 11 contains 31838 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1912 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4273 members Mstep: Class 16 contains 213482 members Mstep: Class 17 contains 7945 members Mstep: Class 18 contains 2023 members Mstep: Class 19 contains 2389 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24232490.000000 Penalty: 12549.253906 Iteration 93Q: 22 clusters Score -2.423249e+07 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26246 members Mstep: Class 4 contains 30368 members Mstep: Class 5 contains 4177 members Mstep: Class 6 contains 2125 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 2887 members Mstep: Class 9 contains 164410 members Mstep: Class 10 contains 2307 members Mstep: Class 11 contains 31687 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1907 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4255 members Mstep: Class 16 contains 212976 members Mstep: Class 17 contains 7937 members Mstep: Class 18 contains 2019 members Mstep: Class 19 contains 2377 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24232652.000000 Penalty: 12549.253906 Iteration 94Q: 22 clusters Score -2.423265e+07 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26252 members Mstep: Class 4 contains 31173 members Mstep: Class 5 contains 4065 members Mstep: Class 6 contains 2125 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 2863 members Mstep: Class 9 contains 164415 members Mstep: Class 10 contains 2320 members Mstep: Class 11 contains 31555 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1905 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4241 members Mstep: Class 16 contains 212459 members Mstep: Class 17 contains 7933 members Mstep: Class 18 contains 2009 members Mstep: Class 19 contains 2363 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24232918.000000 Penalty: 12549.253906 Iteration 95Q: 22 clusters Score -2.423292e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26258 members Mstep: Class 4 contains 31917 members Mstep: Class 5 contains 3960 members Mstep: Class 6 contains 2124 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 2853 members Mstep: Class 9 contains 164412 members Mstep: Class 10 contains 2332 members Mstep: Class 11 contains 31404 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1899 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4235 members Mstep: Class 16 contains 211999 members Mstep: Class 17 contains 7932 members Mstep: Class 18 contains 2004 members Mstep: Class 19 contains 2347 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24233118.000000 Penalty: 12549.253906 Iteration 96Q: 22 clusters Score -2.423312e+07 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26264 members Mstep: Class 4 contains 32659 members Mstep: Class 5 contains 3869 members Mstep: Class 6 contains 2125 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 2830 members Mstep: Class 9 contains 164391 members Mstep: Class 10 contains 2346 members Mstep: Class 11 contains 31267 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1893 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4226 members Mstep: Class 16 contains 211549 members Mstep: Class 17 contains 7933 members Mstep: Class 18 contains 1999 members Mstep: Class 19 contains 2324 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24233260.000000 Penalty: 12549.253906 Iteration 97Q: 22 clusters Score -2.423326e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26272 members Mstep: Class 4 contains 33398 members Mstep: Class 5 contains 3772 members Mstep: Class 6 contains 2125 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 2812 members Mstep: Class 9 contains 164376 members Mstep: Class 10 contains 2351 members Mstep: Class 11 contains 31141 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1896 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4218 members Mstep: Class 16 contains 211083 members Mstep: Class 17 contains 7935 members Mstep: Class 18 contains 1991 members Mstep: Class 19 contains 2303 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24233406.000000 Penalty: 12549.253906 Iteration 98Q: 22 clusters Score -2.423341e+07 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26285 members Mstep: Class 4 contains 34091 members Mstep: Class 5 contains 3682 members Mstep: Class 6 contains 2126 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 2800 members Mstep: Class 9 contains 164354 members Mstep: Class 10 contains 2355 members Mstep: Class 11 contains 31028 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1904 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4204 members Mstep: Class 16 contains 210639 members Mstep: Class 17 contains 7936 members Mstep: Class 18 contains 1989 members Mstep: Class 19 contains 2280 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24233616.000000 Penalty: 12549.253906 Iteration 99Q: 22 clusters Score -2.423362e+07 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 1236 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26292 members Mstep: Class 4 contains 34724 members Mstep: Class 5 contains 3599 members Mstep: Class 6 contains 2126 members Mstep: Class 7 contains 452 members Mstep: Class 8 contains 2789 members Mstep: Class 9 contains 164337 members Mstep: Class 10 contains 2357 members Mstep: Class 11 contains 30910 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1903 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4194 members Mstep: Class 16 contains 210261 members Mstep: Class 17 contains 7934 members Mstep: Class 18 contains 1988 members Mstep: Class 19 contains 2258 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24233752.000000 Penalty: 12549.253906 Iteration 100F: 22 clusters Score -2.423375e+07 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26297 members Mstep: Class 4 contains 35347 members Mstep: Class 5 contains 3523 members Mstep: Class 6 contains 2126 members Mstep: Class 7 contains 456 members Mstep: Class 8 contains 2778 members Mstep: Class 9 contains 164309 members Mstep: Class 10 contains 2410 members Mstep: Class 11 contains 30811 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1897 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4183 members Mstep: Class 16 contains 209873 members Mstep: Class 17 contains 7913 members Mstep: Class 18 contains 1973 members Mstep: Class 19 contains 2231 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24233988.000000 Penalty: 12549.253906 Iteration 101Q: 22 clusters Score -2.423399e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26315 members Mstep: Class 4 contains 35945 members Mstep: Class 5 contains 3444 members Mstep: Class 6 contains 2125 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2774 members Mstep: Class 9 contains 164281 members Mstep: Class 10 contains 2454 members Mstep: Class 11 contains 30692 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1895 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4173 members Mstep: Class 16 contains 209506 members Mstep: Class 17 contains 7898 members Mstep: Class 18 contains 1958 members Mstep: Class 19 contains 2213 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234022.000000 Penalty: 12549.253906 Iteration 102Q: 22 clusters Score -2.423402e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26336 members Mstep: Class 4 contains 36497 members Mstep: Class 5 contains 3364 members Mstep: Class 6 contains 2123 members Mstep: Class 7 contains 453 members Mstep: Class 8 contains 2776 members Mstep: Class 9 contains 164270 members Mstep: Class 10 contains 2495 members Mstep: Class 11 contains 30571 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1889 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4166 members Mstep: Class 16 contains 209174 members Mstep: Class 17 contains 7873 members Mstep: Class 18 contains 1938 members Mstep: Class 19 contains 2201 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234142.000000 Penalty: 12549.253906 Iteration 103Q: 22 clusters Score -2.423414e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26356 members Mstep: Class 4 contains 37054 members Mstep: Class 5 contains 3303 members Mstep: Class 6 contains 2122 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2773 members Mstep: Class 9 contains 164244 members Mstep: Class 10 contains 2540 members Mstep: Class 11 contains 30448 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4156 members Mstep: Class 16 contains 208829 members Mstep: Class 17 contains 7856 members Mstep: Class 18 contains 1921 members Mstep: Class 19 contains 2191 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234194.000000 Penalty: 12549.253906 Iteration 104Q: 22 clusters Score -2.423419e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26378 members Mstep: Class 4 contains 37605 members Mstep: Class 5 contains 3253 members Mstep: Class 6 contains 2121 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2767 members Mstep: Class 9 contains 164227 members Mstep: Class 10 contains 2572 members Mstep: Class 11 contains 30348 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1871 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4146 members Mstep: Class 16 contains 208462 members Mstep: Class 17 contains 7840 members Mstep: Class 18 contains 1905 members Mstep: Class 19 contains 2179 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234242.000000 Penalty: 12549.253906 Iteration 105Q: 22 clusters Score -2.423424e+07 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26400 members Mstep: Class 4 contains 38140 members Mstep: Class 5 contains 3202 members Mstep: Class 6 contains 2122 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2767 members Mstep: Class 9 contains 164193 members Mstep: Class 10 contains 2605 members Mstep: Class 11 contains 30252 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1869 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4138 members Mstep: Class 16 contains 208100 members Mstep: Class 17 contains 7828 members Mstep: Class 18 contains 1892 members Mstep: Class 19 contains 2165 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234380.000000 Penalty: 12549.253906 Iteration 106Q: 22 clusters Score -2.423438e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26422 members Mstep: Class 4 contains 38654 members Mstep: Class 5 contains 3159 members Mstep: Class 6 contains 2124 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2756 members Mstep: Class 9 contains 164163 members Mstep: Class 10 contains 2623 members Mstep: Class 11 contains 30166 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1867 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4131 members Mstep: Class 16 contains 207759 members Mstep: Class 17 contains 7815 members Mstep: Class 18 contains 1887 members Mstep: Class 19 contains 2146 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234510.000000 Penalty: 12549.253906 Iteration 107Q: 22 clusters Score -2.423451e+07 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26451 members Mstep: Class 4 contains 39169 members Mstep: Class 5 contains 3126 members Mstep: Class 6 contains 2129 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2748 members Mstep: Class 9 contains 164123 members Mstep: Class 10 contains 2631 members Mstep: Class 11 contains 30054 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1864 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4129 members Mstep: Class 16 contains 207429 members Mstep: Class 17 contains 7807 members Mstep: Class 18 contains 1878 members Mstep: Class 19 contains 2134 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234676.000000 Penalty: 12549.253906 Iteration 108Q: 22 clusters Score -2.423468e+07 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26476 members Mstep: Class 4 contains 39625 members Mstep: Class 5 contains 3093 members Mstep: Class 6 contains 2132 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2740 members Mstep: Class 9 contains 164095 members Mstep: Class 10 contains 2643 members Mstep: Class 11 contains 29959 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1864 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4124 members Mstep: Class 16 contains 207133 members Mstep: Class 17 contains 7795 members Mstep: Class 18 contains 1873 members Mstep: Class 19 contains 2119 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234762.000000 Penalty: 12549.253906 Iteration 109Q: 22 clusters Score -2.423476e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26490 members Mstep: Class 4 contains 40053 members Mstep: Class 5 contains 3066 members Mstep: Class 6 contains 2137 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 164068 members Mstep: Class 10 contains 2647 members Mstep: Class 11 contains 29869 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1866 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4124 members Mstep: Class 16 contains 206849 members Mstep: Class 17 contains 7789 members Mstep: Class 18 contains 1870 members Mstep: Class 19 contains 2107 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234830.000000 Penalty: 12549.253906 Iteration 110Q: 22 clusters Score -2.423483e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26505 members Mstep: Class 4 contains 40444 members Mstep: Class 5 contains 3040 members Mstep: Class 6 contains 2138 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2729 members Mstep: Class 9 contains 164049 members Mstep: Class 10 contains 2646 members Mstep: Class 11 contains 29779 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1867 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4119 members Mstep: Class 16 contains 206602 members Mstep: Class 17 contains 7787 members Mstep: Class 18 contains 1864 members Mstep: Class 19 contains 2100 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234848.000000 Penalty: 12549.253906 Iteration 111Q: 22 clusters Score -2.423485e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26520 members Mstep: Class 4 contains 40797 members Mstep: Class 5 contains 3016 members Mstep: Class 6 contains 2141 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2731 members Mstep: Class 9 contains 164032 members Mstep: Class 10 contains 2651 members Mstep: Class 11 contains 29697 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1868 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4120 members Mstep: Class 16 contains 206363 members Mstep: Class 17 contains 7780 members Mstep: Class 18 contains 1858 members Mstep: Class 19 contains 2095 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234920.000000 Penalty: 12549.253906 Iteration 112Q: 22 clusters Score -2.423492e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26530 members Mstep: Class 4 contains 41161 members Mstep: Class 5 contains 2988 members Mstep: Class 6 contains 2142 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 164024 members Mstep: Class 10 contains 2653 members Mstep: Class 11 contains 29632 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1873 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4114 members Mstep: Class 16 contains 206102 members Mstep: Class 17 contains 7777 members Mstep: Class 18 contains 1855 members Mstep: Class 19 contains 2091 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234916.000000 Penalty: 12549.253906 Iteration 113Q: 22 clusters Score -2.423492e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26540 members Mstep: Class 4 contains 41526 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 2143 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 164013 members Mstep: Class 10 contains 2656 members Mstep: Class 11 contains 29558 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1879 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4110 members Mstep: Class 16 contains 205837 members Mstep: Class 17 contains 7777 members Mstep: Class 18 contains 1855 members Mstep: Class 19 contains 2087 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24234964.000000 Penalty: 12549.253906 Iteration 114Q: 22 clusters Score -2.423496e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26550 members Mstep: Class 4 contains 41866 members Mstep: Class 5 contains 2946 members Mstep: Class 6 contains 2144 members Mstep: Class 7 contains 449 members Mstep: Class 8 contains 2729 members Mstep: Class 9 contains 164004 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 29502 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1883 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4110 members Mstep: Class 16 contains 205568 members Mstep: Class 17 contains 7775 members Mstep: Class 18 contains 1854 members Mstep: Class 19 contains 2079 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24235060.000000 Penalty: 12549.253906 Iteration 115Q: 22 clusters Score -2.423506e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26555 members Mstep: Class 4 contains 42178 members Mstep: Class 5 contains 2937 members Mstep: Class 6 contains 2147 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 163987 members Mstep: Class 10 contains 2660 members Mstep: Class 11 contains 29447 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4110 members Mstep: Class 16 contains 205324 members Mstep: Class 17 contains 7774 members Mstep: Class 18 contains 1853 members Mstep: Class 19 contains 2075 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24235102.000000 Penalty: 12549.253906 Iteration 116Q: 22 clusters Score -2.42351e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26560 members Mstep: Class 4 contains 42466 members Mstep: Class 5 contains 2927 members Mstep: Class 6 contains 2149 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 163975 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 29394 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1890 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4108 members Mstep: Class 16 contains 205108 members Mstep: Class 17 contains 7774 members Mstep: Class 18 contains 1848 members Mstep: Class 19 contains 2071 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24235150.000000 Penalty: 12549.253906 Iteration 117Q: 22 clusters Score -2.423515e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26565 members Mstep: Class 4 contains 42720 members Mstep: Class 5 contains 2914 members Mstep: Class 6 contains 2152 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2740 members Mstep: Class 9 contains 163966 members Mstep: Class 10 contains 2664 members Mstep: Class 11 contains 29359 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1891 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4108 members Mstep: Class 16 contains 204904 members Mstep: Class 17 contains 7774 members Mstep: Class 18 contains 1847 members Mstep: Class 19 contains 2067 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Entering Unmasked Estep ConsiderDeletion Score: -24235234.000000 Penalty: 12549.253906 Iteration 118Q: 22 clusters Score -2.423523e+07 nChanged 374 Entering ConstructFrom: Score: -24235234.000000 Penalty: 12549.253906 Entering ConstructFrom: Trying to split cluster 1 (2462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Entering Unmasked Estep Score: -111766.320312 Penalty: 355.297180 Iteration 0F: 2 clusters Score -111766.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -110023.078125 Penalty: 710.594360 Iteration 0F: 3 clusters Score -110023.1 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -110618.921875 Penalty: 710.594360 Iteration 1F: 3 clusters Score -110618.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -110700.632812 Penalty: 710.594360 Iteration 2F: 3 clusters Score -110700.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -110768.085938 Penalty: 710.594360 Iteration 3F: 3 clusters Score -110768.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -110843.929688 Penalty: 710.594360 Iteration 4F: 3 clusters Score -110843.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -110937.343750 Penalty: 710.594360 Iteration 5F: 3 clusters Score -110937.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -111054.906250 Penalty: 710.594360 Iteration 6F: 3 clusters Score -111054.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -111140.500000 Penalty: 710.594360 Iteration 7Q: 3 clusters Score -111140.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -111221.929688 Penalty: 710.594360 Iteration 8Q: 3 clusters Score -111221.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -111327.679688 Penalty: 710.594360 Iteration 9Q: 3 clusters Score -111327.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -111447.687500 Penalty: 710.594360 Iteration 10Q: 3 clusters Score -111447.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -111564.156250 Penalty: 710.594360 Iteration 11Q: 3 clusters Score -111564.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -111636.187500 Penalty: 710.594360 Iteration 12Q: 3 clusters Score -111636.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -111680.015625 Penalty: 710.594360 Iteration 13Q: 3 clusters Score -111680 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -111704.226562 Penalty: 710.594360 Iteration 14Q: 3 clusters Score -111704.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -111718.078125 Penalty: 710.594360 Iteration 15Q: 3 clusters Score -111718.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -111732.218750 Penalty: 710.594360 Iteration 16Q: 3 clusters Score -111732.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -111738.328125 Penalty: 710.594360 Iteration 17Q: 3 clusters Score -111738.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -111741.375000 Penalty: 710.594360 Iteration 18Q: 3 clusters Score -111741.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -111743.468750 Penalty: 710.594360 Iteration 19Q: 3 clusters Score -111743.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -111745.601562 Penalty: 710.594360 Iteration 20F: 3 clusters Score -111745.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -111746.851562 Penalty: 710.594360 Iteration 21Q: 3 clusters Score -111746.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -111747.695312 Penalty: 710.594360 Iteration 22Q: 3 clusters Score -111747.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -111748.117188 Penalty: 710.594360 Iteration 23Q: 3 clusters Score -111748.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -111748.281250 Penalty: 710.594360 Iteration 24Q: 3 clusters Score -111748.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -111748.281250 Penalty: 710.594360 Iteration 25F: 3 clusters Score -111748.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3930 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Entering Unmasked Estep Score: -196345.796875 Penalty: 376.575958 Iteration 0F: 2 clusters Score -196345.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -193620.937500 Penalty: 753.151917 Iteration 0F: 3 clusters Score -193620.9 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -194665.765625 Penalty: 753.151917 Iteration 1F: 3 clusters Score -194665.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -194806.625000 Penalty: 753.151917 Iteration 2F: 3 clusters Score -194806.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -194973.031250 Penalty: 753.151917 Iteration 3F: 3 clusters Score -194973 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -195115.500000 Penalty: 753.151917 Iteration 4F: 3 clusters Score -195115.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -195211.265625 Penalty: 753.151917 Iteration 5F: 3 clusters Score -195211.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -195283.437500 Penalty: 753.151917 Iteration 6Q: 3 clusters Score -195283.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -195358.312500 Penalty: 753.151917 Iteration 7Q: 3 clusters Score -195358.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -195435.953125 Penalty: 753.151917 Iteration 8Q: 3 clusters Score -195436 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -195504.187500 Penalty: 753.151917 Iteration 9Q: 3 clusters Score -195504.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -195590.921875 Penalty: 753.151917 Iteration 10Q: 3 clusters Score -195590.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -195693.640625 Penalty: 753.151917 Iteration 11Q: 3 clusters Score -195693.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -195801.562500 Penalty: 753.151917 Iteration 12Q: 3 clusters Score -195801.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -195913.078125 Penalty: 753.151917 Iteration 13Q: 3 clusters Score -195913.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -196017.609375 Penalty: 753.151917 Iteration 14Q: 3 clusters Score -196017.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -196078.312500 Penalty: 753.151917 Iteration 15Q: 3 clusters Score -196078.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -196113.687500 Penalty: 753.151917 Iteration 16Q: 3 clusters Score -196113.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -196135.531250 Penalty: 753.151917 Iteration 17Q: 3 clusters Score -196135.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -196146.765625 Penalty: 753.151917 Iteration 18Q: 3 clusters Score -196146.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -196148.984375 Penalty: 753.151917 Iteration 19Q: 3 clusters Score -196149 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -196154.000000 Penalty: 753.151917 Iteration 20F: 3 clusters Score -196154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -196157.609375 Penalty: 753.151917 Iteration 21Q: 3 clusters Score -196157.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -196161.437500 Penalty: 753.151917 Iteration 22Q: 3 clusters Score -196161.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -196162.093750 Penalty: 753.151917 Iteration 23Q: 3 clusters Score -196162.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -196162.765625 Penalty: 753.151917 Iteration 24Q: 3 clusters Score -196162.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -196163.453125 Penalty: 753.151917 Iteration 25Q: 3 clusters Score -196163.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -196164.656250 Penalty: 753.151917 Iteration 26Q: 3 clusters Score -196164.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -196166.468750 Penalty: 753.151917 Iteration 27Q: 3 clusters Score -196166.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -196166.468750 Penalty: 753.151917 Iteration 28Q: 3 clusters Score -196166.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -196166.468750 Penalty: 753.151917 Iteration 29F: 3 clusters Score -196166.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (26572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26572 members Entering Unmasked Estep Score: -1294101.375000 Penalty: 463.536407 Iteration 0F: 2 clusters Score -1294101 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -1276332.125000 Penalty: 927.072815 Iteration 0F: 3 clusters Score -1276332 nChanged 12786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 13443 members Entering Unmasked Estep Score: -1283876.875000 Penalty: 927.072815 Iteration 1F: 3 clusters Score -1283877 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13099 members Mstep: Class 2 contains 13473 members Entering Unmasked Estep Score: -1284166.375000 Penalty: 927.072815 Iteration 2Q: 3 clusters Score -1284166 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13100 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -1284492.125000 Penalty: 927.072815 Iteration 3Q: 3 clusters Score -1284492 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13092 members Mstep: Class 2 contains 13480 members Entering Unmasked Estep Score: -1284868.750000 Penalty: 927.072815 Iteration 4Q: 3 clusters Score -1284869 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 13533 members Entering Unmasked Estep Score: -1285338.875000 Penalty: 927.072815 Iteration 5Q: 3 clusters Score -1285339 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12899 members Mstep: Class 2 contains 13673 members Entering Unmasked Estep Score: -1285929.750000 Penalty: 927.072815 Iteration 6Q: 3 clusters Score -1285930 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12712 members Mstep: Class 2 contains 13860 members Entering Unmasked Estep Score: -1286649.500000 Penalty: 927.072815 Iteration 7Q: 3 clusters Score -1286650 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 14178 members Entering Unmasked Estep Score: -1287452.750000 Penalty: 927.072815 Iteration 8F: 3 clusters Score -1287453 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 14614 members Entering Unmasked Estep Score: -1288193.625000 Penalty: 927.072815 Iteration 9Q: 3 clusters Score -1288194 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 15091 members Entering Unmasked Estep Score: -1288752.750000 Penalty: 927.072815 Iteration 10Q: 3 clusters Score -1288753 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 15535 members Entering Unmasked Estep Score: -1289106.125000 Penalty: 927.072815 Iteration 11Q: 3 clusters Score -1289106 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 15967 members Entering Unmasked Estep Score: -1289311.750000 Penalty: 927.072815 Iteration 12Q: 3 clusters Score -1289312 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Mstep: Class 2 contains 16370 members Entering Unmasked Estep Score: -1289462.500000 Penalty: 927.072815 Iteration 13Q: 3 clusters Score -1289462 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 16770 members Entering Unmasked Estep Score: -1289617.500000 Penalty: 927.072815 Iteration 14Q: 3 clusters Score -1289618 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 17210 members Entering Unmasked Estep Score: -1289783.875000 Penalty: 927.072815 Iteration 15Q: 3 clusters Score -1289784 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 17640 members Entering Unmasked Estep Score: -1289944.375000 Penalty: 927.072815 Iteration 16Q: 3 clusters Score -1289944 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -1290133.375000 Penalty: 927.072815 Iteration 17Q: 3 clusters Score -1290133 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -1290348.250000 Penalty: 927.072815 Iteration 18Q: 3 clusters Score -1290348 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 19106 members Entering Unmasked Estep Score: -1290546.625000 Penalty: 927.072815 Iteration 19Q: 3 clusters Score -1290547 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 19587 members Entering Unmasked Estep Score: -1290728.125000 Penalty: 927.072815 Iteration 20F: 3 clusters Score -1290728 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 20091 members Entering Unmasked Estep Score: -1290934.250000 Penalty: 927.072815 Iteration 21Q: 3 clusters Score -1290934 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 20648 members Entering Unmasked Estep Score: -1291188.375000 Penalty: 927.072815 Iteration 22Q: 3 clusters Score -1291188 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 21193 members Entering Unmasked Estep Score: -1291463.625000 Penalty: 927.072815 Iteration 23Q: 3 clusters Score -1291464 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 21741 members Entering Unmasked Estep Score: -1291753.500000 Penalty: 927.072815 Iteration 24Q: 3 clusters Score -1291754 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 22260 members Entering Unmasked Estep Score: -1292057.250000 Penalty: 927.072815 Iteration 25Q: 3 clusters Score -1292057 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 22751 members Entering Unmasked Estep Score: -1292349.500000 Penalty: 927.072815 Iteration 26Q: 3 clusters Score -1292350 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 23183 members Entering Unmasked Estep Score: -1292600.750000 Penalty: 927.072815 Iteration 27Q: 3 clusters Score -1292601 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 23573 members Entering Unmasked Estep Score: -1292816.375000 Penalty: 927.072815 Iteration 28Q: 3 clusters Score -1292816 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 23937 members Entering Unmasked Estep Score: -1293017.875000 Penalty: 927.072815 Iteration 29Q: 3 clusters Score -1293018 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 24220 members Entering Unmasked Estep Score: -1293182.250000 Penalty: 927.072815 Iteration 30Q: 3 clusters Score -1293182 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 24469 members Entering Unmasked Estep Score: -1293320.625000 Penalty: 927.072815 Iteration 31Q: 3 clusters Score -1293321 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 24661 members Entering Unmasked Estep Score: -1293443.000000 Penalty: 927.072815 Iteration 32Q: 3 clusters Score -1293443 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 24845 members Entering Unmasked Estep Score: -1293553.375000 Penalty: 927.072815 Iteration 33Q: 3 clusters Score -1293553 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 24987 members Entering Unmasked Estep Score: -1293624.625000 Penalty: 927.072815 Iteration 34Q: 3 clusters Score -1293625 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 25111 members Entering Unmasked Estep Score: -1293674.375000 Penalty: 927.072815 Iteration 35Q: 3 clusters Score -1293674 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 25198 members Entering Unmasked Estep Score: -1293703.875000 Penalty: 927.072815 Iteration 36Q: 3 clusters Score -1293704 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 25267 members Entering Unmasked Estep Score: -1293723.625000 Penalty: 927.072815 Iteration 37Q: 3 clusters Score -1293724 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 25333 members Entering Unmasked Estep Score: -1293749.375000 Penalty: 927.072815 Iteration 38Q: 3 clusters Score -1293749 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 25380 members Entering Unmasked Estep Score: -1293765.875000 Penalty: 927.072815 Iteration 39Q: 3 clusters Score -1293766 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 25421 members Entering Unmasked Estep Score: -1293779.875000 Penalty: 927.072815 Iteration 40F: 3 clusters Score -1293780 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 25459 members Entering Unmasked Estep Score: -1293796.875000 Penalty: 927.072815 Iteration 41Q: 3 clusters Score -1293797 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 25490 members Entering Unmasked Estep Score: -1293808.250000 Penalty: 927.072815 Iteration 42Q: 3 clusters Score -1293808 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 25520 members Entering Unmasked Estep Score: -1293821.250000 Penalty: 927.072815 Iteration 43Q: 3 clusters Score -1293821 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 25530 members Entering Unmasked Estep Score: -1293831.000000 Penalty: 927.072815 Iteration 44Q: 3 clusters Score -1293831 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 25540 members Entering Unmasked Estep Score: -1293839.500000 Penalty: 927.072815 Iteration 45Q: 3 clusters Score -1293840 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 25547 members Entering Unmasked Estep Score: -1293852.000000 Penalty: 927.072815 Iteration 46Q: 3 clusters Score -1293852 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 25544 members Entering Unmasked Estep Score: -1293861.500000 Penalty: 927.072815 Iteration 47Q: 3 clusters Score -1293862 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 25553 members Entering Unmasked Estep Score: -1293868.250000 Penalty: 927.072815 Iteration 48Q: 3 clusters Score -1293868 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 25553 members Entering Unmasked Estep Score: -1293870.250000 Penalty: 927.072815 Iteration 49Q: 3 clusters Score -1293870 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 25551 members Entering Unmasked Estep Score: -1293877.125000 Penalty: 927.072815 Iteration 50Q: 3 clusters Score -1293877 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 25557 members Entering Unmasked Estep Score: -1293886.000000 Penalty: 927.072815 Iteration 51Q: 3 clusters Score -1293886 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 25565 members Entering Unmasked Estep Score: -1293889.250000 Penalty: 927.072815 Iteration 52Q: 3 clusters Score -1293889 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 25568 members Entering Unmasked Estep Score: -1293893.125000 Penalty: 927.072815 Iteration 53Q: 3 clusters Score -1293893 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 25567 members Entering Unmasked Estep Score: -1293899.375000 Penalty: 927.072815 Iteration 54Q: 3 clusters Score -1293899 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 25568 members Entering Unmasked Estep Score: -1293904.750000 Penalty: 927.072815 Iteration 55Q: 3 clusters Score -1293905 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 25569 members Entering Unmasked Estep Score: -1293912.500000 Penalty: 927.072815 Iteration 56Q: 3 clusters Score -1293912 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 25567 members Entering Unmasked Estep Score: -1293918.500000 Penalty: 927.072815 Iteration 57Q: 3 clusters Score -1293918 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 25566 members Entering Unmasked Estep Score: -1293924.125000 Penalty: 927.072815 Iteration 58Q: 3 clusters Score -1293924 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 25562 members Entering Unmasked Estep Score: -1293930.625000 Penalty: 927.072815 Iteration 59Q: 3 clusters Score -1293931 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 25555 members Entering Unmasked Estep Score: -1293934.625000 Penalty: 927.072815 Iteration 60F: 3 clusters Score -1293935 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 25553 members Entering Unmasked Estep Score: -1293942.625000 Penalty: 927.072815 Iteration 61Q: 3 clusters Score -1293943 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 25557 members Entering Unmasked Estep Score: -1293949.750000 Penalty: 927.072815 Iteration 62Q: 3 clusters Score -1293950 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 25551 members Entering Unmasked Estep Score: -1293960.750000 Penalty: 927.072815 Iteration 63Q: 3 clusters Score -1293961 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 25545 members Entering Unmasked Estep Score: -1293970.625000 Penalty: 927.072815 Iteration 64Q: 3 clusters Score -1293971 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 25538 members Entering Unmasked Estep Score: -1293977.625000 Penalty: 927.072815 Iteration 65Q: 3 clusters Score -1293978 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 25540 members Entering Unmasked Estep Score: -1293986.875000 Penalty: 927.072815 Iteration 66Q: 3 clusters Score -1293987 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 25547 members Entering Unmasked Estep Score: -1293993.375000 Penalty: 927.072815 Iteration 67Q: 3 clusters Score -1293993 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 25551 members Entering Unmasked Estep Score: -1293995.750000 Penalty: 927.072815 Iteration 68Q: 3 clusters Score -1293996 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 25555 members Entering Unmasked Estep Score: -1293999.750000 Penalty: 927.072815 Iteration 69Q: 3 clusters Score -1294000 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 25553 members Entering Unmasked Estep Score: -1294003.500000 Penalty: 927.072815 Iteration 70Q: 3 clusters Score -1294004 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 25550 members Entering Unmasked Estep Score: -1294005.625000 Penalty: 927.072815 Iteration 71Q: 3 clusters Score -1294006 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 25543 members Entering Unmasked Estep Score: -1294005.375000 Penalty: 927.072815 Iteration 72Q: 3 clusters Score -1294005 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 25540 members Entering Unmasked Estep Score: -1294006.500000 Penalty: 927.072815 Iteration 73Q: 3 clusters Score -1294006 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 25534 members Entering Unmasked Estep Score: -1294010.125000 Penalty: 927.072815 Iteration 74Q: 3 clusters Score -1294010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 25523 members Entering Unmasked Estep Score: -1294012.625000 Penalty: 927.072815 Iteration 75Q: 3 clusters Score -1294013 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 25509 members Entering Unmasked Estep Score: -1294015.125000 Penalty: 927.072815 Iteration 76Q: 3 clusters Score -1294015 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 25498 members Entering Unmasked Estep Score: -1294017.500000 Penalty: 927.072815 Iteration 77Q: 3 clusters Score -1294018 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 25491 members Entering Unmasked Estep Score: -1294018.125000 Penalty: 927.072815 Iteration 78Q: 3 clusters Score -1294018 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 25492 members Entering Unmasked Estep Score: -1294019.375000 Penalty: 927.072815 Iteration 79Q: 3 clusters Score -1294019 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -1294023.375000 Penalty: 927.072815 Iteration 80F: 3 clusters Score -1294023 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 25494 members Entering Unmasked Estep Score: -1294023.000000 Penalty: 927.072815 Iteration 81Q: 3 clusters Score -1294023 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -1294025.875000 Penalty: 927.072815 Iteration 82Q: 3 clusters Score -1294026 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 25488 members Entering Unmasked Estep Score: -1294025.375000 Penalty: 927.072815 Iteration 83Q: 3 clusters Score -1294025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 25486 members Entering Unmasked Estep Score: -1294024.500000 Penalty: 927.072815 Iteration 84Q: 3 clusters Score -1294024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 25486 members Entering Unmasked Estep Score: -1294025.000000 Penalty: 927.072815 Iteration 85Q: 3 clusters Score -1294025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 25485 members Entering Unmasked Estep Score: -1294024.500000 Penalty: 927.072815 Iteration 86Q: 3 clusters Score -1294024 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 25485 members Entering Unmasked Estep Score: -1294024.500000 Penalty: 927.072815 Iteration 87F: 3 clusters Score -1294024 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (42999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42999 members Entering Unmasked Estep Score: -2263667.500000 Penalty: 485.436401 Iteration 0F: 2 clusters Score -2263668 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21552 members Mstep: Class 2 contains 21447 members Entering Unmasked Estep Score: -2234717.750000 Penalty: 970.872803 Iteration 0F: 3 clusters Score -2234718 nChanged 20882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20986 members Mstep: Class 2 contains 22013 members Entering Unmasked Estep Score: -2247445.500000 Penalty: 970.872803 Iteration 1F: 3 clusters Score -2247446 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21084 members Mstep: Class 2 contains 21915 members Entering Unmasked Estep Score: -2248015.000000 Penalty: 970.872803 Iteration 2Q: 3 clusters Score -2248015 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21316 members Mstep: Class 2 contains 21683 members Entering Unmasked Estep Score: -2248929.250000 Penalty: 970.872803 Iteration 3Q: 3 clusters Score -2248929 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21630 members Mstep: Class 2 contains 21369 members Entering Unmasked Estep Score: -2250464.000000 Penalty: 970.872803 Iteration 4F: 3 clusters Score -2250464 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21948 members Mstep: Class 2 contains 21051 members Entering Unmasked Estep Score: -2252667.250000 Penalty: 970.872803 Iteration 5F: 3 clusters Score -2252667 nChanged 2805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22097 members Mstep: Class 2 contains 20902 members Entering Unmasked Estep Score: -2254882.250000 Penalty: 970.872803 Iteration 6F: 3 clusters Score -2254882 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22115 members Mstep: Class 2 contains 20884 members Entering Unmasked Estep Score: -2256255.500000 Penalty: 970.872803 Iteration 7F: 3 clusters Score -2256256 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22033 members Mstep: Class 2 contains 20966 members Entering Unmasked Estep Score: -2256727.500000 Penalty: 970.872803 Iteration 8Q: 3 clusters Score -2256728 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21970 members Mstep: Class 2 contains 21029 members Entering Unmasked Estep Score: -2256891.750000 Penalty: 970.872803 Iteration 9Q: 3 clusters Score -2256892 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21920 members Mstep: Class 2 contains 21079 members Entering Unmasked Estep Score: -2257019.500000 Penalty: 970.872803 Iteration 10Q: 3 clusters Score -2257020 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21841 members Mstep: Class 2 contains 21158 members Entering Unmasked Estep Score: -2257150.250000 Penalty: 970.872803 Iteration 11Q: 3 clusters Score -2257150 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21749 members Mstep: Class 2 contains 21250 members Entering Unmasked Estep Score: -2257288.250000 Penalty: 970.872803 Iteration 12Q: 3 clusters Score -2257288 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21634 members Mstep: Class 2 contains 21365 members Entering Unmasked Estep Score: -2257402.500000 Penalty: 970.872803 Iteration 13Q: 3 clusters Score -2257402 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21503 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -2257538.500000 Penalty: 970.872803 Iteration 14Q: 3 clusters Score -2257538 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21379 members Mstep: Class 2 contains 21620 members Entering Unmasked Estep Score: -2257679.750000 Penalty: 970.872803 Iteration 15Q: 3 clusters Score -2257680 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21283 members Mstep: Class 2 contains 21716 members Entering Unmasked Estep Score: -2257812.750000 Penalty: 970.872803 Iteration 16Q: 3 clusters Score -2257813 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21180 members Mstep: Class 2 contains 21819 members Entering Unmasked Estep Score: -2257943.250000 Penalty: 970.872803 Iteration 17Q: 3 clusters Score -2257943 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21076 members Mstep: Class 2 contains 21923 members Entering Unmasked Estep Score: -2258089.000000 Penalty: 970.872803 Iteration 18Q: 3 clusters Score -2258089 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20938 members Mstep: Class 2 contains 22061 members Entering Unmasked Estep Score: -2258209.750000 Penalty: 970.872803 Iteration 19Q: 3 clusters Score -2258210 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 22176 members Entering Unmasked Estep Score: -2258358.000000 Penalty: 970.872803 Iteration 20F: 3 clusters Score -2258358 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20739 members Mstep: Class 2 contains 22260 members Entering Unmasked Estep Score: -2258478.500000 Penalty: 970.872803 Iteration 21Q: 3 clusters Score -2258478 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20646 members Mstep: Class 2 contains 22353 members Entering Unmasked Estep Score: -2258601.250000 Penalty: 970.872803 Iteration 22Q: 3 clusters Score -2258601 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20550 members Mstep: Class 2 contains 22449 members Entering Unmasked Estep Score: -2258699.250000 Penalty: 970.872803 Iteration 23Q: 3 clusters Score -2258699 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20421 members Mstep: Class 2 contains 22578 members Entering Unmasked Estep Score: -2258780.750000 Penalty: 970.872803 Iteration 24Q: 3 clusters Score -2258781 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20315 members Mstep: Class 2 contains 22684 members Entering Unmasked Estep Score: -2258880.000000 Penalty: 970.872803 Iteration 25Q: 3 clusters Score -2258880 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20213 members Mstep: Class 2 contains 22786 members Entering Unmasked Estep Score: -2258956.750000 Penalty: 970.872803 Iteration 26Q: 3 clusters Score -2258957 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -2259031.500000 Penalty: 970.872803 Iteration 27Q: 3 clusters Score -2259032 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20038 members Mstep: Class 2 contains 22961 members Entering Unmasked Estep Score: -2259086.750000 Penalty: 970.872803 Iteration 28Q: 3 clusters Score -2259087 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19944 members Mstep: Class 2 contains 23055 members Entering Unmasked Estep Score: -2259129.500000 Penalty: 970.872803 Iteration 29Q: 3 clusters Score -2259130 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19866 members Mstep: Class 2 contains 23133 members Entering Unmasked Estep Score: -2259184.250000 Penalty: 970.872803 Iteration 30Q: 3 clusters Score -2259184 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19786 members Mstep: Class 2 contains 23213 members Entering Unmasked Estep Score: -2259220.000000 Penalty: 970.872803 Iteration 31Q: 3 clusters Score -2259220 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19711 members Mstep: Class 2 contains 23288 members Entering Unmasked Estep Score: -2259242.250000 Penalty: 970.872803 Iteration 32Q: 3 clusters Score -2259242 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19631 members Mstep: Class 2 contains 23368 members Entering Unmasked Estep Score: -2259269.250000 Penalty: 970.872803 Iteration 33Q: 3 clusters Score -2259269 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19547 members Mstep: Class 2 contains 23452 members Entering Unmasked Estep Score: -2259279.750000 Penalty: 970.872803 Iteration 34Q: 3 clusters Score -2259280 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19468 members Mstep: Class 2 contains 23531 members Entering Unmasked Estep Score: -2259304.250000 Penalty: 970.872803 Iteration 35Q: 3 clusters Score -2259304 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 23588 members Entering Unmasked Estep Score: -2259316.500000 Penalty: 970.872803 Iteration 36Q: 3 clusters Score -2259316 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19366 members Mstep: Class 2 contains 23633 members Entering Unmasked Estep Score: -2259323.500000 Penalty: 970.872803 Iteration 37Q: 3 clusters Score -2259324 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19312 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -2259321.500000 Penalty: 970.872803 Iteration 38Q: 3 clusters Score -2259322 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19259 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -2259325.250000 Penalty: 970.872803 Iteration 39Q: 3 clusters Score -2259325 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19202 members Mstep: Class 2 contains 23797 members Entering Unmasked Estep Score: -2259349.500000 Penalty: 970.872803 Iteration 40F: 3 clusters Score -2259350 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19151 members Mstep: Class 2 contains 23848 members Entering Unmasked Estep Score: -2259335.750000 Penalty: 970.872803 Iteration 41Q: 3 clusters Score -2259336 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19094 members Mstep: Class 2 contains 23905 members Entering Unmasked Estep Score: -2259344.750000 Penalty: 970.872803 Iteration 42Q: 3 clusters Score -2259345 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19041 members Mstep: Class 2 contains 23958 members Entering Unmasked Estep Score: -2259357.250000 Penalty: 970.872803 Iteration 43Q: 3 clusters Score -2259357 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18987 members Mstep: Class 2 contains 24012 members Entering Unmasked Estep Score: -2259354.000000 Penalty: 970.872803 Iteration 44Q: 3 clusters Score -2259354 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18925 members Mstep: Class 2 contains 24074 members Entering Unmasked Estep Score: -2259364.000000 Penalty: 970.872803 Iteration 45Q: 3 clusters Score -2259364 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18865 members Mstep: Class 2 contains 24134 members Entering Unmasked Estep Score: -2259373.750000 Penalty: 970.872803 Iteration 46Q: 3 clusters Score -2259374 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18790 members Mstep: Class 2 contains 24209 members Entering Unmasked Estep Score: -2259378.750000 Penalty: 970.872803 Iteration 47Q: 3 clusters Score -2259379 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 24294 members Entering Unmasked Estep Score: -2259385.750000 Penalty: 970.872803 Iteration 48Q: 3 clusters Score -2259386 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18595 members Mstep: Class 2 contains 24404 members Entering Unmasked Estep Score: -2259395.500000 Penalty: 970.872803 Iteration 49Q: 3 clusters Score -2259396 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Mstep: Class 2 contains 24518 members Entering Unmasked Estep Score: -2259403.500000 Penalty: 970.872803 Iteration 50Q: 3 clusters Score -2259404 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18377 members Mstep: Class 2 contains 24622 members Entering Unmasked Estep Score: -2259413.750000 Penalty: 970.872803 Iteration 51Q: 3 clusters Score -2259414 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18285 members Mstep: Class 2 contains 24714 members Entering Unmasked Estep Score: -2259422.500000 Penalty: 970.872803 Iteration 52Q: 3 clusters Score -2259422 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18190 members Mstep: Class 2 contains 24809 members Entering Unmasked Estep Score: -2259427.250000 Penalty: 970.872803 Iteration 53Q: 3 clusters Score -2259427 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18100 members Mstep: Class 2 contains 24899 members Entering Unmasked Estep Score: -2259429.750000 Penalty: 970.872803 Iteration 54Q: 3 clusters Score -2259430 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18020 members Mstep: Class 2 contains 24979 members Entering Unmasked Estep Score: -2259442.500000 Penalty: 970.872803 Iteration 55Q: 3 clusters Score -2259442 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17935 members Mstep: Class 2 contains 25064 members Entering Unmasked Estep Score: -2259454.500000 Penalty: 970.872803 Iteration 56Q: 3 clusters Score -2259454 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17854 members Mstep: Class 2 contains 25145 members Entering Unmasked Estep Score: -2259462.250000 Penalty: 970.872803 Iteration 57Q: 3 clusters Score -2259462 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17783 members Mstep: Class 2 contains 25216 members Entering Unmasked Estep Score: -2259464.500000 Penalty: 970.872803 Iteration 58Q: 3 clusters Score -2259464 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17687 members Mstep: Class 2 contains 25312 members Entering Unmasked Estep Score: -2259460.250000 Penalty: 970.872803 Iteration 59Q: 3 clusters Score -2259460 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17595 members Mstep: Class 2 contains 25404 members Entering Unmasked Estep Score: -2259475.750000 Penalty: 970.872803 Iteration 60F: 3 clusters Score -2259476 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17507 members Mstep: Class 2 contains 25492 members Entering Unmasked Estep Score: -2259473.750000 Penalty: 970.872803 Iteration 61Q: 3 clusters Score -2259474 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17440 members Mstep: Class 2 contains 25559 members Entering Unmasked Estep Score: -2259478.000000 Penalty: 970.872803 Iteration 62Q: 3 clusters Score -2259478 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17377 members Mstep: Class 2 contains 25622 members Entering Unmasked Estep Score: -2259482.750000 Penalty: 970.872803 Iteration 63Q: 3 clusters Score -2259483 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 25679 members Entering Unmasked Estep Score: -2259484.500000 Penalty: 970.872803 Iteration 64Q: 3 clusters Score -2259484 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 25740 members Entering Unmasked Estep Score: -2259482.500000 Penalty: 970.872803 Iteration 65Q: 3 clusters Score -2259482 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17184 members Mstep: Class 2 contains 25815 members Entering Unmasked Estep Score: -2259485.750000 Penalty: 970.872803 Iteration 66Q: 3 clusters Score -2259486 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17101 members Mstep: Class 2 contains 25898 members Entering Unmasked Estep Score: -2259489.250000 Penalty: 970.872803 Iteration 67Q: 3 clusters Score -2259489 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17015 members Mstep: Class 2 contains 25984 members Entering Unmasked Estep Score: -2259490.250000 Penalty: 970.872803 Iteration 68Q: 3 clusters Score -2259490 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16924 members Mstep: Class 2 contains 26075 members Entering Unmasked Estep Score: -2259496.750000 Penalty: 970.872803 Iteration 69Q: 3 clusters Score -2259497 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16828 members Mstep: Class 2 contains 26171 members Entering Unmasked Estep Score: -2259514.000000 Penalty: 970.872803 Iteration 70Q: 3 clusters Score -2259514 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16728 members Mstep: Class 2 contains 26271 members Entering Unmasked Estep Score: -2259518.750000 Penalty: 970.872803 Iteration 71Q: 3 clusters Score -2259519 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16609 members Mstep: Class 2 contains 26390 members Entering Unmasked Estep Score: -2259520.250000 Penalty: 970.872803 Iteration 72Q: 3 clusters Score -2259520 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16479 members Mstep: Class 2 contains 26520 members Entering Unmasked Estep Score: -2259525.750000 Penalty: 970.872803 Iteration 73Q: 3 clusters Score -2259526 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 26657 members Entering Unmasked Estep Score: -2259534.250000 Penalty: 970.872803 Iteration 74Q: 3 clusters Score -2259534 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16195 members Mstep: Class 2 contains 26804 members Entering Unmasked Estep Score: -2259546.500000 Penalty: 970.872803 Iteration 75Q: 3 clusters Score -2259546 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16050 members Mstep: Class 2 contains 26949 members Entering Unmasked Estep Score: -2259562.500000 Penalty: 970.872803 Iteration 76Q: 3 clusters Score -2259562 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15893 members Mstep: Class 2 contains 27106 members Entering Unmasked Estep Score: -2259579.500000 Penalty: 970.872803 Iteration 77Q: 3 clusters Score -2259580 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 27284 members Entering Unmasked Estep Score: -2259585.000000 Penalty: 970.872803 Iteration 78Q: 3 clusters Score -2259585 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15523 members Mstep: Class 2 contains 27476 members Entering Unmasked Estep Score: -2259604.250000 Penalty: 970.872803 Iteration 79Q: 3 clusters Score -2259604 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 27663 members Entering Unmasked Estep Score: -2259625.750000 Penalty: 970.872803 Iteration 80F: 3 clusters Score -2259626 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15137 members Mstep: Class 2 contains 27862 members Entering Unmasked Estep Score: -2259643.250000 Penalty: 970.872803 Iteration 81Q: 3 clusters Score -2259643 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14919 members Mstep: Class 2 contains 28080 members Entering Unmasked Estep Score: -2259675.500000 Penalty: 970.872803 Iteration 82Q: 3 clusters Score -2259676 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14717 members Mstep: Class 2 contains 28282 members Entering Unmasked Estep Score: -2259694.250000 Penalty: 970.872803 Iteration 83Q: 3 clusters Score -2259694 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14492 members Mstep: Class 2 contains 28507 members Entering Unmasked Estep Score: -2259728.250000 Penalty: 970.872803 Iteration 84Q: 3 clusters Score -2259728 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Mstep: Class 2 contains 28729 members Entering Unmasked Estep Score: -2259753.000000 Penalty: 970.872803 Iteration 85Q: 3 clusters Score -2259753 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 28958 members Entering Unmasked Estep Score: -2259784.250000 Penalty: 970.872803 Iteration 86Q: 3 clusters Score -2259784 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 29215 members Entering Unmasked Estep Score: -2259800.750000 Penalty: 970.872803 Iteration 87Q: 3 clusters Score -2259801 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13517 members Mstep: Class 2 contains 29482 members Entering Unmasked Estep Score: -2259831.250000 Penalty: 970.872803 Iteration 88Q: 3 clusters Score -2259831 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13224 members Mstep: Class 2 contains 29775 members Entering Unmasked Estep Score: -2259869.000000 Penalty: 970.872803 Iteration 89Q: 3 clusters Score -2259869 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12920 members Mstep: Class 2 contains 30079 members Entering Unmasked Estep Score: -2259911.000000 Penalty: 970.872803 Iteration 90Q: 3 clusters Score -2259911 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12591 members Mstep: Class 2 contains 30408 members Entering Unmasked Estep Score: -2259957.500000 Penalty: 970.872803 Iteration 91Q: 3 clusters Score -2259958 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 30717 members Entering Unmasked Estep Score: -2260019.500000 Penalty: 970.872803 Iteration 92Q: 3 clusters Score -2260020 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 31060 members Entering Unmasked Estep Score: -2260078.000000 Penalty: 970.872803 Iteration 93Q: 3 clusters Score -2260078 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 31440 members Entering Unmasked Estep Score: -2260144.750000 Penalty: 970.872803 Iteration 94Q: 3 clusters Score -2260145 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11168 members Mstep: Class 2 contains 31831 members Entering Unmasked Estep Score: -2260209.000000 Penalty: 970.872803 Iteration 95Q: 3 clusters Score -2260209 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 32213 members Entering Unmasked Estep Score: -2260292.500000 Penalty: 970.872803 Iteration 96Q: 3 clusters Score -2260292 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 32644 members Entering Unmasked Estep Score: -2260405.250000 Penalty: 970.872803 Iteration 97Q: 3 clusters Score -2260405 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 33089 members Entering Unmasked Estep Score: -2260496.250000 Penalty: 970.872803 Iteration 98Q: 3 clusters Score -2260496 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 33517 members Entering Unmasked Estep Score: -2260616.500000 Penalty: 970.872803 Iteration 99Q: 3 clusters Score -2260616 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 33951 members Entering Unmasked Estep Score: -2260730.750000 Penalty: 970.872803 Iteration 100F: 3 clusters Score -2260731 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 34388 members Entering Unmasked Estep Score: -2260836.250000 Penalty: 970.872803 Iteration 101Q: 3 clusters Score -2260836 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 34823 members Entering Unmasked Estep Score: -2260939.750000 Penalty: 970.872803 Iteration 102Q: 3 clusters Score -2260940 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 35256 members Entering Unmasked Estep Score: -2261065.500000 Penalty: 970.872803 Iteration 103Q: 3 clusters Score -2261066 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 35709 members Entering Unmasked Estep Score: -2261199.500000 Penalty: 970.872803 Iteration 104Q: 3 clusters Score -2261200 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 36129 members Entering Unmasked Estep Score: -2261320.000000 Penalty: 970.872803 Iteration 105Q: 3 clusters Score -2261320 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 36518 members Entering Unmasked Estep Score: -2261444.000000 Penalty: 970.872803 Iteration 106Q: 3 clusters Score -2261444 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 36926 members Entering Unmasked Estep Score: -2261569.500000 Penalty: 970.872803 Iteration 107Q: 3 clusters Score -2261570 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 37342 members Entering Unmasked Estep Score: -2261703.000000 Penalty: 970.872803 Iteration 108Q: 3 clusters Score -2261703 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 37738 members Entering Unmasked Estep Score: -2261818.000000 Penalty: 970.872803 Iteration 109Q: 3 clusters Score -2261818 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 38136 members Entering Unmasked Estep Score: -2261933.250000 Penalty: 970.872803 Iteration 110Q: 3 clusters Score -2261933 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 38496 members Entering Unmasked Estep Score: -2262066.500000 Penalty: 970.872803 Iteration 111Q: 3 clusters Score -2262066 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 38853 members Entering Unmasked Estep Score: -2262174.750000 Penalty: 970.872803 Iteration 112Q: 3 clusters Score -2262175 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 39197 members Entering Unmasked Estep Score: -2262275.750000 Penalty: 970.872803 Iteration 113Q: 3 clusters Score -2262276 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 39492 members Entering Unmasked Estep Score: -2262361.500000 Penalty: 970.872803 Iteration 114Q: 3 clusters Score -2262362 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 39793 members Entering Unmasked Estep Score: -2262473.500000 Penalty: 970.872803 Iteration 115Q: 3 clusters Score -2262474 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 40075 members Entering Unmasked Estep Score: -2262555.500000 Penalty: 970.872803 Iteration 116Q: 3 clusters Score -2262556 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 40314 members Entering Unmasked Estep Score: -2262631.750000 Penalty: 970.872803 Iteration 117Q: 3 clusters Score -2262632 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 40534 members Entering Unmasked Estep Score: -2262699.250000 Penalty: 970.872803 Iteration 118Q: 3 clusters Score -2262699 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 40737 members Entering Unmasked Estep Score: -2262767.000000 Penalty: 970.872803 Iteration 119Q: 3 clusters Score -2262767 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 40919 members Entering Unmasked Estep Score: -2262821.000000 Penalty: 970.872803 Iteration 120F: 3 clusters Score -2262821 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 41084 members Entering Unmasked Estep Score: -2262874.000000 Penalty: 970.872803 Iteration 121Q: 3 clusters Score -2262874 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 41223 members Entering Unmasked Estep Score: -2262914.750000 Penalty: 970.872803 Iteration 122Q: 3 clusters Score -2262915 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 41356 members Entering Unmasked Estep Score: -2262953.750000 Penalty: 970.872803 Iteration 123Q: 3 clusters Score -2262954 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 41465 members Entering Unmasked Estep Score: -2262983.250000 Penalty: 970.872803 Iteration 124Q: 3 clusters Score -2262983 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 41561 members Entering Unmasked Estep Score: -2263017.000000 Penalty: 970.872803 Iteration 125Q: 3 clusters Score -2263017 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 41649 members Entering Unmasked Estep Score: -2263040.500000 Penalty: 970.872803 Iteration 126Q: 3 clusters Score -2263040 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 41722 members Entering Unmasked Estep Score: -2263069.000000 Penalty: 970.872803 Iteration 127Q: 3 clusters Score -2263069 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 41806 members Entering Unmasked Estep Score: -2263091.750000 Penalty: 970.872803 Iteration 128Q: 3 clusters Score -2263092 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 41882 members Entering Unmasked Estep Score: -2263110.500000 Penalty: 970.872803 Iteration 129Q: 3 clusters Score -2263110 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 41947 members Entering Unmasked Estep Score: -2263126.750000 Penalty: 970.872803 Iteration 130Q: 3 clusters Score -2263127 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 41996 members Entering Unmasked Estep Score: -2263136.750000 Penalty: 970.872803 Iteration 131Q: 3 clusters Score -2263137 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 42037 members Entering Unmasked Estep Score: -2263143.500000 Penalty: 970.872803 Iteration 132Q: 3 clusters Score -2263144 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 42070 members Entering Unmasked Estep Score: -2263153.500000 Penalty: 970.872803 Iteration 133Q: 3 clusters Score -2263154 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 42102 members Entering Unmasked Estep Score: -2263168.500000 Penalty: 970.872803 Iteration 134Q: 3 clusters Score -2263168 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 42130 members Entering Unmasked Estep Score: -2263171.250000 Penalty: 970.872803 Iteration 135Q: 3 clusters Score -2263171 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 42170 members Entering Unmasked Estep Score: -2263186.250000 Penalty: 970.872803 Iteration 136Q: 3 clusters Score -2263186 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 42205 members Entering Unmasked Estep Score: -2263192.250000 Penalty: 970.872803 Iteration 137Q: 3 clusters Score -2263192 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 42242 members Entering Unmasked Estep Score: -2263199.250000 Penalty: 970.872803 Iteration 138Q: 3 clusters Score -2263199 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 42261 members Entering Unmasked Estep Score: -2263200.500000 Penalty: 970.872803 Iteration 139Q: 3 clusters Score -2263200 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 42271 members Entering Unmasked Estep Score: -2263204.750000 Penalty: 970.872803 Iteration 140F: 3 clusters Score -2263205 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 42289 members Entering Unmasked Estep Score: -2263206.250000 Penalty: 970.872803 Iteration 141Q: 3 clusters Score -2263206 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 42311 members Entering Unmasked Estep Score: -2263214.750000 Penalty: 970.872803 Iteration 142Q: 3 clusters Score -2263215 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 42334 members Entering Unmasked Estep Score: -2263224.000000 Penalty: 970.872803 Iteration 143Q: 3 clusters Score -2263224 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 42352 members Entering Unmasked Estep Score: -2263225.750000 Penalty: 970.872803 Iteration 144Q: 3 clusters Score -2263226 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 42369 members Entering Unmasked Estep Score: -2263230.250000 Penalty: 970.872803 Iteration 145Q: 3 clusters Score -2263230 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 42380 members Entering Unmasked Estep Score: -2263236.500000 Penalty: 970.872803 Iteration 146Q: 3 clusters Score -2263236 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 42394 members Entering Unmasked Estep Score: -2263233.750000 Penalty: 970.872803 Iteration 147Q: 3 clusters Score -2263234 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 42409 members Entering Unmasked Estep Score: -2263237.500000 Penalty: 970.872803 Iteration 148Q: 3 clusters Score -2263238 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 42424 members Entering Unmasked Estep Score: -2263242.000000 Penalty: 970.872803 Iteration 149Q: 3 clusters Score -2263242 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 42441 members Entering Unmasked Estep Score: -2263248.750000 Penalty: 970.872803 Iteration 150Q: 3 clusters Score -2263249 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 42460 members Entering Unmasked Estep Score: -2263252.000000 Penalty: 970.872803 Iteration 151Q: 3 clusters Score -2263252 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 42473 members Entering Unmasked Estep Score: -2263254.250000 Penalty: 970.872803 Iteration 152Q: 3 clusters Score -2263254 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 42489 members Entering Unmasked Estep Score: -2263259.250000 Penalty: 970.872803 Iteration 153Q: 3 clusters Score -2263259 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 42498 members Entering Unmasked Estep Score: -2263257.000000 Penalty: 970.872803 Iteration 154Q: 3 clusters Score -2263257 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 42512 members Entering Unmasked Estep Score: -2263259.750000 Penalty: 970.872803 Iteration 155Q: 3 clusters Score -2263260 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 42522 members Entering Unmasked Estep Score: -2263263.500000 Penalty: 970.872803 Iteration 156Q: 3 clusters Score -2263264 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 42530 members Entering Unmasked Estep Score: -2263267.000000 Penalty: 970.872803 Iteration 157Q: 3 clusters Score -2263267 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 42537 members Entering Unmasked Estep Score: -2263270.500000 Penalty: 970.872803 Iteration 158Q: 3 clusters Score -2263270 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 42547 members Entering Unmasked Estep Score: -2263268.250000 Penalty: 970.872803 Iteration 159Q: 3 clusters Score -2263268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 42553 members Entering Unmasked Estep Score: -2263271.500000 Penalty: 970.872803 Iteration 160F: 3 clusters Score -2263272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 42558 members Entering Unmasked Estep Score: -2263271.750000 Penalty: 970.872803 Iteration 161Q: 3 clusters Score -2263272 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 42562 members Entering Unmasked Estep Score: -2263271.750000 Penalty: 970.872803 Iteration 162Q: 3 clusters Score -2263272 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 42565 members Entering Unmasked Estep Score: -2263275.000000 Penalty: 970.872803 Iteration 163Q: 3 clusters Score -2263275 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 42569 members Entering Unmasked Estep Score: -2263273.250000 Penalty: 970.872803 Iteration 164Q: 3 clusters Score -2263273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 42572 members Entering Unmasked Estep Score: -2263274.500000 Penalty: 970.872803 Iteration 165Q: 3 clusters Score -2263274 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 42573 members Entering Unmasked Estep Score: -2263276.000000 Penalty: 970.872803 Iteration 166Q: 3 clusters Score -2263276 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 42574 members Entering Unmasked Estep Score: -2263277.250000 Penalty: 970.872803 Iteration 167Q: 3 clusters Score -2263277 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 42577 members Entering Unmasked Estep Score: -2263275.250000 Penalty: 970.872803 Iteration 168Q: 3 clusters Score -2263275 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 42580 members Entering Unmasked Estep Score: -2263274.750000 Penalty: 970.872803 Iteration 169Q: 3 clusters Score -2263275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 42582 members Entering Unmasked Estep Score: -2263277.500000 Penalty: 970.872803 Iteration 170Q: 3 clusters Score -2263278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 42584 members Entering Unmasked Estep Score: -2263280.000000 Penalty: 970.872803 Iteration 171Q: 3 clusters Score -2263280 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 42587 members Entering Unmasked Estep Score: -2263280.000000 Penalty: 970.872803 Iteration 172Q: 3 clusters Score -2263280 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 42588 members Entering Unmasked Estep Score: -2263281.000000 Penalty: 970.872803 Iteration 173Q: 3 clusters Score -2263281 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 42589 members Entering Unmasked Estep Score: -2263281.250000 Penalty: 970.872803 Iteration 174Q: 3 clusters Score -2263281 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 42590 members Entering Unmasked Estep Score: -2263282.250000 Penalty: 970.872803 Iteration 175Q: 3 clusters Score -2263282 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 42590 members Entering Unmasked Estep Score: -2263282.250000 Penalty: 970.872803 Iteration 176F: 3 clusters Score -2263282 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Entering Unmasked Estep Score: -151980.312500 Penalty: 362.778564 Iteration 0F: 2 clusters Score -151980.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -149977.890625 Penalty: 725.557129 Iteration 0F: 3 clusters Score -149977.9 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -150654.343750 Penalty: 725.557129 Iteration 1F: 3 clusters Score -150654.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -150755.421875 Penalty: 725.557129 Iteration 2F: 3 clusters Score -150755.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -150860.750000 Penalty: 725.557129 Iteration 3F: 3 clusters Score -150860.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -150993.500000 Penalty: 725.557129 Iteration 4F: 3 clusters Score -150993.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -151125.656250 Penalty: 725.557129 Iteration 5F: 3 clusters Score -151125.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -151233.500000 Penalty: 725.557129 Iteration 6F: 3 clusters Score -151233.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -151318.734375 Penalty: 725.557129 Iteration 7F: 3 clusters Score -151318.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -151405.375000 Penalty: 725.557129 Iteration 8Q: 3 clusters Score -151405.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -151481.906250 Penalty: 725.557129 Iteration 9Q: 3 clusters Score -151481.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -151534.921875 Penalty: 725.557129 Iteration 10Q: 3 clusters Score -151534.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -151567.718750 Penalty: 725.557129 Iteration 11Q: 3 clusters Score -151567.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -151594.500000 Penalty: 725.557129 Iteration 12Q: 3 clusters Score -151594.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -151613.343750 Penalty: 725.557129 Iteration 13Q: 3 clusters Score -151613.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -151631.453125 Penalty: 725.557129 Iteration 14Q: 3 clusters Score -151631.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -151640.265625 Penalty: 725.557129 Iteration 15Q: 3 clusters Score -151640.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -151646.609375 Penalty: 725.557129 Iteration 16Q: 3 clusters Score -151646.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -151650.359375 Penalty: 725.557129 Iteration 17Q: 3 clusters Score -151650.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -151655.203125 Penalty: 725.557129 Iteration 18Q: 3 clusters Score -151655.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -151658.000000 Penalty: 725.557129 Iteration 19Q: 3 clusters Score -151658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -151659.062500 Penalty: 725.557129 Iteration 20F: 3 clusters Score -151659.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -151660.546875 Penalty: 725.557129 Iteration 21Q: 3 clusters Score -151660.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -151662.562500 Penalty: 725.557129 Iteration 22Q: 3 clusters Score -151662.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -151664.781250 Penalty: 725.557129 Iteration 23Q: 3 clusters Score -151664.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -151665.343750 Penalty: 725.557129 Iteration 24Q: 3 clusters Score -151665.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -151667.203125 Penalty: 725.557129 Iteration 25Q: 3 clusters Score -151667.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -151668.421875 Penalty: 725.557129 Iteration 26Q: 3 clusters Score -151668.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -151670.437500 Penalty: 725.557129 Iteration 27Q: 3 clusters Score -151670.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -151671.484375 Penalty: 725.557129 Iteration 28Q: 3 clusters Score -151671.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -151671.218750 Penalty: 725.557129 Iteration 29Q: 3 clusters Score -151671.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -151671.218750 Penalty: 725.557129 Iteration 30F: 3 clusters Score -151671.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Entering Unmasked Estep Score: -105176.359375 Penalty: 349.195099 Iteration 0F: 2 clusters Score -105176.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -103596.687500 Penalty: 698.390198 Iteration 0F: 3 clusters Score -103596.7 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -104161.460938 Penalty: 698.390198 Iteration 1F: 3 clusters Score -104161.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -104255.671875 Penalty: 698.390198 Iteration 2F: 3 clusters Score -104255.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -104358.476562 Penalty: 698.390198 Iteration 3F: 3 clusters Score -104358.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -104448.093750 Penalty: 698.390198 Iteration 4F: 3 clusters Score -104448.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -104532.976562 Penalty: 698.390198 Iteration 5F: 3 clusters Score -104533 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -104613.976562 Penalty: 698.390198 Iteration 6Q: 3 clusters Score -104614 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -104694.976562 Penalty: 698.390198 Iteration 7F: 3 clusters Score -104695 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -104755.851562 Penalty: 698.390198 Iteration 8Q: 3 clusters Score -104755.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -104799.742188 Penalty: 698.390198 Iteration 9Q: 3 clusters Score -104799.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -104818.351562 Penalty: 698.390198 Iteration 10Q: 3 clusters Score -104818.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -104834.523438 Penalty: 698.390198 Iteration 11Q: 3 clusters Score -104834.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -104849.132812 Penalty: 698.390198 Iteration 12Q: 3 clusters Score -104849.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -104869.093750 Penalty: 698.390198 Iteration 13Q: 3 clusters Score -104869.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -104893.351562 Penalty: 698.390198 Iteration 14Q: 3 clusters Score -104893.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -104909.703125 Penalty: 698.390198 Iteration 15Q: 3 clusters Score -104909.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -104926.765625 Penalty: 698.390198 Iteration 16Q: 3 clusters Score -104926.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -104938.593750 Penalty: 698.390198 Iteration 17Q: 3 clusters Score -104938.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -104944.757812 Penalty: 698.390198 Iteration 18Q: 3 clusters Score -104944.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -104948.179688 Penalty: 698.390198 Iteration 19Q: 3 clusters Score -104948.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -104949.554688 Penalty: 698.390198 Iteration 20F: 3 clusters Score -104949.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -104950.226562 Penalty: 698.390198 Iteration 21Q: 3 clusters Score -104950.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -104951.000000 Penalty: 698.390198 Iteration 22Q: 3 clusters Score -104951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -104951.156250 Penalty: 698.390198 Iteration 23Q: 3 clusters Score -104951.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -104951.148438 Penalty: 698.390198 Iteration 24Q: 3 clusters Score -104951.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -104951.148438 Penalty: 698.390198 Iteration 25F: 3 clusters Score -104951.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Entering Unmasked Estep Score: -19443.119141 Penalty: 277.970764 Iteration 0F: 2 clusters Score -19443.12 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 229 members Entering Unmasked Estep Score: -19085.761719 Penalty: 555.941528 Iteration 0F: 3 clusters Score -19085.76 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -19515.564453 Penalty: 555.941528 Iteration 1F: 3 clusters Score -19515.56 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -19624.072266 Penalty: 555.941528 Iteration 2F: 3 clusters Score -19624.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19644.164062 Penalty: 555.941528 Iteration 3Q: 3 clusters Score -19644.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19645.572266 Penalty: 555.941528 Iteration 4Q: 3 clusters Score -19645.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19645.572266 Penalty: 555.941528 Iteration 5F: 3 clusters Score -19645.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26572 members Mstep: Class 4 contains 42999 members Mstep: Class 5 contains 2902 members Mstep: Class 6 contains 2153 members Mstep: Class 7 contains 87 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 163959 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 29336 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4108 members Mstep: Class 16 contains 204666 members Mstep: Class 17 contains 7773 members Mstep: Class 18 contains 1846 members Mstep: Class 19 contains 2062 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Mstep: Class 22 contains 363 members Entering Unmasked Estep Score: -24235140.000000 Penalty: 13146.836914 Splitting cluster 7 changes total score from -24235234.000000 to -24235140.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (2738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Entering Unmasked Estep Score: -146474.750000 Penalty: 360.131714 Iteration 0F: 2 clusters Score -146474.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -144511.921875 Penalty: 720.263428 Iteration 0F: 3 clusters Score -144511.9 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -145212.890625 Penalty: 720.263428 Iteration 1F: 3 clusters Score -145212.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -145349.109375 Penalty: 720.263428 Iteration 2F: 3 clusters Score -145349.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -145483.031250 Penalty: 720.263428 Iteration 3F: 3 clusters Score -145483 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -145619.578125 Penalty: 720.263428 Iteration 4F: 3 clusters Score -145619.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -145771.953125 Penalty: 720.263428 Iteration 5F: 3 clusters Score -145772 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -145913.859375 Penalty: 720.263428 Iteration 6F: 3 clusters Score -145913.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -145990.062500 Penalty: 720.263428 Iteration 7Q: 3 clusters Score -145990.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -146032.687500 Penalty: 720.263428 Iteration 8Q: 3 clusters Score -146032.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -146049.437500 Penalty: 720.263428 Iteration 9Q: 3 clusters Score -146049.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -146060.312500 Penalty: 720.263428 Iteration 10Q: 3 clusters Score -146060.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -146072.046875 Penalty: 720.263428 Iteration 11Q: 3 clusters Score -146072 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -146086.921875 Penalty: 720.263428 Iteration 12Q: 3 clusters Score -146086.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -146101.546875 Penalty: 720.263428 Iteration 13Q: 3 clusters Score -146101.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -146117.656250 Penalty: 720.263428 Iteration 14Q: 3 clusters Score -146117.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -146127.984375 Penalty: 720.263428 Iteration 15Q: 3 clusters Score -146128 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -146134.671875 Penalty: 720.263428 Iteration 16Q: 3 clusters Score -146134.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -146138.531250 Penalty: 720.263428 Iteration 17Q: 3 clusters Score -146138.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -146141.265625 Penalty: 720.263428 Iteration 18Q: 3 clusters Score -146141.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -146144.187500 Penalty: 720.263428 Iteration 19Q: 3 clusters Score -146144.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -146146.312500 Penalty: 720.263428 Iteration 20F: 3 clusters Score -146146.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -146147.765625 Penalty: 720.263428 Iteration 21Q: 3 clusters Score -146147.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -146149.437500 Penalty: 720.263428 Iteration 22Q: 3 clusters Score -146149.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -146150.000000 Penalty: 720.263428 Iteration 23Q: 3 clusters Score -146150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -146150.953125 Penalty: 720.263428 Iteration 24Q: 3 clusters Score -146151 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -146152.859375 Penalty: 720.263428 Iteration 25Q: 3 clusters Score -146152.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -146155.296875 Penalty: 720.263428 Iteration 26Q: 3 clusters Score -146155.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -146156.250000 Penalty: 720.263428 Iteration 27Q: 3 clusters Score -146156.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -146157.031250 Penalty: 720.263428 Iteration 28Q: 3 clusters Score -146157 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -146157.531250 Penalty: 720.263428 Iteration 29Q: 3 clusters Score -146157.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -146157.890625 Penalty: 720.263428 Iteration 30Q: 3 clusters Score -146157.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -146157.890625 Penalty: 720.263428 Iteration 31F: 3 clusters Score -146157.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (163959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163959 members Entering Unmasked Estep Score: -8255454.500000 Penalty: 546.335449 Iteration 0F: 2 clusters Score -8255454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81888 members Mstep: Class 2 contains 82071 members Entering Unmasked Estep Score: -8156153.000000 Penalty: 1092.670898 Iteration 0F: 3 clusters Score -8156153 nChanged 80764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79246 members Mstep: Class 2 contains 84713 members Entering Unmasked Estep Score: -8206407.500000 Penalty: 1092.670898 Iteration 1F: 3 clusters Score -8206408 nChanged 7175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76375 members Mstep: Class 2 contains 87584 members Entering Unmasked Estep Score: -8209360.500000 Penalty: 1092.670898 Iteration 2Q: 3 clusters Score -8209360 nChanged 9149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71774 members Mstep: Class 2 contains 92185 members Entering Unmasked Estep Score: -8214044.500000 Penalty: 1092.670898 Iteration 3F: 3 clusters Score -8214044 nChanged 10577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65799 members Mstep: Class 2 contains 98160 members Entering Unmasked Estep Score: -8220494.500000 Penalty: 1092.670898 Iteration 4F: 3 clusters Score -8220494 nChanged 11320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58851 members Mstep: Class 2 contains 105108 members Entering Unmasked Estep Score: -8228319.500000 Penalty: 1092.670898 Iteration 5F: 3 clusters Score -8228320 nChanged 10695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52032 members Mstep: Class 2 contains 111927 members Entering Unmasked Estep Score: -8236374.000000 Penalty: 1092.670898 Iteration 6F: 3 clusters Score -8236374 nChanged 8498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46304 members Mstep: Class 2 contains 117655 members Entering Unmasked Estep Score: -8242902.500000 Penalty: 1092.670898 Iteration 7F: 3 clusters Score -8242902 nChanged 6125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41649 members Mstep: Class 2 contains 122310 members Entering Unmasked Estep Score: -8246642.500000 Penalty: 1092.670898 Iteration 8Q: 3 clusters Score -8246642 nChanged 4796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37359 members Mstep: Class 2 contains 126600 members Entering Unmasked Estep Score: -8249034.500000 Penalty: 1092.670898 Iteration 9Q: 3 clusters Score -8249034 nChanged 4235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33412 members Mstep: Class 2 contains 130547 members Entering Unmasked Estep Score: -8251145.000000 Penalty: 1092.670898 Iteration 10Q: 3 clusters Score -8251145 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30039 members Mstep: Class 2 contains 133920 members Entering Unmasked Estep Score: -8253155.500000 Penalty: 1092.670898 Iteration 11Q: 3 clusters Score -8253156 nChanged 3140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27305 members Mstep: Class 2 contains 136654 members Entering Unmasked Estep Score: -8254806.500000 Penalty: 1092.670898 Iteration 12Q: 3 clusters Score -8254806 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25091 members Mstep: Class 2 contains 138868 members Entering Unmasked Estep Score: -8255923.000000 Penalty: 1092.670898 Iteration 13Q: 3 clusters Score -8255923 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23216 members Mstep: Class 2 contains 140743 members Entering Unmasked Estep Score: -8256774.500000 Penalty: 1092.670898 Iteration 14Q: 3 clusters Score -8256774 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21710 members Mstep: Class 2 contains 142249 members Entering Unmasked Estep Score: -8257216.000000 Penalty: 1092.670898 Iteration 15Q: 3 clusters Score -8257216 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20429 members Mstep: Class 2 contains 143530 members Entering Unmasked Estep Score: -8257479.000000 Penalty: 1092.670898 Iteration 16Q: 3 clusters Score -8257479 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19308 members Mstep: Class 2 contains 144651 members Entering Unmasked Estep Score: -8257593.000000 Penalty: 1092.670898 Iteration 17Q: 3 clusters Score -8257593 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18338 members Mstep: Class 2 contains 145621 members Entering Unmasked Estep Score: -8257667.500000 Penalty: 1092.670898 Iteration 18Q: 3 clusters Score -8257668 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 146460 members Entering Unmasked Estep Score: -8257728.000000 Penalty: 1092.670898 Iteration 19Q: 3 clusters Score -8257728 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 147176 members Entering Unmasked Estep Score: -8257725.000000 Penalty: 1092.670898 Iteration 20F: 3 clusters Score -8257725 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16195 members Mstep: Class 2 contains 147764 members Entering Unmasked Estep Score: -8257714.000000 Penalty: 1092.670898 Iteration 21Q: 3 clusters Score -8257714 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15669 members Mstep: Class 2 contains 148290 members Entering Unmasked Estep Score: -8257692.500000 Penalty: 1092.670898 Iteration 22Q: 3 clusters Score -8257692 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15160 members Mstep: Class 2 contains 148799 members Entering Unmasked Estep Score: -8257675.000000 Penalty: 1092.670898 Iteration 23Q: 3 clusters Score -8257675 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14689 members Mstep: Class 2 contains 149270 members Entering Unmasked Estep Score: -8257610.500000 Penalty: 1092.670898 Iteration 24Q: 3 clusters Score -8257610 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 149705 members Entering Unmasked Estep Score: -8257594.500000 Penalty: 1092.670898 Iteration 25Q: 3 clusters Score -8257594 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13849 members Mstep: Class 2 contains 150110 members Entering Unmasked Estep Score: -8257552.500000 Penalty: 1092.670898 Iteration 26Q: 3 clusters Score -8257552 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 150486 members Entering Unmasked Estep Score: -8257527.500000 Penalty: 1092.670898 Iteration 27Q: 3 clusters Score -8257528 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13131 members Mstep: Class 2 contains 150828 members Entering Unmasked Estep Score: -8257488.500000 Penalty: 1092.670898 Iteration 28Q: 3 clusters Score -8257488 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12853 members Mstep: Class 2 contains 151106 members Entering Unmasked Estep Score: -8257439.000000 Penalty: 1092.670898 Iteration 29Q: 3 clusters Score -8257439 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 151378 members Entering Unmasked Estep Score: -8257404.500000 Penalty: 1092.670898 Iteration 30Q: 3 clusters Score -8257404 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12327 members Mstep: Class 2 contains 151632 members Entering Unmasked Estep Score: -8257361.000000 Penalty: 1092.670898 Iteration 31Q: 3 clusters Score -8257361 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 151891 members Entering Unmasked Estep Score: -8257332.500000 Penalty: 1092.670898 Iteration 32Q: 3 clusters Score -8257332 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 152123 members Entering Unmasked Estep Score: -8257294.500000 Penalty: 1092.670898 Iteration 33Q: 3 clusters Score -8257294 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 152338 members Entering Unmasked Estep Score: -8257275.500000 Penalty: 1092.670898 Iteration 34Q: 3 clusters Score -8257276 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11437 members Mstep: Class 2 contains 152522 members Entering Unmasked Estep Score: -8257273.500000 Penalty: 1092.670898 Iteration 35Q: 3 clusters Score -8257274 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 152689 members Entering Unmasked Estep Score: -8257254.000000 Penalty: 1092.670898 Iteration 36Q: 3 clusters Score -8257254 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 152841 members Entering Unmasked Estep Score: -8257257.000000 Penalty: 1092.670898 Iteration 37Q: 3 clusters Score -8257257 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 152992 members Entering Unmasked Estep Score: -8257253.000000 Penalty: 1092.670898 Iteration 38Q: 3 clusters Score -8257253 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 153152 members Entering Unmasked Estep Score: -8257238.000000 Penalty: 1092.670898 Iteration 39Q: 3 clusters Score -8257238 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10644 members Mstep: Class 2 contains 153315 members Entering Unmasked Estep Score: -8257209.000000 Penalty: 1092.670898 Iteration 40F: 3 clusters Score -8257209 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10491 members Mstep: Class 2 contains 153468 members Entering Unmasked Estep Score: -8257228.000000 Penalty: 1092.670898 Iteration 41Q: 3 clusters Score -8257228 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10351 members Mstep: Class 2 contains 153608 members Entering Unmasked Estep Score: -8257232.500000 Penalty: 1092.670898 Iteration 42Q: 3 clusters Score -8257232 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 153739 members Entering Unmasked Estep Score: -8257240.000000 Penalty: 1092.670898 Iteration 43Q: 3 clusters Score -8257240 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 153858 members Entering Unmasked Estep Score: -8257253.000000 Penalty: 1092.670898 Iteration 44Q: 3 clusters Score -8257253 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 153971 members Entering Unmasked Estep Score: -8257266.500000 Penalty: 1092.670898 Iteration 45Q: 3 clusters Score -8257266 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 154076 members Entering Unmasked Estep Score: -8257261.500000 Penalty: 1092.670898 Iteration 46Q: 3 clusters Score -8257262 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 154176 members Entering Unmasked Estep Score: -8257245.000000 Penalty: 1092.670898 Iteration 47Q: 3 clusters Score -8257245 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 154284 members Entering Unmasked Estep Score: -8257261.000000 Penalty: 1092.670898 Iteration 48Q: 3 clusters Score -8257261 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9593 members Mstep: Class 2 contains 154366 members Entering Unmasked Estep Score: -8257251.500000 Penalty: 1092.670898 Iteration 49Q: 3 clusters Score -8257252 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Mstep: Class 2 contains 154442 members Entering Unmasked Estep Score: -8257245.000000 Penalty: 1092.670898 Iteration 50Q: 3 clusters Score -8257245 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 154508 members Entering Unmasked Estep Score: -8257252.500000 Penalty: 1092.670898 Iteration 51Q: 3 clusters Score -8257252 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 154575 members Entering Unmasked Estep Score: -8257268.500000 Penalty: 1092.670898 Iteration 52Q: 3 clusters Score -8257268 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 154629 members Entering Unmasked Estep Score: -8257280.000000 Penalty: 1092.670898 Iteration 53Q: 3 clusters Score -8257280 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 154690 members Entering Unmasked Estep Score: -8257274.000000 Penalty: 1092.670898 Iteration 54Q: 3 clusters Score -8257274 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 154756 members Entering Unmasked Estep Score: -8257274.000000 Penalty: 1092.670898 Iteration 55Q: 3 clusters Score -8257274 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 154831 members Entering Unmasked Estep Score: -8257274.500000 Penalty: 1092.670898 Iteration 56Q: 3 clusters Score -8257274 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 154909 members Entering Unmasked Estep Score: -8257270.000000 Penalty: 1092.670898 Iteration 57Q: 3 clusters Score -8257270 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 154983 members Entering Unmasked Estep Score: -8257255.000000 Penalty: 1092.670898 Iteration 58Q: 3 clusters Score -8257255 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8912 members Mstep: Class 2 contains 155047 members Entering Unmasked Estep Score: -8257250.000000 Penalty: 1092.670898 Iteration 59Q: 3 clusters Score -8257250 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8854 members Mstep: Class 2 contains 155105 members Entering Unmasked Estep Score: -8257248.500000 Penalty: 1092.670898 Iteration 60F: 3 clusters Score -8257248 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 155158 members Entering Unmasked Estep Score: -8257241.500000 Penalty: 1092.670898 Iteration 61Q: 3 clusters Score -8257242 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 155202 members Entering Unmasked Estep Score: -8257228.500000 Penalty: 1092.670898 Iteration 62Q: 3 clusters Score -8257228 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 155241 members Entering Unmasked Estep Score: -8257229.500000 Penalty: 1092.670898 Iteration 63Q: 3 clusters Score -8257230 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 155273 members Entering Unmasked Estep Score: -8257230.500000 Penalty: 1092.670898 Iteration 64Q: 3 clusters Score -8257230 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 155308 members Entering Unmasked Estep Score: -8257205.500000 Penalty: 1092.670898 Iteration 65Q: 3 clusters Score -8257206 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 155334 members Entering Unmasked Estep Score: -8257196.500000 Penalty: 1092.670898 Iteration 66Q: 3 clusters Score -8257196 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 155354 members Entering Unmasked Estep Score: -8257199.500000 Penalty: 1092.670898 Iteration 67Q: 3 clusters Score -8257200 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 155372 members Entering Unmasked Estep Score: -8257189.500000 Penalty: 1092.670898 Iteration 68Q: 3 clusters Score -8257190 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8573 members Mstep: Class 2 contains 155386 members Entering Unmasked Estep Score: -8257187.000000 Penalty: 1092.670898 Iteration 69Q: 3 clusters Score -8257187 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 155401 members Entering Unmasked Estep Score: -8257182.500000 Penalty: 1092.670898 Iteration 70Q: 3 clusters Score -8257182 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 155420 members Entering Unmasked Estep Score: -8257175.500000 Penalty: 1092.670898 Iteration 71Q: 3 clusters Score -8257176 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 155440 members Entering Unmasked Estep Score: -8257167.500000 Penalty: 1092.670898 Iteration 72Q: 3 clusters Score -8257168 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 155457 members Entering Unmasked Estep Score: -8257160.500000 Penalty: 1092.670898 Iteration 73Q: 3 clusters Score -8257160 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 155477 members Entering Unmasked Estep Score: -8257155.000000 Penalty: 1092.670898 Iteration 74Q: 3 clusters Score -8257155 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 155497 members Entering Unmasked Estep Score: -8257150.000000 Penalty: 1092.670898 Iteration 75Q: 3 clusters Score -8257150 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 155521 members Entering Unmasked Estep Score: -8257142.000000 Penalty: 1092.670898 Iteration 76Q: 3 clusters Score -8257142 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 155546 members Entering Unmasked Estep Score: -8257132.000000 Penalty: 1092.670898 Iteration 77Q: 3 clusters Score -8257132 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 155566 members Entering Unmasked Estep Score: -8257121.500000 Penalty: 1092.670898 Iteration 78Q: 3 clusters Score -8257122 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 155586 members Entering Unmasked Estep Score: -8257114.000000 Penalty: 1092.670898 Iteration 79Q: 3 clusters Score -8257114 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 155605 members Entering Unmasked Estep Score: -8257111.000000 Penalty: 1092.670898 Iteration 80F: 3 clusters Score -8257111 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 155626 members Entering Unmasked Estep Score: -8257107.000000 Penalty: 1092.670898 Iteration 81Q: 3 clusters Score -8257107 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 155638 members Entering Unmasked Estep Score: -8257111.500000 Penalty: 1092.670898 Iteration 82Q: 3 clusters Score -8257112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 155645 members Entering Unmasked Estep Score: -8257109.500000 Penalty: 1092.670898 Iteration 83Q: 3 clusters Score -8257110 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 155655 members Entering Unmasked Estep Score: -8257120.500000 Penalty: 1092.670898 Iteration 84Q: 3 clusters Score -8257120 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 155666 members Entering Unmasked Estep Score: -8257120.500000 Penalty: 1092.670898 Iteration 85Q: 3 clusters Score -8257120 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 155676 members Entering Unmasked Estep Score: -8257113.000000 Penalty: 1092.670898 Iteration 86Q: 3 clusters Score -8257113 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 155680 members Entering Unmasked Estep Score: -8257112.500000 Penalty: 1092.670898 Iteration 87Q: 3 clusters Score -8257112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 155687 members Entering Unmasked Estep Score: -8257111.500000 Penalty: 1092.670898 Iteration 88Q: 3 clusters Score -8257112 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 155694 members Entering Unmasked Estep Score: -8257106.500000 Penalty: 1092.670898 Iteration 89Q: 3 clusters Score -8257106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 155699 members Entering Unmasked Estep Score: -8257111.000000 Penalty: 1092.670898 Iteration 90Q: 3 clusters Score -8257111 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 155700 members Entering Unmasked Estep Score: -8257108.500000 Penalty: 1092.670898 Iteration 91Q: 3 clusters Score -8257108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 155703 members Entering Unmasked Estep Score: -8257101.000000 Penalty: 1092.670898 Iteration 92Q: 3 clusters Score -8257101 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 155707 members Entering Unmasked Estep Score: -8257105.500000 Penalty: 1092.670898 Iteration 93Q: 3 clusters Score -8257106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 155709 members Entering Unmasked Estep Score: -8257107.000000 Penalty: 1092.670898 Iteration 94Q: 3 clusters Score -8257107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 155713 members Entering Unmasked Estep Score: -8257104.500000 Penalty: 1092.670898 Iteration 95Q: 3 clusters Score -8257104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 155715 members Entering Unmasked Estep Score: -8257103.000000 Penalty: 1092.670898 Iteration 96Q: 3 clusters Score -8257103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 155718 members Entering Unmasked Estep Score: -8257098.000000 Penalty: 1092.670898 Iteration 97Q: 3 clusters Score -8257098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 155720 members Entering Unmasked Estep Score: -8257093.000000 Penalty: 1092.670898 Iteration 98Q: 3 clusters Score -8257093 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 155725 members Entering Unmasked Estep Score: -8257095.500000 Penalty: 1092.670898 Iteration 99Q: 3 clusters Score -8257096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 155727 members Entering Unmasked Estep Score: -8257096.000000 Penalty: 1092.670898 Iteration 100F: 3 clusters Score -8257096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 155729 members Entering Unmasked Estep Score: -8257098.000000 Penalty: 1092.670898 Iteration 101Q: 3 clusters Score -8257098 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 155730 members Entering Unmasked Estep Score: -8257098.500000 Penalty: 1092.670898 Iteration 102Q: 3 clusters Score -8257098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 155730 members Entering Unmasked Estep Score: -8257098.500000 Penalty: 1092.670898 Iteration 103F: 3 clusters Score -8257098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26572 members Mstep: Class 4 contains 42999 members Mstep: Class 5 contains 2902 members Mstep: Class 6 contains 2153 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 8229 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 29336 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 960 members Mstep: Class 15 contains 4108 members Mstep: Class 16 contains 204666 members Mstep: Class 17 contains 7773 members Mstep: Class 18 contains 1846 members Mstep: Class 19 contains 2062 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Mstep: Class 22 contains 155730 members Entering Unmasked Estep Score: -24236700.000000 Penalty: 13146.836914 Splitting cluster 9 changes total score from -24235234.000000 to -24236700.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 10 (2663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Entering Unmasked Estep Score: -127150.007812 Penalty: 358.867981 Iteration 0F: 2 clusters Score -127150 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -125271.179688 Penalty: 717.735962 Iteration 0F: 3 clusters Score -125271.2 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -125898.640625 Penalty: 717.735962 Iteration 1F: 3 clusters Score -125898.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -125995.132812 Penalty: 717.735962 Iteration 2F: 3 clusters Score -125995.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -126104.687500 Penalty: 717.735962 Iteration 3F: 3 clusters Score -126104.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -126238.835938 Penalty: 717.735962 Iteration 4F: 3 clusters Score -126238.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -126368.828125 Penalty: 717.735962 Iteration 5F: 3 clusters Score -126368.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -126528.617188 Penalty: 717.735962 Iteration 6F: 3 clusters Score -126528.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -126648.304688 Penalty: 717.735962 Iteration 7Q: 3 clusters Score -126648.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -126708.921875 Penalty: 717.735962 Iteration 8Q: 3 clusters Score -126708.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -126735.507812 Penalty: 717.735962 Iteration 9Q: 3 clusters Score -126735.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -126750.468750 Penalty: 717.735962 Iteration 10Q: 3 clusters Score -126750.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -126762.046875 Penalty: 717.735962 Iteration 11Q: 3 clusters Score -126762 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -126770.031250 Penalty: 717.735962 Iteration 12Q: 3 clusters Score -126770 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -126774.851562 Penalty: 717.735962 Iteration 13Q: 3 clusters Score -126774.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -126776.710938 Penalty: 717.735962 Iteration 14Q: 3 clusters Score -126776.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -126779.796875 Penalty: 717.735962 Iteration 15Q: 3 clusters Score -126779.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -126784.679688 Penalty: 717.735962 Iteration 16Q: 3 clusters Score -126784.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -126787.328125 Penalty: 717.735962 Iteration 17Q: 3 clusters Score -126787.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -126788.640625 Penalty: 717.735962 Iteration 18Q: 3 clusters Score -126788.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -126789.234375 Penalty: 717.735962 Iteration 19Q: 3 clusters Score -126789.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -126790.656250 Penalty: 717.735962 Iteration 20F: 3 clusters Score -126790.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -126792.523438 Penalty: 717.735962 Iteration 21Q: 3 clusters Score -126792.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -126792.671875 Penalty: 717.735962 Iteration 22Q: 3 clusters Score -126792.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -126792.671875 Penalty: 717.735962 Iteration 23F: 3 clusters Score -126792.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (29336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29336 members Entering Unmasked Estep Score: -1376948.250000 Penalty: 468.038971 Iteration 0F: 2 clusters Score -1376948 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14553 members Mstep: Class 2 contains 14783 members Entering Unmasked Estep Score: -1357314.250000 Penalty: 936.077942 Iteration 0F: 3 clusters Score -1357314 nChanged 14090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 17267 members Entering Unmasked Estep Score: -1366429.125000 Penalty: 936.077942 Iteration 1F: 3 clusters Score -1366429 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Mstep: Class 2 contains 18790 members Entering Unmasked Estep Score: -1367941.750000 Penalty: 936.077942 Iteration 2F: 3 clusters Score -1367942 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8883 members Mstep: Class 2 contains 20453 members Entering Unmasked Estep Score: -1369645.750000 Penalty: 936.077942 Iteration 3F: 3 clusters Score -1369646 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 21981 members Entering Unmasked Estep Score: -1371142.250000 Penalty: 936.077942 Iteration 4F: 3 clusters Score -1371142 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 23137 members Entering Unmasked Estep Score: -1372119.625000 Penalty: 936.077942 Iteration 5F: 3 clusters Score -1372120 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -1372736.000000 Penalty: 936.077942 Iteration 6Q: 3 clusters Score -1372736 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 24733 members Entering Unmasked Estep Score: -1373211.250000 Penalty: 936.077942 Iteration 7Q: 3 clusters Score -1373211 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 25425 members Entering Unmasked Estep Score: -1373661.500000 Penalty: 936.077942 Iteration 8Q: 3 clusters Score -1373662 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 26060 members Entering Unmasked Estep Score: -1374085.250000 Penalty: 936.077942 Iteration 9Q: 3 clusters Score -1374085 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 26689 members Entering Unmasked Estep Score: -1374537.000000 Penalty: 936.077942 Iteration 10Q: 3 clusters Score -1374537 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 27355 members Entering Unmasked Estep Score: -1375056.500000 Penalty: 936.077942 Iteration 11Q: 3 clusters Score -1375056 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 27917 members Entering Unmasked Estep Score: -1375512.125000 Penalty: 936.077942 Iteration 12Q: 3 clusters Score -1375512 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 28354 members Entering Unmasked Estep Score: -1375875.625000 Penalty: 936.077942 Iteration 13Q: 3 clusters Score -1375876 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 28663 members Entering Unmasked Estep Score: -1376138.375000 Penalty: 936.077942 Iteration 14Q: 3 clusters Score -1376138 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 28878 members Entering Unmasked Estep Score: -1376323.875000 Penalty: 936.077942 Iteration 15Q: 3 clusters Score -1376324 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 28996 members Entering Unmasked Estep Score: -1376416.625000 Penalty: 936.077942 Iteration 16Q: 3 clusters Score -1376417 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 29063 members Entering Unmasked Estep Score: -1376474.375000 Penalty: 936.077942 Iteration 17Q: 3 clusters Score -1376474 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 29102 members Entering Unmasked Estep Score: -1376508.125000 Penalty: 936.077942 Iteration 18Q: 3 clusters Score -1376508 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 29136 members Entering Unmasked Estep Score: -1376549.750000 Penalty: 936.077942 Iteration 19Q: 3 clusters Score -1376550 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 29150 members Entering Unmasked Estep Score: -1376572.000000 Penalty: 936.077942 Iteration 20F: 3 clusters Score -1376572 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 29161 members Entering Unmasked Estep Score: -1376590.375000 Penalty: 936.077942 Iteration 21Q: 3 clusters Score -1376590 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 29160 members Entering Unmasked Estep Score: -1376602.250000 Penalty: 936.077942 Iteration 22Q: 3 clusters Score -1376602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 29162 members Entering Unmasked Estep Score: -1376608.000000 Penalty: 936.077942 Iteration 23Q: 3 clusters Score -1376608 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 29164 members Entering Unmasked Estep Score: -1376612.000000 Penalty: 936.077942 Iteration 24Q: 3 clusters Score -1376612 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 29165 members Entering Unmasked Estep Score: -1376615.625000 Penalty: 936.077942 Iteration 25Q: 3 clusters Score -1376616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 29165 members Entering Unmasked Estep Score: -1376617.250000 Penalty: 936.077942 Iteration 26Q: 3 clusters Score -1376617 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 29168 members Entering Unmasked Estep Score: -1376619.625000 Penalty: 936.077942 Iteration 27Q: 3 clusters Score -1376620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 29169 members Entering Unmasked Estep Score: -1376620.375000 Penalty: 936.077942 Iteration 28Q: 3 clusters Score -1376620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 29170 members Entering Unmasked Estep Score: -1376623.000000 Penalty: 936.077942 Iteration 29Q: 3 clusters Score -1376623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 29171 members Entering Unmasked Estep Score: -1376623.375000 Penalty: 936.077942 Iteration 30Q: 3 clusters Score -1376623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 29172 members Entering Unmasked Estep Score: -1376623.125000 Penalty: 936.077942 Iteration 31Q: 3 clusters Score -1376623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 29175 members Entering Unmasked Estep Score: -1376625.625000 Penalty: 936.077942 Iteration 32Q: 3 clusters Score -1376626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 29175 members Entering Unmasked Estep Score: -1376627.625000 Penalty: 936.077942 Iteration 33Q: 3 clusters Score -1376628 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 29175 members Entering Unmasked Estep Score: -1376627.625000 Penalty: 936.077942 Iteration 34F: 3 clusters Score -1376628 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -19363.271484 Penalty: 275.583679 Iteration 0F: 2 clusters Score -19363.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -18982.687500 Penalty: 551.167358 Iteration 0F: 3 clusters Score -18982.69 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -19219.064453 Penalty: 551.167358 Iteration 1F: 3 clusters Score -19219.06 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -19272.914062 Penalty: 551.167358 Iteration 2F: 3 clusters Score -19272.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -19306.005859 Penalty: 551.167358 Iteration 3F: 3 clusters Score -19306.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19319.210938 Penalty: 551.167358 Iteration 4Q: 3 clusters Score -19319.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19323.763672 Penalty: 551.167358 Iteration 5Q: 3 clusters Score -19323.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -19324.365234 Penalty: 551.167358 Iteration 6Q: 3 clusters Score -19324.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -19324.710938 Penalty: 551.167358 Iteration 7Q: 3 clusters Score -19324.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -19325.910156 Penalty: 551.167358 Iteration 8Q: 3 clusters Score -19325.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -19330.433594 Penalty: 551.167358 Iteration 9Q: 3 clusters Score -19330.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -19333.650391 Penalty: 551.167358 Iteration 10Q: 3 clusters Score -19333.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19336.294922 Penalty: 551.167358 Iteration 11Q: 3 clusters Score -19336.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -19337.587891 Penalty: 551.167358 Iteration 12Q: 3 clusters Score -19337.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -19338.703125 Penalty: 551.167358 Iteration 13Q: 3 clusters Score -19338.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -19338.703125 Penalty: 551.167358 Iteration 14F: 3 clusters Score -19338.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Entering Unmasked Estep Score: -97723.210938 Penalty: 343.363312 Iteration 0F: 2 clusters Score -97723.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -96364.031250 Penalty: 686.726624 Iteration 0F: 3 clusters Score -96364.03 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -96847.414062 Penalty: 686.726624 Iteration 1F: 3 clusters Score -96847.41 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -96940.789062 Penalty: 686.726624 Iteration 2F: 3 clusters Score -96940.79 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -97004.460938 Penalty: 686.726624 Iteration 3F: 3 clusters Score -97004.46 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -97070.859375 Penalty: 686.726624 Iteration 4F: 3 clusters Score -97070.86 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -97144.492188 Penalty: 686.726624 Iteration 5Q: 3 clusters Score -97144.49 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -97218.328125 Penalty: 686.726624 Iteration 6Q: 3 clusters Score -97218.33 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -97269.875000 Penalty: 686.726624 Iteration 7Q: 3 clusters Score -97269.88 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -97302.492188 Penalty: 686.726624 Iteration 8Q: 3 clusters Score -97302.49 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -97320.554688 Penalty: 686.726624 Iteration 9Q: 3 clusters Score -97320.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -97329.500000 Penalty: 686.726624 Iteration 10Q: 3 clusters Score -97329.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -97339.460938 Penalty: 686.726624 Iteration 11Q: 3 clusters Score -97339.46 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -97355.250000 Penalty: 686.726624 Iteration 12Q: 3 clusters Score -97355.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -97369.695312 Penalty: 686.726624 Iteration 13Q: 3 clusters Score -97369.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -97379.937500 Penalty: 686.726624 Iteration 14Q: 3 clusters Score -97379.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -97386.679688 Penalty: 686.726624 Iteration 15Q: 3 clusters Score -97386.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -97391.054688 Penalty: 686.726624 Iteration 16Q: 3 clusters Score -97391.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -97396.664062 Penalty: 686.726624 Iteration 17Q: 3 clusters Score -97396.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -97401.882812 Penalty: 686.726624 Iteration 18Q: 3 clusters Score -97401.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -97405.687500 Penalty: 686.726624 Iteration 19Q: 3 clusters Score -97405.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -97409.312500 Penalty: 686.726624 Iteration 20F: 3 clusters Score -97409.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -97412.648438 Penalty: 686.726624 Iteration 21Q: 3 clusters Score -97412.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -97416.140625 Penalty: 686.726624 Iteration 22Q: 3 clusters Score -97416.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -97422.812500 Penalty: 686.726624 Iteration 23Q: 3 clusters Score -97422.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -97429.375000 Penalty: 686.726624 Iteration 24Q: 3 clusters Score -97429.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -97432.546875 Penalty: 686.726624 Iteration 25Q: 3 clusters Score -97432.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -97433.734375 Penalty: 686.726624 Iteration 26Q: 3 clusters Score -97433.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -97434.054688 Penalty: 686.726624 Iteration 27Q: 3 clusters Score -97434.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -97434.859375 Penalty: 686.726624 Iteration 28Q: 3 clusters Score -97434.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -97435.460938 Penalty: 686.726624 Iteration 29Q: 3 clusters Score -97435.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -97435.500000 Penalty: 686.726624 Iteration 30Q: 3 clusters Score -97435.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -97435.500000 Penalty: 686.726624 Iteration 31F: 3 clusters Score -97435.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Entering Unmasked Estep Score: -39289.312500 Penalty: 312.445465 Iteration 0F: 2 clusters Score -39289.31 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 496 members Entering Unmasked Estep Score: -38516.078125 Penalty: 624.890930 Iteration 0F: 3 clusters Score -38516.08 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -38758.199219 Penalty: 624.890930 Iteration 1F: 3 clusters Score -38758.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -38933.222656 Penalty: 624.890930 Iteration 2F: 3 clusters Score -38933.22 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -39082.363281 Penalty: 624.890930 Iteration 3F: 3 clusters Score -39082.36 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -39194.257812 Penalty: 624.890930 Iteration 4F: 3 clusters Score -39194.26 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -39334.207031 Penalty: 624.890930 Iteration 5F: 3 clusters Score -39334.21 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -39478.980469 Penalty: 624.890930 Iteration 6Q: 3 clusters Score -39478.98 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -40007.839844 Penalty: 624.890930 Iteration 7Q: 3 clusters Score -40007.84 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -40556.113281 Penalty: 624.890930 Iteration 8Q: 3 clusters Score -40556.11 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -40596.500000 Penalty: 624.890930 Iteration 9Q: 3 clusters Score -40596.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -40617.718750 Penalty: 624.890930 Iteration 10Q: 3 clusters Score -40617.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -40633.558594 Penalty: 624.890930 Iteration 11Q: 3 clusters Score -40633.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -40642.898438 Penalty: 624.890930 Iteration 12Q: 3 clusters Score -40642.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -40650.687500 Penalty: 624.890930 Iteration 13Q: 3 clusters Score -40650.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -40653.855469 Penalty: 624.890930 Iteration 14Q: 3 clusters Score -40653.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -40657.187500 Penalty: 624.890930 Iteration 15Q: 3 clusters Score -40657.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -40657.929688 Penalty: 624.890930 Iteration 16Q: 3 clusters Score -40657.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -40658.464844 Penalty: 624.890930 Iteration 17Q: 3 clusters Score -40658.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -40658.660156 Penalty: 624.890930 Iteration 18Q: 3 clusters Score -40658.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -40658.660156 Penalty: 624.890930 Iteration 19F: 3 clusters Score -40658.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26572 members Mstep: Class 4 contains 42999 members Mstep: Class 5 contains 2902 members Mstep: Class 6 contains 2153 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 8229 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 29336 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 193 members Mstep: Class 15 contains 4108 members Mstep: Class 16 contains 204666 members Mstep: Class 17 contains 7773 members Mstep: Class 18 contains 1846 members Mstep: Class 19 contains 2062 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 159 members Mstep: Class 22 contains 155730 members Mstep: Class 23 contains 767 members Entering Unmasked Estep Score: -24237782.000000 Penalty: 13744.420898 Splitting cluster 14 changes total score from -24235234.000000 to -24237782.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 15 (4108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Entering Unmasked Estep Score: -197757.687500 Penalty: 378.591431 Iteration 0F: 2 clusters Score -197757.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -194957.765625 Penalty: 757.182861 Iteration 0F: 3 clusters Score -194957.8 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -195931.843750 Penalty: 757.182861 Iteration 1F: 3 clusters Score -195931.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -196069.109375 Penalty: 757.182861 Iteration 2F: 3 clusters Score -196069.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -196211.812500 Penalty: 757.182861 Iteration 3F: 3 clusters Score -196211.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -196383.640625 Penalty: 757.182861 Iteration 4F: 3 clusters Score -196383.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -196622.656250 Penalty: 757.182861 Iteration 5F: 3 clusters Score -196622.7 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -196850.109375 Penalty: 757.182861 Iteration 6F: 3 clusters Score -196850.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -197010.296875 Penalty: 757.182861 Iteration 7Q: 3 clusters Score -197010.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -197101.109375 Penalty: 757.182861 Iteration 8Q: 3 clusters Score -197101.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -197159.937500 Penalty: 757.182861 Iteration 9Q: 3 clusters Score -197159.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -197209.109375 Penalty: 757.182861 Iteration 10Q: 3 clusters Score -197209.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -197254.765625 Penalty: 757.182861 Iteration 11Q: 3 clusters Score -197254.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -197300.765625 Penalty: 757.182861 Iteration 12Q: 3 clusters Score -197300.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -197353.234375 Penalty: 757.182861 Iteration 13Q: 3 clusters Score -197353.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -197400.750000 Penalty: 757.182861 Iteration 14Q: 3 clusters Score -197400.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -197436.578125 Penalty: 757.182861 Iteration 15Q: 3 clusters Score -197436.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -197456.843750 Penalty: 757.182861 Iteration 16Q: 3 clusters Score -197456.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -197466.750000 Penalty: 757.182861 Iteration 17Q: 3 clusters Score -197466.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -197473.375000 Penalty: 757.182861 Iteration 18Q: 3 clusters Score -197473.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -197478.046875 Penalty: 757.182861 Iteration 19Q: 3 clusters Score -197478 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -197485.328125 Penalty: 757.182861 Iteration 20F: 3 clusters Score -197485.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -197491.125000 Penalty: 757.182861 Iteration 21Q: 3 clusters Score -197491.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -197495.765625 Penalty: 757.182861 Iteration 22Q: 3 clusters Score -197495.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -197500.234375 Penalty: 757.182861 Iteration 23Q: 3 clusters Score -197500.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -197503.437500 Penalty: 757.182861 Iteration 24Q: 3 clusters Score -197503.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -197509.515625 Penalty: 757.182861 Iteration 25Q: 3 clusters Score -197509.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -197514.703125 Penalty: 757.182861 Iteration 26Q: 3 clusters Score -197514.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -197518.390625 Penalty: 757.182861 Iteration 27Q: 3 clusters Score -197518.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -197520.906250 Penalty: 757.182861 Iteration 28Q: 3 clusters Score -197520.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -197522.671875 Penalty: 757.182861 Iteration 29Q: 3 clusters Score -197522.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -197526.328125 Penalty: 757.182861 Iteration 30Q: 3 clusters Score -197526.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -197530.437500 Penalty: 757.182861 Iteration 31Q: 3 clusters Score -197530.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -197532.093750 Penalty: 757.182861 Iteration 32Q: 3 clusters Score -197532.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -197533.937500 Penalty: 757.182861 Iteration 33Q: 3 clusters Score -197533.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -197535.156250 Penalty: 757.182861 Iteration 34Q: 3 clusters Score -197535.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -197536.062500 Penalty: 757.182861 Iteration 35Q: 3 clusters Score -197536.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -197537.781250 Penalty: 757.182861 Iteration 36Q: 3 clusters Score -197537.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -197540.578125 Penalty: 757.182861 Iteration 37Q: 3 clusters Score -197540.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -197542.718750 Penalty: 757.182861 Iteration 38Q: 3 clusters Score -197542.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -197544.046875 Penalty: 757.182861 Iteration 39Q: 3 clusters Score -197544 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -197543.984375 Penalty: 757.182861 Iteration 40F: 3 clusters Score -197544 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (204666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204666 members Entering Unmasked Estep Score: -10081793.000000 Penalty: 556.425598 Iteration 0F: 2 clusters Score -1.008179e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102199 members Mstep: Class 2 contains 102467 members Entering Unmasked Estep Score: -9944759.000000 Penalty: 1112.851196 Iteration 0F: 3 clusters Score -9944759 nChanged 100837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94834 members Mstep: Class 2 contains 109832 members Entering Unmasked Estep Score: -10007799.000000 Penalty: 1112.851196 Iteration 1F: 3 clusters Score -1.00078e+07 nChanged 9354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90972 members Mstep: Class 2 contains 113694 members Entering Unmasked Estep Score: -10012410.000000 Penalty: 1112.851196 Iteration 2Q: 3 clusters Score -1.001241e+07 nChanged 11818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85884 members Mstep: Class 2 contains 118782 members Entering Unmasked Estep Score: -10021052.000000 Penalty: 1112.851196 Iteration 3F: 3 clusters Score -1.002105e+07 nChanged 14086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80684 members Mstep: Class 2 contains 123982 members Entering Unmasked Estep Score: -10033809.000000 Penalty: 1112.851196 Iteration 4F: 3 clusters Score -1.003381e+07 nChanged 13874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76894 members Mstep: Class 2 contains 127772 members Entering Unmasked Estep Score: -10044366.000000 Penalty: 1112.851196 Iteration 5F: 3 clusters Score -1.004437e+07 nChanged 9883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74327 members Mstep: Class 2 contains 130339 members Entering Unmasked Estep Score: -10048306.000000 Penalty: 1112.851196 Iteration 6Q: 3 clusters Score -1.004831e+07 nChanged 5083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71942 members Mstep: Class 2 contains 132724 members Entering Unmasked Estep Score: -10049256.000000 Penalty: 1112.851196 Iteration 7Q: 3 clusters Score -1.004926e+07 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69456 members Mstep: Class 2 contains 135210 members Entering Unmasked Estep Score: -10049742.000000 Penalty: 1112.851196 Iteration 8Q: 3 clusters Score -1.004974e+07 nChanged 2667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66817 members Mstep: Class 2 contains 137849 members Entering Unmasked Estep Score: -10050408.000000 Penalty: 1112.851196 Iteration 9Q: 3 clusters Score -1.005041e+07 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64015 members Mstep: Class 2 contains 140651 members Entering Unmasked Estep Score: -10051049.000000 Penalty: 1112.851196 Iteration 10Q: 3 clusters Score -1.005105e+07 nChanged 2955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61060 members Mstep: Class 2 contains 143606 members Entering Unmasked Estep Score: -10051800.000000 Penalty: 1112.851196 Iteration 11Q: 3 clusters Score -1.00518e+07 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57927 members Mstep: Class 2 contains 146739 members Entering Unmasked Estep Score: -10052629.000000 Penalty: 1112.851196 Iteration 12Q: 3 clusters Score -1.005263e+07 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54726 members Mstep: Class 2 contains 149940 members Entering Unmasked Estep Score: -10053452.000000 Penalty: 1112.851196 Iteration 13Q: 3 clusters Score -1.005345e+07 nChanged 3389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51337 members Mstep: Class 2 contains 153329 members Entering Unmasked Estep Score: -10054474.000000 Penalty: 1112.851196 Iteration 14Q: 3 clusters Score -1.005447e+07 nChanged 3646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47691 members Mstep: Class 2 contains 156975 members Entering Unmasked Estep Score: -10055626.000000 Penalty: 1112.851196 Iteration 15Q: 3 clusters Score -1.005563e+07 nChanged 3754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43937 members Mstep: Class 2 contains 160729 members Entering Unmasked Estep Score: -10056951.000000 Penalty: 1112.851196 Iteration 16Q: 3 clusters Score -1.005695e+07 nChanged 3919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40018 members Mstep: Class 2 contains 164648 members Entering Unmasked Estep Score: -10058592.000000 Penalty: 1112.851196 Iteration 17Q: 3 clusters Score -1.005859e+07 nChanged 3994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36024 members Mstep: Class 2 contains 168642 members Entering Unmasked Estep Score: -10060215.000000 Penalty: 1112.851196 Iteration 18Q: 3 clusters Score -1.006022e+07 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32181 members Mstep: Class 2 contains 172485 members Entering Unmasked Estep Score: -10061993.000000 Penalty: 1112.851196 Iteration 19Q: 3 clusters Score -1.006199e+07 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28383 members Mstep: Class 2 contains 176283 members Entering Unmasked Estep Score: -10063865.000000 Penalty: 1112.851196 Iteration 20F: 3 clusters Score -1.006386e+07 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24648 members Mstep: Class 2 contains 180018 members Entering Unmasked Estep Score: -10065754.000000 Penalty: 1112.851196 Iteration 21Q: 3 clusters Score -1.006575e+07 nChanged 3605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21043 members Mstep: Class 2 contains 183623 members Entering Unmasked Estep Score: -10067773.000000 Penalty: 1112.851196 Iteration 22Q: 3 clusters Score -1.006777e+07 nChanged 3371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17672 members Mstep: Class 2 contains 186994 members Entering Unmasked Estep Score: -10069708.000000 Penalty: 1112.851196 Iteration 23Q: 3 clusters Score -1.006971e+07 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14528 members Mstep: Class 2 contains 190138 members Entering Unmasked Estep Score: -10071781.000000 Penalty: 1112.851196 Iteration 24Q: 3 clusters Score -1.007178e+07 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 192996 members Entering Unmasked Estep Score: -10073541.000000 Penalty: 1112.851196 Iteration 25Q: 3 clusters Score -1.007354e+07 nChanged 2469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9201 members Mstep: Class 2 contains 195465 members Entering Unmasked Estep Score: -10075111.000000 Penalty: 1112.851196 Iteration 26Q: 3 clusters Score -1.007511e+07 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 197522 members Entering Unmasked Estep Score: -10076529.000000 Penalty: 1112.851196 Iteration 27Q: 3 clusters Score -1.007653e+07 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 199191 members Entering Unmasked Estep Score: -10077643.000000 Penalty: 1112.851196 Iteration 28Q: 3 clusters Score -1.007764e+07 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 200530 members Entering Unmasked Estep Score: -10078523.000000 Penalty: 1112.851196 Iteration 29Q: 3 clusters Score -1.007852e+07 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 201642 members Entering Unmasked Estep Score: -10079297.000000 Penalty: 1112.851196 Iteration 30Q: 3 clusters Score -1.00793e+07 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 202500 members Entering Unmasked Estep Score: -10079861.000000 Penalty: 1112.851196 Iteration 31Q: 3 clusters Score -1.007986e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 203153 members Entering Unmasked Estep Score: -10080356.000000 Penalty: 1112.851196 Iteration 32Q: 3 clusters Score -1.008036e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 203634 members Entering Unmasked Estep Score: -10080700.000000 Penalty: 1112.851196 Iteration 33Q: 3 clusters Score -1.00807e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 203967 members Entering Unmasked Estep Score: -10080942.000000 Penalty: 1112.851196 Iteration 34Q: 3 clusters Score -1.008094e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 204188 members Entering Unmasked Estep Score: -10081073.000000 Penalty: 1112.851196 Iteration 35Q: 3 clusters Score -1.008107e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 204321 members Entering Unmasked Estep Score: -10081150.000000 Penalty: 1112.851196 Iteration 36Q: 3 clusters Score -1.008115e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 204400 members Entering Unmasked Estep Score: -10081208.000000 Penalty: 1112.851196 Iteration 37Q: 3 clusters Score -1.008121e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 204456 members Entering Unmasked Estep Score: -10081253.000000 Penalty: 1112.851196 Iteration 38Q: 3 clusters Score -1.008125e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 204489 members Entering Unmasked Estep Score: -10081274.000000 Penalty: 1112.851196 Iteration 39Q: 3 clusters Score -1.008127e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 204511 members Entering Unmasked Estep Score: -10081278.000000 Penalty: 1112.851196 Iteration 40F: 3 clusters Score -1.008128e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 204522 members Entering Unmasked Estep Score: -10081288.000000 Penalty: 1112.851196 Iteration 41Q: 3 clusters Score -1.008129e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 204528 members Entering Unmasked Estep Score: -10081297.000000 Penalty: 1112.851196 Iteration 42Q: 3 clusters Score -1.00813e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 204535 members Entering Unmasked Estep Score: -10081306.000000 Penalty: 1112.851196 Iteration 43Q: 3 clusters Score -1.008131e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 204539 members Entering Unmasked Estep Score: -10081302.000000 Penalty: 1112.851196 Iteration 44Q: 3 clusters Score -1.00813e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 204541 members Entering Unmasked Estep Score: -10081310.000000 Penalty: 1112.851196 Iteration 45Q: 3 clusters Score -1.008131e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 204543 members Entering Unmasked Estep Score: -10081309.000000 Penalty: 1112.851196 Iteration 46Q: 3 clusters Score -1.008131e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 204543 members Entering Unmasked Estep Score: -10081309.000000 Penalty: 1112.851196 Iteration 47F: 3 clusters Score -1.008131e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Entering Unmasked Estep Score: -392297.250000 Penalty: 407.607697 Iteration 0F: 2 clusters Score -392297.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -387071.562500 Penalty: 815.215393 Iteration 0F: 3 clusters Score -387071.6 nChanged 3568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -388999.062500 Penalty: 815.215393 Iteration 1F: 3 clusters Score -388999.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -389148.812500 Penalty: 815.215393 Iteration 2F: 3 clusters Score -389148.8 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -389327.718750 Penalty: 815.215393 Iteration 3F: 3 clusters Score -389327.7 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -389523.968750 Penalty: 815.215393 Iteration 4F: 3 clusters Score -389524 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -389789.656250 Penalty: 815.215393 Iteration 5F: 3 clusters Score -389789.7 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -390101.750000 Penalty: 815.215393 Iteration 6F: 3 clusters Score -390101.8 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -390396.562500 Penalty: 815.215393 Iteration 7F: 3 clusters Score -390396.6 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -390680.281250 Penalty: 815.215393 Iteration 8Q: 3 clusters Score -390680.3 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -390959.656250 Penalty: 815.215393 Iteration 9Q: 3 clusters Score -390959.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -391185.000000 Penalty: 815.215393 Iteration 10Q: 3 clusters Score -391185 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -391346.531250 Penalty: 815.215393 Iteration 11Q: 3 clusters Score -391346.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -391454.968750 Penalty: 815.215393 Iteration 12Q: 3 clusters Score -391455 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -391563.531250 Penalty: 815.215393 Iteration 13Q: 3 clusters Score -391563.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -391681.562500 Penalty: 815.215393 Iteration 14Q: 3 clusters Score -391681.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -391779.875000 Penalty: 815.215393 Iteration 15Q: 3 clusters Score -391779.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -391845.531250 Penalty: 815.215393 Iteration 16Q: 3 clusters Score -391845.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep Score: -391892.187500 Penalty: 815.215393 Iteration 17Q: 3 clusters Score -391892.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -391919.750000 Penalty: 815.215393 Iteration 18Q: 3 clusters Score -391919.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -391935.562500 Penalty: 815.215393 Iteration 19Q: 3 clusters Score -391935.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -391945.031250 Penalty: 815.215393 Iteration 20F: 3 clusters Score -391945 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -391955.593750 Penalty: 815.215393 Iteration 21Q: 3 clusters Score -391955.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -391962.718750 Penalty: 815.215393 Iteration 22Q: 3 clusters Score -391962.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -391966.218750 Penalty: 815.215393 Iteration 23Q: 3 clusters Score -391966.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -391967.218750 Penalty: 815.215393 Iteration 24Q: 3 clusters Score -391967.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -391968.906250 Penalty: 815.215393 Iteration 25Q: 3 clusters Score -391968.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -391970.031250 Penalty: 815.215393 Iteration 26Q: 3 clusters Score -391970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -391971.093750 Penalty: 815.215393 Iteration 27Q: 3 clusters Score -391971.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -391971.968750 Penalty: 815.215393 Iteration 28Q: 3 clusters Score -391972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -391972.500000 Penalty: 815.215393 Iteration 29Q: 3 clusters Score -391972.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -391972.843750 Penalty: 815.215393 Iteration 30Q: 3 clusters Score -391972.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -391973.406250 Penalty: 815.215393 Iteration 31Q: 3 clusters Score -391973.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -391973.531250 Penalty: 815.215393 Iteration 32Q: 3 clusters Score -391973.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -391973.593750 Penalty: 815.215393 Iteration 33Q: 3 clusters Score -391973.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -391973.937500 Penalty: 815.215393 Iteration 34Q: 3 clusters Score -391973.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -391973.687500 Penalty: 815.215393 Iteration 35Q: 3 clusters Score -391973.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -391973.687500 Penalty: 815.215393 Iteration 36F: 3 clusters Score -391973.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Entering Unmasked Estep Score: -79656.992188 Penalty: 342.195312 Iteration 0F: 2 clusters Score -79656.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -78326.710938 Penalty: 684.390625 Iteration 0F: 3 clusters Score -78326.71 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -78768.382812 Penalty: 684.390625 Iteration 1F: 3 clusters Score -78768.38 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -78818.414062 Penalty: 684.390625 Iteration 2F: 3 clusters Score -78818.41 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -78862.578125 Penalty: 684.390625 Iteration 3Q: 3 clusters Score -78862.58 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -78893.507812 Penalty: 684.390625 Iteration 4Q: 3 clusters Score -78893.51 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -78915.359375 Penalty: 684.390625 Iteration 5Q: 3 clusters Score -78915.36 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -78926.265625 Penalty: 684.390625 Iteration 6Q: 3 clusters Score -78926.27 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -78949.671875 Penalty: 684.390625 Iteration 7Q: 3 clusters Score -78949.67 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -78975.640625 Penalty: 684.390625 Iteration 8Q: 3 clusters Score -78975.64 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -79003.796875 Penalty: 684.390625 Iteration 9Q: 3 clusters Score -79003.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -79049.601562 Penalty: 684.390625 Iteration 10Q: 3 clusters Score -79049.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -79101.421875 Penalty: 684.390625 Iteration 11Q: 3 clusters Score -79101.42 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -79170.109375 Penalty: 684.390625 Iteration 12Q: 3 clusters Score -79170.11 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -79249.898438 Penalty: 684.390625 Iteration 13Q: 3 clusters Score -79249.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -79294.414062 Penalty: 684.390625 Iteration 14Q: 3 clusters Score -79294.41 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -79317.921875 Penalty: 684.390625 Iteration 15Q: 3 clusters Score -79317.92 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -79339.046875 Penalty: 684.390625 Iteration 16Q: 3 clusters Score -79339.05 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -79355.929688 Penalty: 684.390625 Iteration 17Q: 3 clusters Score -79355.93 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -79370.039062 Penalty: 684.390625 Iteration 18Q: 3 clusters Score -79370.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -79380.078125 Penalty: 684.390625 Iteration 19Q: 3 clusters Score -79380.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -79389.031250 Penalty: 684.390625 Iteration 20F: 3 clusters Score -79389.03 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -79395.812500 Penalty: 684.390625 Iteration 21Q: 3 clusters Score -79395.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -79400.992188 Penalty: 684.390625 Iteration 22Q: 3 clusters Score -79400.99 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -79406.132812 Penalty: 684.390625 Iteration 23Q: 3 clusters Score -79406.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -79410.546875 Penalty: 684.390625 Iteration 24Q: 3 clusters Score -79410.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -79413.929688 Penalty: 684.390625 Iteration 25Q: 3 clusters Score -79413.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -79415.921875 Penalty: 684.390625 Iteration 26Q: 3 clusters Score -79415.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -79416.750000 Penalty: 684.390625 Iteration 27Q: 3 clusters Score -79416.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -79417.718750 Penalty: 684.390625 Iteration 28Q: 3 clusters Score -79417.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -79419.210938 Penalty: 684.390625 Iteration 29Q: 3 clusters Score -79419.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -79420.593750 Penalty: 684.390625 Iteration 30Q: 3 clusters Score -79420.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -79420.960938 Penalty: 684.390625 Iteration 31Q: 3 clusters Score -79420.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -79421.593750 Penalty: 684.390625 Iteration 32Q: 3 clusters Score -79421.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -79421.593750 Penalty: 684.390625 Iteration 33F: 3 clusters Score -79421.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Entering Unmasked Estep Score: -92039.828125 Penalty: 347.230133 Iteration 0F: 2 clusters Score -92039.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -90595.359375 Penalty: 694.460266 Iteration 0F: 3 clusters Score -90595.36 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -91155.695312 Penalty: 694.460266 Iteration 1F: 3 clusters Score -91155.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -91313.039062 Penalty: 694.460266 Iteration 2F: 3 clusters Score -91313.04 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -91429.976562 Penalty: 694.460266 Iteration 3F: 3 clusters Score -91429.98 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -91499.468750 Penalty: 694.460266 Iteration 4F: 3 clusters Score -91499.47 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -91540.523438 Penalty: 694.460266 Iteration 5Q: 3 clusters Score -91540.52 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -91563.390625 Penalty: 694.460266 Iteration 6Q: 3 clusters Score -91563.39 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -91578.687500 Penalty: 694.460266 Iteration 7Q: 3 clusters Score -91578.69 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -91599.320312 Penalty: 694.460266 Iteration 8Q: 3 clusters Score -91599.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -91613.781250 Penalty: 694.460266 Iteration 9Q: 3 clusters Score -91613.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -91624.054688 Penalty: 694.460266 Iteration 10Q: 3 clusters Score -91624.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -91632.210938 Penalty: 694.460266 Iteration 11Q: 3 clusters Score -91632.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -91643.742188 Penalty: 694.460266 Iteration 12Q: 3 clusters Score -91643.74 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -91655.828125 Penalty: 694.460266 Iteration 13Q: 3 clusters Score -91655.83 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -91661.898438 Penalty: 694.460266 Iteration 14Q: 3 clusters Score -91661.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -91664.554688 Penalty: 694.460266 Iteration 15Q: 3 clusters Score -91664.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -91669.726562 Penalty: 694.460266 Iteration 16Q: 3 clusters Score -91669.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -91674.070312 Penalty: 694.460266 Iteration 17Q: 3 clusters Score -91674.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -91677.125000 Penalty: 694.460266 Iteration 18Q: 3 clusters Score -91677.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -91679.093750 Penalty: 694.460266 Iteration 19Q: 3 clusters Score -91679.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -91681.656250 Penalty: 694.460266 Iteration 20F: 3 clusters Score -91681.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -91683.914062 Penalty: 694.460266 Iteration 21Q: 3 clusters Score -91683.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -91685.054688 Penalty: 694.460266 Iteration 22Q: 3 clusters Score -91685.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -91686.296875 Penalty: 694.460266 Iteration 23Q: 3 clusters Score -91686.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -91688.648438 Penalty: 694.460266 Iteration 24Q: 3 clusters Score -91688.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -91691.367188 Penalty: 694.460266 Iteration 25Q: 3 clusters Score -91691.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -91693.187500 Penalty: 694.460266 Iteration 26Q: 3 clusters Score -91693.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -91695.687500 Penalty: 694.460266 Iteration 27Q: 3 clusters Score -91695.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -91700.812500 Penalty: 694.460266 Iteration 28Q: 3 clusters Score -91700.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -91705.820312 Penalty: 694.460266 Iteration 29Q: 3 clusters Score -91705.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -91709.273438 Penalty: 694.460266 Iteration 30Q: 3 clusters Score -91709.27 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -91715.773438 Penalty: 694.460266 Iteration 31Q: 3 clusters Score -91715.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -91721.945312 Penalty: 694.460266 Iteration 32Q: 3 clusters Score -91721.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -91729.132812 Penalty: 694.460266 Iteration 33Q: 3 clusters Score -91729.13 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -91738.484375 Penalty: 694.460266 Iteration 34Q: 3 clusters Score -91738.48 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -91751.593750 Penalty: 694.460266 Iteration 35Q: 3 clusters Score -91751.59 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -91761.140625 Penalty: 694.460266 Iteration 36Q: 3 clusters Score -91761.14 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -91773.164062 Penalty: 694.460266 Iteration 37Q: 3 clusters Score -91773.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -91782.867188 Penalty: 694.460266 Iteration 38Q: 3 clusters Score -91782.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -91790.312500 Penalty: 694.460266 Iteration 39Q: 3 clusters Score -91790.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -91795.140625 Penalty: 694.460266 Iteration 40F: 3 clusters Score -91795.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -91800.250000 Penalty: 694.460266 Iteration 41Q: 3 clusters Score -91800.25 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -91809.320312 Penalty: 694.460266 Iteration 42Q: 3 clusters Score -91809.32 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -91819.875000 Penalty: 694.460266 Iteration 43Q: 3 clusters Score -91819.88 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -91831.515625 Penalty: 694.460266 Iteration 44Q: 3 clusters Score -91831.52 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -91843.617188 Penalty: 694.460266 Iteration 45Q: 3 clusters Score -91843.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -91854.492188 Penalty: 694.460266 Iteration 46Q: 3 clusters Score -91854.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -91863.773438 Penalty: 694.460266 Iteration 47Q: 3 clusters Score -91863.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -91869.343750 Penalty: 694.460266 Iteration 48Q: 3 clusters Score -91869.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -91875.210938 Penalty: 694.460266 Iteration 49Q: 3 clusters Score -91875.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -91881.304688 Penalty: 694.460266 Iteration 50Q: 3 clusters Score -91881.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -91893.078125 Penalty: 694.460266 Iteration 51Q: 3 clusters Score -91893.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -91904.703125 Penalty: 694.460266 Iteration 52Q: 3 clusters Score -91904.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -91915.796875 Penalty: 694.460266 Iteration 53Q: 3 clusters Score -91915.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -91930.437500 Penalty: 694.460266 Iteration 54Q: 3 clusters Score -91930.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -91947.406250 Penalty: 694.460266 Iteration 55Q: 3 clusters Score -91947.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -91955.132812 Penalty: 694.460266 Iteration 56Q: 3 clusters Score -91955.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -91964.679688 Penalty: 694.460266 Iteration 57Q: 3 clusters Score -91964.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -91971.437500 Penalty: 694.460266 Iteration 58Q: 3 clusters Score -91971.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -91975.148438 Penalty: 694.460266 Iteration 59Q: 3 clusters Score -91975.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -91976.976562 Penalty: 694.460266 Iteration 60F: 3 clusters Score -91976.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -91977.484375 Penalty: 694.460266 Iteration 61Q: 3 clusters Score -91977.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -91977.867188 Penalty: 694.460266 Iteration 62Q: 3 clusters Score -91977.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -91978.171875 Penalty: 694.460266 Iteration 63Q: 3 clusters Score -91978.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -91978.281250 Penalty: 694.460266 Iteration 64Q: 3 clusters Score -91978.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -91978.281250 Penalty: 694.460266 Iteration 65F: 3 clusters Score -91978.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -18360.923828 Penalty: 273.735138 Iteration 0F: 2 clusters Score -18360.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -17915.222656 Penalty: 547.470276 Iteration 0F: 3 clusters Score -17915.22 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -18060.412109 Penalty: 547.470276 Iteration 1F: 3 clusters Score -18060.41 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -18097.498047 Penalty: 547.470276 Iteration 2F: 3 clusters Score -18097.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -18120.542969 Penalty: 547.470276 Iteration 3F: 3 clusters Score -18120.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -18138.544922 Penalty: 547.470276 Iteration 4Q: 3 clusters Score -18138.54 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -18162.316406 Penalty: 547.470276 Iteration 5Q: 3 clusters Score -18162.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -18178.070312 Penalty: 547.470276 Iteration 6Q: 3 clusters Score -18178.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -18199.712891 Penalty: 547.470276 Iteration 7Q: 3 clusters Score -18199.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -18224.134766 Penalty: 547.470276 Iteration 8Q: 3 clusters Score -18224.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -18236.007812 Penalty: 547.470276 Iteration 9Q: 3 clusters Score -18236.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -18248.357422 Penalty: 547.470276 Iteration 10Q: 3 clusters Score -18248.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -18260.580078 Penalty: 547.470276 Iteration 11Q: 3 clusters Score -18260.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -18271.371094 Penalty: 547.470276 Iteration 12Q: 3 clusters Score -18271.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -18276.572266 Penalty: 547.470276 Iteration 13Q: 3 clusters Score -18276.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -18278.314453 Penalty: 547.470276 Iteration 14Q: 3 clusters Score -18278.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -18278.314453 Penalty: 547.470276 Iteration 15F: 3 clusters Score -18278.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Entering Unmasked Estep Score: -6095.495605 Penalty: 230.635147 Iteration 0F: 2 clusters Score -6095.496 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5848.291992 Penalty: 461.270294 Iteration 0F: 3 clusters Score -5848.292 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5906.042969 Penalty: 461.270294 Iteration 1F: 3 clusters Score -5906.043 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5983.734375 Penalty: 461.270294 Iteration 2F: 3 clusters Score -5983.734 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6014.541016 Penalty: 461.270294 Iteration 3F: 3 clusters Score -6014.541 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6052.187012 Penalty: 461.270294 Iteration 4F: 3 clusters Score -6052.187 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6096.777832 Penalty: 461.270294 Iteration 5F: 3 clusters Score -6096.778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6100.481934 Penalty: 461.270294 Iteration 6Q: 3 clusters Score -6100.482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6100.481934 Penalty: 461.270294 Iteration 7F: 3 clusters Score -6100.482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26572 members Mstep: Class 4 contains 42999 members Mstep: Class 5 contains 2902 members Mstep: Class 6 contains 2153 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 8229 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 29336 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 193 members Mstep: Class 15 contains 4108 members Mstep: Class 16 contains 204666 members Mstep: Class 17 contains 7773 members Mstep: Class 18 contains 1846 members Mstep: Class 19 contains 2062 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 111 members Mstep: Class 22 contains 155730 members Mstep: Class 23 contains 767 members Mstep: Class 24 contains 48 members Entering Unmasked Estep Score: -24237422.000000 Penalty: 14342.003906 Splitting cluster 21 changes total score from -24235234.000000 to -24237422.000000 So it's getting split into cluster 24. Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26572 members Mstep: Class 4 contains 42999 members Mstep: Class 5 contains 2902 members Mstep: Class 6 contains 2153 members Mstep: Class 7 contains 450 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 8229 members Mstep: Class 10 contains 2663 members Mstep: Class 11 contains 29336 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 193 members Mstep: Class 15 contains 4108 members Mstep: Class 16 contains 204666 members Mstep: Class 17 contains 7773 members Mstep: Class 18 contains 1846 members Mstep: Class 19 contains 2062 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 111 members Entering Unmasked Estep ConsiderDeletion Score: -24238334.000000 Penalty: 14342.003906 Iteration 119Q: 25 clusters Score -2.423833e+07 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 1233 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26564 members Mstep: Class 4 contains 43251 members Mstep: Class 5 contains 2894 members Mstep: Class 6 contains 2154 members Mstep: Class 7 contains 451 members Mstep: Class 8 contains 2736 members Mstep: Class 9 contains 8855 members Mstep: Class 10 contains 2734 members Mstep: Class 11 contains 29318 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1900 members Mstep: Class 14 contains 190 members Mstep: Class 15 contains 4167 members Mstep: Class 16 contains 205029 members Mstep: Class 17 contains 7828 members Mstep: Class 18 contains 1857 members Mstep: Class 19 contains 2056 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 114 members Mstep: Class 22 contains 154325 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24238998.000000 Penalty: 14342.003906 Iteration 120F: 25 clusters Score -2.4239e+07 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 3930 members Mstep: Class 3 contains 26279 members Mstep: Class 4 contains 43511 members Mstep: Class 5 contains 2879 members Mstep: Class 6 contains 2157 members Mstep: Class 7 contains 456 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 9270 members Mstep: Class 10 contains 2791 members Mstep: Class 11 contains 29285 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1900 members Mstep: Class 14 contains 187 members Mstep: Class 15 contains 4140 members Mstep: Class 16 contains 204893 members Mstep: Class 17 contains 7828 members Mstep: Class 18 contains 1845 members Mstep: Class 19 contains 2054 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 154115 members Mstep: Class 23 contains 774 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24239346.000000 Penalty: 14342.003906 Iteration 121Q: 25 clusters Score -2.423935e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 25965 members Mstep: Class 4 contains 43768 members Mstep: Class 5 contains 2863 members Mstep: Class 6 contains 2160 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2706 members Mstep: Class 9 contains 9681 members Mstep: Class 10 contains 2834 members Mstep: Class 11 contains 29259 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1896 members Mstep: Class 14 contains 185 members Mstep: Class 15 contains 4116 members Mstep: Class 16 contains 204776 members Mstep: Class 17 contains 7859 members Mstep: Class 18 contains 1835 members Mstep: Class 19 contains 2049 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153915 members Mstep: Class 23 contains 776 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24239506.000000 Penalty: 14342.003906 Iteration 122Q: 25 clusters Score -2.423951e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 25690 members Mstep: Class 4 contains 43979 members Mstep: Class 5 contains 2849 members Mstep: Class 6 contains 2165 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2697 members Mstep: Class 9 contains 10054 members Mstep: Class 10 contains 2860 members Mstep: Class 11 contains 29234 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1890 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4102 members Mstep: Class 16 contains 204671 members Mstep: Class 17 contains 7882 members Mstep: Class 18 contains 1824 members Mstep: Class 19 contains 2042 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153760 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24239660.000000 Penalty: 14342.003906 Iteration 123Q: 25 clusters Score -2.423966e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 25430 members Mstep: Class 4 contains 44208 members Mstep: Class 5 contains 2840 members Mstep: Class 6 contains 2167 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2686 members Mstep: Class 9 contains 10422 members Mstep: Class 10 contains 2875 members Mstep: Class 11 contains 29220 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1889 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4086 members Mstep: Class 16 contains 204521 members Mstep: Class 17 contains 7906 members Mstep: Class 18 contains 1819 members Mstep: Class 19 contains 2033 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153618 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24239876.000000 Penalty: 14342.003906 Iteration 124Q: 25 clusters Score -2.423988e+07 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 25165 members Mstep: Class 4 contains 44414 members Mstep: Class 5 contains 2826 members Mstep: Class 6 contains 2171 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 10740 members Mstep: Class 10 contains 2885 members Mstep: Class 11 contains 29203 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1891 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4078 members Mstep: Class 16 contains 204385 members Mstep: Class 17 contains 7938 members Mstep: Class 18 contains 1820 members Mstep: Class 19 contains 2024 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153531 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24239858.000000 Penalty: 14342.003906 Iteration 125Q: 25 clusters Score -2.423986e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 24923 members Mstep: Class 4 contains 44597 members Mstep: Class 5 contains 2810 members Mstep: Class 6 contains 2177 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 11045 members Mstep: Class 10 contains 2896 members Mstep: Class 11 contains 29182 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1890 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4069 members Mstep: Class 16 contains 204252 members Mstep: Class 17 contains 7964 members Mstep: Class 18 contains 1818 members Mstep: Class 19 contains 2021 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153452 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24239918.000000 Penalty: 14342.003906 Iteration 126Q: 25 clusters Score -2.423992e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 24696 members Mstep: Class 4 contains 44775 members Mstep: Class 5 contains 2794 members Mstep: Class 6 contains 2183 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2671 members Mstep: Class 9 contains 11331 members Mstep: Class 10 contains 2906 members Mstep: Class 11 contains 29169 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1888 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4056 members Mstep: Class 16 contains 204121 members Mstep: Class 17 contains 7982 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 2020 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153389 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240038.000000 Penalty: 14342.003906 Iteration 127Q: 25 clusters Score -2.424004e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 24462 members Mstep: Class 4 contains 44920 members Mstep: Class 5 contains 2781 members Mstep: Class 6 contains 2192 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2670 members Mstep: Class 9 contains 11615 members Mstep: Class 10 contains 2915 members Mstep: Class 11 contains 29154 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4042 members Mstep: Class 16 contains 204023 members Mstep: Class 17 contains 8007 members Mstep: Class 18 contains 1809 members Mstep: Class 19 contains 2019 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153323 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240074.000000 Penalty: 14342.003906 Iteration 128Q: 25 clusters Score -2.424007e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 24227 members Mstep: Class 4 contains 45063 members Mstep: Class 5 contains 2765 members Mstep: Class 6 contains 2197 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2670 members Mstep: Class 9 contains 11911 members Mstep: Class 10 contains 2919 members Mstep: Class 11 contains 29143 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4033 members Mstep: Class 16 contains 203916 members Mstep: Class 17 contains 8032 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 2019 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153250 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240056.000000 Penalty: 14342.003906 Iteration 129Q: 25 clusters Score -2.424006e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 24029 members Mstep: Class 4 contains 45198 members Mstep: Class 5 contains 2740 members Mstep: Class 6 contains 2205 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2664 members Mstep: Class 9 contains 12187 members Mstep: Class 10 contains 2927 members Mstep: Class 11 contains 29133 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4024 members Mstep: Class 16 contains 203838 members Mstep: Class 17 contains 8052 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 2018 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153156 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240104.000000 Penalty: 14342.003906 Iteration 130Q: 25 clusters Score -2.42401e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 23814 members Mstep: Class 4 contains 45308 members Mstep: Class 5 contains 2716 members Mstep: Class 6 contains 2207 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2663 members Mstep: Class 9 contains 12481 members Mstep: Class 10 contains 2933 members Mstep: Class 11 contains 29118 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4010 members Mstep: Class 16 contains 203785 members Mstep: Class 17 contains 8079 members Mstep: Class 18 contains 1803 members Mstep: Class 19 contains 2018 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 153065 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240264.000000 Penalty: 14342.003906 Iteration 131Q: 25 clusters Score -2.424026e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 23598 members Mstep: Class 4 contains 45422 members Mstep: Class 5 contains 2693 members Mstep: Class 6 contains 2208 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2665 members Mstep: Class 9 contains 12794 members Mstep: Class 10 contains 2939 members Mstep: Class 11 contains 29102 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4004 members Mstep: Class 16 contains 203724 members Mstep: Class 17 contains 8106 members Mstep: Class 18 contains 1803 members Mstep: Class 19 contains 2017 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152961 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240326.000000 Penalty: 14342.003906 Iteration 132Q: 25 clusters Score -2.424033e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 23391 members Mstep: Class 4 contains 45524 members Mstep: Class 5 contains 2676 members Mstep: Class 6 contains 2209 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2671 members Mstep: Class 9 contains 13086 members Mstep: Class 10 contains 2947 members Mstep: Class 11 contains 29081 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1885 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4006 members Mstep: Class 16 contains 203670 members Mstep: Class 17 contains 8128 members Mstep: Class 18 contains 1802 members Mstep: Class 19 contains 2017 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152859 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240316.000000 Penalty: 14342.003906 Iteration 133Q: 25 clusters Score -2.424032e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 23202 members Mstep: Class 4 contains 45645 members Mstep: Class 5 contains 2648 members Mstep: Class 6 contains 2213 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 13376 members Mstep: Class 10 contains 2952 members Mstep: Class 11 contains 29069 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1884 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4007 members Mstep: Class 16 contains 203590 members Mstep: Class 17 contains 8154 members Mstep: Class 18 contains 1800 members Mstep: Class 19 contains 2017 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152742 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240382.000000 Penalty: 14342.003906 Iteration 134Q: 25 clusters Score -2.424038e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 23059 members Mstep: Class 4 contains 45762 members Mstep: Class 5 contains 2624 members Mstep: Class 6 contains 2213 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2685 members Mstep: Class 9 contains 13616 members Mstep: Class 10 contains 2955 members Mstep: Class 11 contains 29059 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1880 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4004 members Mstep: Class 16 contains 203517 members Mstep: Class 17 contains 8180 members Mstep: Class 18 contains 1794 members Mstep: Class 19 contains 2017 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152640 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240456.000000 Penalty: 14342.003906 Iteration 135Q: 25 clusters Score -2.424046e+07 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22917 members Mstep: Class 4 contains 45891 members Mstep: Class 5 contains 2604 members Mstep: Class 6 contains 2215 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2688 members Mstep: Class 9 contains 13852 members Mstep: Class 10 contains 2960 members Mstep: Class 11 contains 29053 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1878 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4002 members Mstep: Class 16 contains 203431 members Mstep: Class 17 contains 8197 members Mstep: Class 18 contains 1792 members Mstep: Class 19 contains 2016 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152532 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240520.000000 Penalty: 14342.003906 Iteration 136Q: 25 clusters Score -2.424052e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22787 members Mstep: Class 4 contains 46009 members Mstep: Class 5 contains 2586 members Mstep: Class 6 contains 2217 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2692 members Mstep: Class 9 contains 14095 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 29040 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1878 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 4001 members Mstep: Class 16 contains 203356 members Mstep: Class 17 contains 8209 members Mstep: Class 18 contains 1795 members Mstep: Class 19 contains 2015 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152414 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240588.000000 Penalty: 14342.003906 Iteration 137Q: 25 clusters Score -2.424059e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22670 members Mstep: Class 4 contains 46112 members Mstep: Class 5 contains 2573 members Mstep: Class 6 contains 2220 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2691 members Mstep: Class 9 contains 14328 members Mstep: Class 10 contains 2962 members Mstep: Class 11 contains 29026 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1880 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3996 members Mstep: Class 16 contains 203286 members Mstep: Class 17 contains 8217 members Mstep: Class 18 contains 1793 members Mstep: Class 19 contains 2015 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152313 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240656.000000 Penalty: 14342.003906 Iteration 138Q: 25 clusters Score -2.424066e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22547 members Mstep: Class 4 contains 46199 members Mstep: Class 5 contains 2558 members Mstep: Class 6 contains 2224 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2693 members Mstep: Class 9 contains 14561 members Mstep: Class 10 contains 2966 members Mstep: Class 11 contains 29015 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1884 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3987 members Mstep: Class 16 contains 203222 members Mstep: Class 17 contains 8219 members Mstep: Class 18 contains 1794 members Mstep: Class 19 contains 2014 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152226 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240738.000000 Penalty: 14342.003906 Iteration 139Q: 25 clusters Score -2.424074e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22451 members Mstep: Class 4 contains 46281 members Mstep: Class 5 contains 2544 members Mstep: Class 6 contains 2224 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2696 members Mstep: Class 9 contains 14775 members Mstep: Class 10 contains 2972 members Mstep: Class 11 contains 29001 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1884 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3981 members Mstep: Class 16 contains 203166 members Mstep: Class 17 contains 8226 members Mstep: Class 18 contains 1797 members Mstep: Class 19 contains 2011 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152133 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240748.000000 Penalty: 14342.003906 Iteration 140F: 25 clusters Score -2.424075e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22339 members Mstep: Class 4 contains 46356 members Mstep: Class 5 contains 2533 members Mstep: Class 6 contains 2226 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2700 members Mstep: Class 9 contains 14976 members Mstep: Class 10 contains 2975 members Mstep: Class 11 contains 28987 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1884 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 203118 members Mstep: Class 17 contains 8239 members Mstep: Class 18 contains 1797 members Mstep: Class 19 contains 2007 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152048 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240878.000000 Penalty: 14342.003906 Iteration 141Q: 25 clusters Score -2.424088e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22239 members Mstep: Class 4 contains 46434 members Mstep: Class 5 contains 2524 members Mstep: Class 6 contains 2228 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 15130 members Mstep: Class 10 contains 2979 members Mstep: Class 11 contains 28972 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 203062 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 1798 members Mstep: Class 19 contains 2004 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 152000 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240988.000000 Penalty: 14342.003906 Iteration 142Q: 25 clusters Score -2.424099e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22149 members Mstep: Class 4 contains 46515 members Mstep: Class 5 contains 2515 members Mstep: Class 6 contains 2229 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2720 members Mstep: Class 9 contains 15275 members Mstep: Class 10 contains 2987 members Mstep: Class 11 contains 28962 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1888 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3967 members Mstep: Class 16 contains 202995 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 1803 members Mstep: Class 19 contains 2001 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151948 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24240986.000000 Penalty: 14342.003906 Iteration 143Q: 25 clusters Score -2.424099e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 22053 members Mstep: Class 4 contains 46590 members Mstep: Class 5 contains 2506 members Mstep: Class 6 contains 2230 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2728 members Mstep: Class 9 contains 15431 members Mstep: Class 10 contains 3003 members Mstep: Class 11 contains 28952 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1888 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3963 members Mstep: Class 16 contains 202937 members Mstep: Class 17 contains 8236 members Mstep: Class 18 contains 1807 members Mstep: Class 19 contains 1997 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151894 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241054.000000 Penalty: 14342.003906 Iteration 144Q: 25 clusters Score -2.424105e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21980 members Mstep: Class 4 contains 46671 members Mstep: Class 5 contains 2499 members Mstep: Class 6 contains 2232 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2731 members Mstep: Class 9 contains 15576 members Mstep: Class 10 contains 3007 members Mstep: Class 11 contains 28936 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3958 members Mstep: Class 16 contains 202898 members Mstep: Class 17 contains 8228 members Mstep: Class 18 contains 1808 members Mstep: Class 19 contains 1993 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151826 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241064.000000 Penalty: 14342.003906 Iteration 145Q: 25 clusters Score -2.424106e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21900 members Mstep: Class 4 contains 46755 members Mstep: Class 5 contains 2495 members Mstep: Class 6 contains 2233 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 15703 members Mstep: Class 10 contains 3013 members Mstep: Class 11 contains 28927 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3954 members Mstep: Class 16 contains 202835 members Mstep: Class 17 contains 8222 members Mstep: Class 18 contains 1810 members Mstep: Class 19 contains 1989 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151779 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241118.000000 Penalty: 14342.003906 Iteration 146Q: 25 clusters Score -2.424112e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21844 members Mstep: Class 4 contains 46836 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2236 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 15811 members Mstep: Class 10 contains 3019 members Mstep: Class 11 contains 28923 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3951 members Mstep: Class 16 contains 202770 members Mstep: Class 17 contains 8221 members Mstep: Class 18 contains 1810 members Mstep: Class 19 contains 1984 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151725 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241108.000000 Penalty: 14342.003906 Iteration 147Q: 25 clusters Score -2.424111e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21803 members Mstep: Class 4 contains 46925 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2238 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2740 members Mstep: Class 9 contains 15914 members Mstep: Class 10 contains 3021 members Mstep: Class 11 contains 28914 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3948 members Mstep: Class 16 contains 202701 members Mstep: Class 17 contains 8213 members Mstep: Class 18 contains 1810 members Mstep: Class 19 contains 1980 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151673 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241136.000000 Penalty: 14342.003906 Iteration 148Q: 25 clusters Score -2.424114e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21765 members Mstep: Class 4 contains 47008 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2244 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2743 members Mstep: Class 9 contains 16016 members Mstep: Class 10 contains 3025 members Mstep: Class 11 contains 28909 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3945 members Mstep: Class 16 contains 202631 members Mstep: Class 17 contains 8207 members Mstep: Class 18 contains 1810 members Mstep: Class 19 contains 1977 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151617 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241130.000000 Penalty: 14342.003906 Iteration 149Q: 25 clusters Score -2.424113e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21741 members Mstep: Class 4 contains 47089 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2249 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2745 members Mstep: Class 9 contains 16103 members Mstep: Class 10 contains 3026 members Mstep: Class 11 contains 28899 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3938 members Mstep: Class 16 contains 202574 members Mstep: Class 17 contains 8198 members Mstep: Class 18 contains 1810 members Mstep: Class 19 contains 1972 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151565 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241116.000000 Penalty: 14342.003906 Iteration 150Q: 25 clusters Score -2.424112e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21721 members Mstep: Class 4 contains 47163 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2252 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 16194 members Mstep: Class 10 contains 3026 members Mstep: Class 11 contains 28886 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3938 members Mstep: Class 16 contains 202522 members Mstep: Class 17 contains 8194 members Mstep: Class 18 contains 1811 members Mstep: Class 19 contains 1967 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151501 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241170.000000 Penalty: 14342.003906 Iteration 151Q: 25 clusters Score -2.424117e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21700 members Mstep: Class 4 contains 47247 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2253 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2748 members Mstep: Class 9 contains 16277 members Mstep: Class 10 contains 3027 members Mstep: Class 11 contains 28869 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3939 members Mstep: Class 16 contains 202467 members Mstep: Class 17 contains 8186 members Mstep: Class 18 contains 1811 members Mstep: Class 19 contains 1962 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151445 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241214.000000 Penalty: 14342.003906 Iteration 152Q: 25 clusters Score -2.424121e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21678 members Mstep: Class 4 contains 47339 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2252 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2751 members Mstep: Class 9 contains 16348 members Mstep: Class 10 contains 3029 members Mstep: Class 11 contains 28858 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3937 members Mstep: Class 16 contains 202399 members Mstep: Class 17 contains 8183 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1953 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151400 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241222.000000 Penalty: 14342.003906 Iteration 153Q: 25 clusters Score -2.424122e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21647 members Mstep: Class 4 contains 47419 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2252 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2756 members Mstep: Class 9 contains 16431 members Mstep: Class 10 contains 3027 members Mstep: Class 11 contains 28851 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3936 members Mstep: Class 16 contains 202329 members Mstep: Class 17 contains 8182 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151352 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241256.000000 Penalty: 14342.003906 Iteration 154Q: 25 clusters Score -2.424126e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21610 members Mstep: Class 4 contains 47493 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2252 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2755 members Mstep: Class 9 contains 16509 members Mstep: Class 10 contains 3026 members Mstep: Class 11 contains 28839 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3935 members Mstep: Class 16 contains 202279 members Mstep: Class 17 contains 8180 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151308 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241282.000000 Penalty: 14342.003906 Iteration 155Q: 25 clusters Score -2.424128e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21580 members Mstep: Class 4 contains 47559 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2252 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2754 members Mstep: Class 9 contains 16582 members Mstep: Class 10 contains 3030 members Mstep: Class 11 contains 28828 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3933 members Mstep: Class 16 contains 202227 members Mstep: Class 17 contains 8178 members Mstep: Class 18 contains 1814 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151264 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241364.000000 Penalty: 14342.003906 Iteration 156Q: 25 clusters Score -2.424136e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21549 members Mstep: Class 4 contains 47613 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2252 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2758 members Mstep: Class 9 contains 16654 members Mstep: Class 10 contains 3031 members Mstep: Class 11 contains 28817 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3932 members Mstep: Class 16 contains 202186 members Mstep: Class 17 contains 8174 members Mstep: Class 18 contains 1814 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151223 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241370.000000 Penalty: 14342.003906 Iteration 157Q: 25 clusters Score -2.424137e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21526 members Mstep: Class 4 contains 47660 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2252 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2756 members Mstep: Class 9 contains 16714 members Mstep: Class 10 contains 3033 members Mstep: Class 11 contains 28811 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3932 members Mstep: Class 16 contains 202149 members Mstep: Class 17 contains 8169 members Mstep: Class 18 contains 1814 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151189 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241430.000000 Penalty: 14342.003906 Iteration 158Q: 25 clusters Score -2.424143e+07 nChanged 139 Entering ConstructFrom: Score: -24241430.000000 Penalty: 14342.003906 Entering ConstructFrom: Trying to split cluster 1 (1796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Entering Unmasked Estep Score: -81066.312500 Penalty: 340.945923 Iteration 0F: 2 clusters Score -81066.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -79753.085938 Penalty: 681.891846 Iteration 0F: 3 clusters Score -79753.09 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -80181.296875 Penalty: 681.891846 Iteration 1F: 3 clusters Score -80181.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -80246.625000 Penalty: 681.891846 Iteration 2F: 3 clusters Score -80246.62 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -80310.429688 Penalty: 681.891846 Iteration 3F: 3 clusters Score -80310.43 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -80376.164062 Penalty: 681.891846 Iteration 4F: 3 clusters Score -80376.16 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -80445.984375 Penalty: 681.891846 Iteration 5F: 3 clusters Score -80445.98 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80525.617188 Penalty: 681.891846 Iteration 6F: 3 clusters Score -80525.62 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -80594.320312 Penalty: 681.891846 Iteration 7Q: 3 clusters Score -80594.32 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -80658.578125 Penalty: 681.891846 Iteration 8Q: 3 clusters Score -80658.58 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -80707.437500 Penalty: 681.891846 Iteration 9Q: 3 clusters Score -80707.44 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -80732.375000 Penalty: 681.891846 Iteration 10Q: 3 clusters Score -80732.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -80750.000000 Penalty: 681.891846 Iteration 11Q: 3 clusters Score -80750 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -80762.304688 Penalty: 681.891846 Iteration 12Q: 3 clusters Score -80762.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -80774.257812 Penalty: 681.891846 Iteration 13Q: 3 clusters Score -80774.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -80787.000000 Penalty: 681.891846 Iteration 14Q: 3 clusters Score -80787 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -80797.414062 Penalty: 681.891846 Iteration 15Q: 3 clusters Score -80797.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -80807.328125 Penalty: 681.891846 Iteration 16Q: 3 clusters Score -80807.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -80814.937500 Penalty: 681.891846 Iteration 17Q: 3 clusters Score -80814.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -80818.320312 Penalty: 681.891846 Iteration 18F: 3 clusters Score -80818.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -80822.171875 Penalty: 681.891846 Iteration 19Q: 3 clusters Score -80822.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -80822.976562 Penalty: 681.891846 Iteration 20F: 3 clusters Score -80822.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -80826.007812 Penalty: 681.891846 Iteration 21Q: 3 clusters Score -80826.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -80826.671875 Penalty: 681.891846 Iteration 22Q: 3 clusters Score -80826.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -80826.671875 Penalty: 681.891846 Iteration 23F: 3 clusters Score -80826.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Entering Unmasked Estep Score: -196472.468750 Penalty: 376.610687 Iteration 0F: 2 clusters Score -196472.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -193729.515625 Penalty: 753.221375 Iteration 0F: 3 clusters Score -193729.5 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -194711.296875 Penalty: 753.221375 Iteration 1F: 3 clusters Score -194711.3 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -194858.390625 Penalty: 753.221375 Iteration 2F: 3 clusters Score -194858.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -195070.312500 Penalty: 753.221375 Iteration 3F: 3 clusters Score -195070.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -195346.000000 Penalty: 753.221375 Iteration 4F: 3 clusters Score -195346 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -195639.843750 Penalty: 753.221375 Iteration 5F: 3 clusters Score -195639.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -195880.562500 Penalty: 753.221375 Iteration 6F: 3 clusters Score -195880.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -196048.265625 Penalty: 753.221375 Iteration 7Q: 3 clusters Score -196048.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -196178.765625 Penalty: 753.221375 Iteration 8Q: 3 clusters Score -196178.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -196241.359375 Penalty: 753.221375 Iteration 9Q: 3 clusters Score -196241.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -196263.187500 Penalty: 753.221375 Iteration 10Q: 3 clusters Score -196263.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -196276.515625 Penalty: 753.221375 Iteration 11Q: 3 clusters Score -196276.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -196281.390625 Penalty: 753.221375 Iteration 12Q: 3 clusters Score -196281.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -196289.812500 Penalty: 753.221375 Iteration 13Q: 3 clusters Score -196289.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -196293.421875 Penalty: 753.221375 Iteration 14Q: 3 clusters Score -196293.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -196294.625000 Penalty: 753.221375 Iteration 15Q: 3 clusters Score -196294.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -196294.734375 Penalty: 753.221375 Iteration 16Q: 3 clusters Score -196294.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -196294.734375 Penalty: 753.221375 Iteration 17F: 3 clusters Score -196294.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (21502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21502 members Entering Unmasked Estep Score: -1038420.937500 Penalty: 453.903534 Iteration 0F: 2 clusters Score -1038421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1024159.312500 Penalty: 907.807068 Iteration 0F: 3 clusters Score -1024159 nChanged 10212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -1030126.187500 Penalty: 907.807068 Iteration 1F: 3 clusters Score -1030126 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -1030617.625000 Penalty: 907.807068 Iteration 2F: 3 clusters Score -1030618 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 14647 members Entering Unmasked Estep Score: -1031466.250000 Penalty: 907.807068 Iteration 3F: 3 clusters Score -1031466 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -1032866.437500 Penalty: 907.807068 Iteration 4F: 3 clusters Score -1032866 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 18263 members Entering Unmasked Estep Score: -1034717.750000 Penalty: 907.807068 Iteration 5F: 3 clusters Score -1034718 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 19890 members Entering Unmasked Estep Score: -1036415.125000 Penalty: 907.807068 Iteration 6F: 3 clusters Score -1036415 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 20889 members Entering Unmasked Estep Score: -1037436.500000 Penalty: 907.807068 Iteration 7Q: 3 clusters Score -1037436 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 21296 members Entering Unmasked Estep Score: -1037830.750000 Penalty: 907.807068 Iteration 8Q: 3 clusters Score -1037831 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 21424 members Entering Unmasked Estep Score: -1037967.812500 Penalty: 907.807068 Iteration 9Q: 3 clusters Score -1037968 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 21458 members Entering Unmasked Estep Score: -1038021.500000 Penalty: 907.807068 Iteration 10Q: 3 clusters Score -1038022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 21461 members Entering Unmasked Estep Score: -1038026.437500 Penalty: 907.807068 Iteration 11Q: 3 clusters Score -1038026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 21461 members Entering Unmasked Estep Score: -1038026.437500 Penalty: 907.807068 Iteration 12F: 3 clusters Score -1038026 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (47705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47705 members Entering Unmasked Estep Score: -2503328.500000 Penalty: 490.162018 Iteration 0F: 2 clusters Score -2503328 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23772 members Mstep: Class 2 contains 23933 members Entering Unmasked Estep Score: -2471402.500000 Penalty: 980.324036 Iteration 0F: 3 clusters Score -2471402 nChanged 22996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 24981 members Entering Unmasked Estep Score: -2485476.250000 Penalty: 980.324036 Iteration 1F: 3 clusters Score -2485476 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21894 members Mstep: Class 2 contains 25811 members Entering Unmasked Estep Score: -2486303.750000 Penalty: 980.324036 Iteration 2Q: 3 clusters Score -2486304 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20454 members Mstep: Class 2 contains 27251 members Entering Unmasked Estep Score: -2487703.000000 Penalty: 980.324036 Iteration 3F: 3 clusters Score -2487703 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18384 members Mstep: Class 2 contains 29321 members Entering Unmasked Estep Score: -2490097.500000 Penalty: 980.324036 Iteration 4F: 3 clusters Score -2490098 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16122 members Mstep: Class 2 contains 31583 members Entering Unmasked Estep Score: -2493380.500000 Penalty: 980.324036 Iteration 5F: 3 clusters Score -2493380 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 33361 members Entering Unmasked Estep Score: -2496466.750000 Penalty: 980.324036 Iteration 6F: 3 clusters Score -2496467 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 34339 members Entering Unmasked Estep Score: -2498156.000000 Penalty: 980.324036 Iteration 7F: 3 clusters Score -2498156 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 34995 members Entering Unmasked Estep Score: -2498778.750000 Penalty: 980.324036 Iteration 8Q: 3 clusters Score -2498779 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12145 members Mstep: Class 2 contains 35560 members Entering Unmasked Estep Score: -2499041.500000 Penalty: 980.324036 Iteration 9Q: 3 clusters Score -2499042 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 36113 members Entering Unmasked Estep Score: -2499227.250000 Penalty: 980.324036 Iteration 10Q: 3 clusters Score -2499227 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 36638 members Entering Unmasked Estep Score: -2499384.250000 Penalty: 980.324036 Iteration 11Q: 3 clusters Score -2499384 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 37192 members Entering Unmasked Estep Score: -2499538.750000 Penalty: 980.324036 Iteration 12Q: 3 clusters Score -2499539 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 37757 members Entering Unmasked Estep Score: -2499717.500000 Penalty: 980.324036 Iteration 13Q: 3 clusters Score -2499718 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 38328 members Entering Unmasked Estep Score: -2499900.750000 Penalty: 980.324036 Iteration 14Q: 3 clusters Score -2499901 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 38869 members Entering Unmasked Estep Score: -2500056.500000 Penalty: 980.324036 Iteration 15Q: 3 clusters Score -2500056 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 39387 members Entering Unmasked Estep Score: -2500203.750000 Penalty: 980.324036 Iteration 16Q: 3 clusters Score -2500204 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 39892 members Entering Unmasked Estep Score: -2500324.750000 Penalty: 980.324036 Iteration 17Q: 3 clusters Score -2500325 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 40334 members Entering Unmasked Estep Score: -2500449.500000 Penalty: 980.324036 Iteration 18Q: 3 clusters Score -2500450 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 40787 members Entering Unmasked Estep Score: -2500582.750000 Penalty: 980.324036 Iteration 19Q: 3 clusters Score -2500583 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 41227 members Entering Unmasked Estep Score: -2500692.250000 Penalty: 980.324036 Iteration 20F: 3 clusters Score -2500692 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 41688 members Entering Unmasked Estep Score: -2500835.500000 Penalty: 980.324036 Iteration 21Q: 3 clusters Score -2500836 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 42144 members Entering Unmasked Estep Score: -2500962.000000 Penalty: 980.324036 Iteration 22Q: 3 clusters Score -2500962 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 42602 members Entering Unmasked Estep Score: -2501123.250000 Penalty: 980.324036 Iteration 23Q: 3 clusters Score -2501123 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 43031 members Entering Unmasked Estep Score: -2501258.000000 Penalty: 980.324036 Iteration 24Q: 3 clusters Score -2501258 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 43449 members Entering Unmasked Estep Score: -2501402.750000 Penalty: 980.324036 Iteration 25Q: 3 clusters Score -2501403 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 43845 members Entering Unmasked Estep Score: -2501545.500000 Penalty: 980.324036 Iteration 26Q: 3 clusters Score -2501546 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 44207 members Entering Unmasked Estep Score: -2501675.750000 Penalty: 980.324036 Iteration 27Q: 3 clusters Score -2501676 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 44524 members Entering Unmasked Estep Score: -2501780.750000 Penalty: 980.324036 Iteration 28Q: 3 clusters Score -2501781 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 44815 members Entering Unmasked Estep Score: -2501867.500000 Penalty: 980.324036 Iteration 29Q: 3 clusters Score -2501868 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 45098 members Entering Unmasked Estep Score: -2501963.250000 Penalty: 980.324036 Iteration 30Q: 3 clusters Score -2501963 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 45397 members Entering Unmasked Estep Score: -2502095.750000 Penalty: 980.324036 Iteration 31Q: 3 clusters Score -2502096 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 45668 members Entering Unmasked Estep Score: -2502207.000000 Penalty: 980.324036 Iteration 32Q: 3 clusters Score -2502207 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 45881 members Entering Unmasked Estep Score: -2502282.000000 Penalty: 980.324036 Iteration 33Q: 3 clusters Score -2502282 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 46083 members Entering Unmasked Estep Score: -2502372.500000 Penalty: 980.324036 Iteration 34Q: 3 clusters Score -2502372 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 46283 members Entering Unmasked Estep Score: -2502460.750000 Penalty: 980.324036 Iteration 35Q: 3 clusters Score -2502461 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 46458 members Entering Unmasked Estep Score: -2502541.250000 Penalty: 980.324036 Iteration 36Q: 3 clusters Score -2502541 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 46614 members Entering Unmasked Estep Score: -2502623.000000 Penalty: 980.324036 Iteration 37Q: 3 clusters Score -2502623 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 46744 members Entering Unmasked Estep Score: -2502695.500000 Penalty: 980.324036 Iteration 38Q: 3 clusters Score -2502696 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 46837 members Entering Unmasked Estep Score: -2502739.250000 Penalty: 980.324036 Iteration 39Q: 3 clusters Score -2502739 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 46916 members Entering Unmasked Estep Score: -2502787.250000 Penalty: 980.324036 Iteration 40F: 3 clusters Score -2502787 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 46981 members Entering Unmasked Estep Score: -2502821.250000 Penalty: 980.324036 Iteration 41Q: 3 clusters Score -2502821 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 47021 members Entering Unmasked Estep Score: -2502836.250000 Penalty: 980.324036 Iteration 42Q: 3 clusters Score -2502836 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 47066 members Entering Unmasked Estep Score: -2502860.750000 Penalty: 980.324036 Iteration 43Q: 3 clusters Score -2502861 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 47099 members Entering Unmasked Estep Score: -2502874.250000 Penalty: 980.324036 Iteration 44Q: 3 clusters Score -2502874 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 47127 members Entering Unmasked Estep Score: -2502886.750000 Penalty: 980.324036 Iteration 45Q: 3 clusters Score -2502887 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 47149 members Entering Unmasked Estep Score: -2502888.250000 Penalty: 980.324036 Iteration 46Q: 3 clusters Score -2502888 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 47166 members Entering Unmasked Estep Score: -2502896.000000 Penalty: 980.324036 Iteration 47Q: 3 clusters Score -2502896 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 47178 members Entering Unmasked Estep Score: -2502900.500000 Penalty: 980.324036 Iteration 48Q: 3 clusters Score -2502900 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 47190 members Entering Unmasked Estep Score: -2502900.500000 Penalty: 980.324036 Iteration 49Q: 3 clusters Score -2502900 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 47196 members Entering Unmasked Estep Score: -2502903.500000 Penalty: 980.324036 Iteration 50Q: 3 clusters Score -2502904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 47201 members Entering Unmasked Estep Score: -2502901.750000 Penalty: 980.324036 Iteration 51Q: 3 clusters Score -2502902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 47203 members Entering Unmasked Estep Score: -2502903.250000 Penalty: 980.324036 Iteration 52Q: 3 clusters Score -2502903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 47203 members Entering Unmasked Estep Score: -2502906.750000 Penalty: 980.324036 Iteration 53Q: 3 clusters Score -2502907 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 47205 members Entering Unmasked Estep Score: -2502906.000000 Penalty: 980.324036 Iteration 54Q: 3 clusters Score -2502906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 47207 members Entering Unmasked Estep Score: -2502905.750000 Penalty: 980.324036 Iteration 55Q: 3 clusters Score -2502906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 47211 members Entering Unmasked Estep Score: -2502908.000000 Penalty: 980.324036 Iteration 56Q: 3 clusters Score -2502908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 47214 members Entering Unmasked Estep Score: -2502903.750000 Penalty: 980.324036 Iteration 57Q: 3 clusters Score -2502904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 47217 members Entering Unmasked Estep Score: -2502906.000000 Penalty: 980.324036 Iteration 58Q: 3 clusters Score -2502906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 47223 members Entering Unmasked Estep Score: -2502905.500000 Penalty: 980.324036 Iteration 59Q: 3 clusters Score -2502906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 47229 members Entering Unmasked Estep Score: -2502903.000000 Penalty: 980.324036 Iteration 60F: 3 clusters Score -2502903 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 47232 members Entering Unmasked Estep Score: -2502905.500000 Penalty: 980.324036 Iteration 61Q: 3 clusters Score -2502906 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 47237 members Entering Unmasked Estep Score: -2502904.750000 Penalty: 980.324036 Iteration 62Q: 3 clusters Score -2502905 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 47244 members Entering Unmasked Estep Score: -2502902.500000 Penalty: 980.324036 Iteration 63Q: 3 clusters Score -2502902 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 47248 members Entering Unmasked Estep Score: -2502901.750000 Penalty: 980.324036 Iteration 64Q: 3 clusters Score -2502902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 47253 members Entering Unmasked Estep Score: -2502902.750000 Penalty: 980.324036 Iteration 65Q: 3 clusters Score -2502903 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 47261 members Entering Unmasked Estep Score: -2502906.250000 Penalty: 980.324036 Iteration 66Q: 3 clusters Score -2502906 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 47269 members Entering Unmasked Estep Score: -2502911.750000 Penalty: 980.324036 Iteration 67Q: 3 clusters Score -2502912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 47274 members Entering Unmasked Estep Score: -2502911.000000 Penalty: 980.324036 Iteration 68Q: 3 clusters Score -2502911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 47275 members Entering Unmasked Estep Score: -2502910.000000 Penalty: 980.324036 Iteration 69Q: 3 clusters Score -2502910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 47278 members Entering Unmasked Estep Score: -2502912.500000 Penalty: 980.324036 Iteration 70Q: 3 clusters Score -2502912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 47281 members Entering Unmasked Estep Score: -2502913.250000 Penalty: 980.324036 Iteration 71Q: 3 clusters Score -2502913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 47283 members Entering Unmasked Estep Score: -2502913.250000 Penalty: 980.324036 Iteration 72Q: 3 clusters Score -2502913 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 47286 members Entering Unmasked Estep Score: -2502913.750000 Penalty: 980.324036 Iteration 73Q: 3 clusters Score -2502914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 47293 members Entering Unmasked Estep Score: -2502913.250000 Penalty: 980.324036 Iteration 74Q: 3 clusters Score -2502913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 47297 members Entering Unmasked Estep Score: -2502914.500000 Penalty: 980.324036 Iteration 75Q: 3 clusters Score -2502914 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 47303 members Entering Unmasked Estep Score: -2502916.750000 Penalty: 980.324036 Iteration 76Q: 3 clusters Score -2502917 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 47307 members Entering Unmasked Estep Score: -2502919.250000 Penalty: 980.324036 Iteration 77Q: 3 clusters Score -2502919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 47309 members Entering Unmasked Estep Score: -2502915.500000 Penalty: 980.324036 Iteration 78Q: 3 clusters Score -2502916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 47314 members Entering Unmasked Estep Score: -2502918.500000 Penalty: 980.324036 Iteration 79Q: 3 clusters Score -2502918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 47318 members Entering Unmasked Estep Score: -2502922.750000 Penalty: 980.324036 Iteration 80F: 3 clusters Score -2502923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 47322 members Entering Unmasked Estep Score: -2502927.000000 Penalty: 980.324036 Iteration 81Q: 3 clusters Score -2502927 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 47326 members Entering Unmasked Estep Score: -2502925.750000 Penalty: 980.324036 Iteration 82Q: 3 clusters Score -2502926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 47327 members Entering Unmasked Estep Score: -2502927.000000 Penalty: 980.324036 Iteration 83Q: 3 clusters Score -2502927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 47327 members Entering Unmasked Estep Score: -2502927.000000 Penalty: 980.324036 Iteration 84F: 3 clusters Score -2502927 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Entering Unmasked Estep Score: -131311.390625 Penalty: 355.848267 Iteration 0F: 2 clusters Score -131311.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -129516.359375 Penalty: 711.696533 Iteration 0F: 3 clusters Score -129516.4 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -130122.515625 Penalty: 711.696533 Iteration 1F: 3 clusters Score -130122.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -130200.320312 Penalty: 711.696533 Iteration 2F: 3 clusters Score -130200.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -130258.460938 Penalty: 711.696533 Iteration 3F: 3 clusters Score -130258.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -130314.273438 Penalty: 711.696533 Iteration 4F: 3 clusters Score -130314.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -130363.898438 Penalty: 711.696533 Iteration 5Q: 3 clusters Score -130363.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -130412.031250 Penalty: 711.696533 Iteration 6Q: 3 clusters Score -130412 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -130473.335938 Penalty: 711.696533 Iteration 7Q: 3 clusters Score -130473.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -130546.390625 Penalty: 711.696533 Iteration 8Q: 3 clusters Score -130546.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -130622.875000 Penalty: 711.696533 Iteration 9Q: 3 clusters Score -130622.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -130691.414062 Penalty: 711.696533 Iteration 10Q: 3 clusters Score -130691.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -130750.828125 Penalty: 711.696533 Iteration 11Q: 3 clusters Score -130750.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -130785.789062 Penalty: 711.696533 Iteration 12Q: 3 clusters Score -130785.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -130803.945312 Penalty: 711.696533 Iteration 13Q: 3 clusters Score -130803.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -130813.031250 Penalty: 711.696533 Iteration 14Q: 3 clusters Score -130813 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -130819.039062 Penalty: 711.696533 Iteration 15Q: 3 clusters Score -130819 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -130825.976562 Penalty: 711.696533 Iteration 16Q: 3 clusters Score -130826 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -130836.414062 Penalty: 711.696533 Iteration 17Q: 3 clusters Score -130836.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -130848.507812 Penalty: 711.696533 Iteration 18Q: 3 clusters Score -130848.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -130859.429688 Penalty: 711.696533 Iteration 19Q: 3 clusters Score -130859.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -130869.953125 Penalty: 711.696533 Iteration 20F: 3 clusters Score -130870 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -130877.695312 Penalty: 711.696533 Iteration 21Q: 3 clusters Score -130877.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -130883.500000 Penalty: 711.696533 Iteration 22Q: 3 clusters Score -130883.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -130889.718750 Penalty: 711.696533 Iteration 23Q: 3 clusters Score -130889.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -130896.359375 Penalty: 711.696533 Iteration 24Q: 3 clusters Score -130896.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -130903.859375 Penalty: 711.696533 Iteration 25Q: 3 clusters Score -130903.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -130914.203125 Penalty: 711.696533 Iteration 26Q: 3 clusters Score -130914.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -130931.507812 Penalty: 711.696533 Iteration 27Q: 3 clusters Score -130931.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -130951.312500 Penalty: 711.696533 Iteration 28Q: 3 clusters Score -130951.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -130978.921875 Penalty: 711.696533 Iteration 29Q: 3 clusters Score -130978.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -131003.781250 Penalty: 711.696533 Iteration 30Q: 3 clusters Score -131003.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -131016.929688 Penalty: 711.696533 Iteration 31Q: 3 clusters Score -131016.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -131027.382812 Penalty: 711.696533 Iteration 32Q: 3 clusters Score -131027.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -131039.328125 Penalty: 711.696533 Iteration 33Q: 3 clusters Score -131039.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -131054.421875 Penalty: 711.696533 Iteration 34Q: 3 clusters Score -131054.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -131066.195312 Penalty: 711.696533 Iteration 35Q: 3 clusters Score -131066.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -131074.625000 Penalty: 711.696533 Iteration 36Q: 3 clusters Score -131074.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -131079.156250 Penalty: 711.696533 Iteration 37Q: 3 clusters Score -131079.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -131085.375000 Penalty: 711.696533 Iteration 38Q: 3 clusters Score -131085.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -131088.312500 Penalty: 711.696533 Iteration 39Q: 3 clusters Score -131088.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -131089.765625 Penalty: 711.696533 Iteration 40F: 3 clusters Score -131089.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -131089.703125 Penalty: 711.696533 Iteration 41Q: 3 clusters Score -131089.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -131089.703125 Penalty: 711.696533 Iteration 42F: 3 clusters Score -131089.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Entering Unmasked Estep Score: -109869.132812 Penalty: 351.220428 Iteration 0F: 2 clusters Score -109869.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -108234.335938 Penalty: 702.440857 Iteration 0F: 3 clusters Score -108234.3 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -108789.140625 Penalty: 702.440857 Iteration 1F: 3 clusters Score -108789.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -108866.468750 Penalty: 702.440857 Iteration 2F: 3 clusters Score -108866.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -108949.429688 Penalty: 702.440857 Iteration 3F: 3 clusters Score -108949.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -109052.234375 Penalty: 702.440857 Iteration 4F: 3 clusters Score -109052.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -109143.757812 Penalty: 702.440857 Iteration 5F: 3 clusters Score -109143.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -109225.937500 Penalty: 702.440857 Iteration 6Q: 3 clusters Score -109225.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -109322.468750 Penalty: 702.440857 Iteration 7Q: 3 clusters Score -109322.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -109401.687500 Penalty: 702.440857 Iteration 8Q: 3 clusters Score -109401.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -109458.187500 Penalty: 702.440857 Iteration 9Q: 3 clusters Score -109458.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -109498.648438 Penalty: 702.440857 Iteration 10Q: 3 clusters Score -109498.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -109520.851562 Penalty: 702.440857 Iteration 11Q: 3 clusters Score -109520.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -109546.617188 Penalty: 702.440857 Iteration 12Q: 3 clusters Score -109546.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -109556.671875 Penalty: 702.440857 Iteration 13Q: 3 clusters Score -109556.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -109572.296875 Penalty: 702.440857 Iteration 14Q: 3 clusters Score -109572.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -109585.578125 Penalty: 702.440857 Iteration 15Q: 3 clusters Score -109585.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -109592.609375 Penalty: 702.440857 Iteration 16Q: 3 clusters Score -109592.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -109599.468750 Penalty: 702.440857 Iteration 17Q: 3 clusters Score -109599.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -109605.484375 Penalty: 702.440857 Iteration 18Q: 3 clusters Score -109605.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -109610.320312 Penalty: 702.440857 Iteration 19Q: 3 clusters Score -109610.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -109615.554688 Penalty: 702.440857 Iteration 20F: 3 clusters Score -109615.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -109619.773438 Penalty: 702.440857 Iteration 21Q: 3 clusters Score -109619.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -109621.484375 Penalty: 702.440857 Iteration 22Q: 3 clusters Score -109621.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -109624.742188 Penalty: 702.440857 Iteration 23Q: 3 clusters Score -109624.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -109626.187500 Penalty: 702.440857 Iteration 24Q: 3 clusters Score -109626.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -109626.187500 Penalty: 702.440857 Iteration 25F: 3 clusters Score -109626.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -19514.470703 Penalty: 278.473541 Iteration 0F: 2 clusters Score -19514.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -19072.191406 Penalty: 556.947083 Iteration 0F: 3 clusters Score -19072.19 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -19309.828125 Penalty: 556.947083 Iteration 1F: 3 clusters Score -19309.83 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -19423.134766 Penalty: 556.947083 Iteration 2F: 3 clusters Score -19423.13 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -19464.568359 Penalty: 556.947083 Iteration 3F: 3 clusters Score -19464.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -19490.740234 Penalty: 556.947083 Iteration 4Q: 3 clusters Score -19490.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -19499.099609 Penalty: 556.947083 Iteration 5Q: 3 clusters Score -19499.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -19504.074219 Penalty: 556.947083 Iteration 6Q: 3 clusters Score -19504.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -19505.833984 Penalty: 556.947083 Iteration 7Q: 3 clusters Score -19505.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -19511.412109 Penalty: 556.947083 Iteration 8Q: 3 clusters Score -19511.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -19529.751953 Penalty: 556.947083 Iteration 9Q: 3 clusters Score -19529.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -19535.601562 Penalty: 556.947083 Iteration 10Q: 3 clusters Score -19535.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -19536.890625 Penalty: 556.947083 Iteration 11Q: 3 clusters Score -19536.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -19538.048828 Penalty: 556.947083 Iteration 12Q: 3 clusters Score -19538.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -19539.298828 Penalty: 556.947083 Iteration 13Q: 3 clusters Score -19539.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -19540.640625 Penalty: 556.947083 Iteration 14Q: 3 clusters Score -19540.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -19540.640625 Penalty: 556.947083 Iteration 15F: 3 clusters Score -19540.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21502 members Mstep: Class 4 contains 47705 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2251 members Mstep: Class 7 contains 363 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 16777 members Mstep: Class 10 contains 3033 members Mstep: Class 11 contains 28807 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3933 members Mstep: Class 16 contains 202120 members Mstep: Class 17 contains 8163 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151151 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 92 members Entering Unmasked Estep Score: -24241174.000000 Penalty: 14939.587891 Splitting cluster 7 changes total score from -24241430.000000 to -24241174.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (2752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Entering Unmasked Estep Score: -147154.468750 Penalty: 360.363770 Iteration 0F: 2 clusters Score -147154.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -145197.328125 Penalty: 720.727539 Iteration 0F: 3 clusters Score -145197.3 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -145879.046875 Penalty: 720.727539 Iteration 1F: 3 clusters Score -145879 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -145997.500000 Penalty: 720.727539 Iteration 2F: 3 clusters Score -145997.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -146110.890625 Penalty: 720.727539 Iteration 3F: 3 clusters Score -146110.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -146207.562500 Penalty: 720.727539 Iteration 4F: 3 clusters Score -146207.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -146297.500000 Penalty: 720.727539 Iteration 5Q: 3 clusters Score -146297.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -146374.453125 Penalty: 720.727539 Iteration 6Q: 3 clusters Score -146374.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -146440.562500 Penalty: 720.727539 Iteration 7Q: 3 clusters Score -146440.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -146486.109375 Penalty: 720.727539 Iteration 8Q: 3 clusters Score -146486.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -146514.375000 Penalty: 720.727539 Iteration 9Q: 3 clusters Score -146514.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -146533.703125 Penalty: 720.727539 Iteration 10Q: 3 clusters Score -146533.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -146557.859375 Penalty: 720.727539 Iteration 11Q: 3 clusters Score -146557.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -146581.437500 Penalty: 720.727539 Iteration 12Q: 3 clusters Score -146581.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -146593.937500 Penalty: 720.727539 Iteration 13Q: 3 clusters Score -146593.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -146603.531250 Penalty: 720.727539 Iteration 14Q: 3 clusters Score -146603.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -146611.656250 Penalty: 720.727539 Iteration 15Q: 3 clusters Score -146611.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -146617.687500 Penalty: 720.727539 Iteration 16Q: 3 clusters Score -146617.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -146623.515625 Penalty: 720.727539 Iteration 17Q: 3 clusters Score -146623.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -146630.812500 Penalty: 720.727539 Iteration 18Q: 3 clusters Score -146630.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -146642.625000 Penalty: 720.727539 Iteration 19Q: 3 clusters Score -146642.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -146654.437500 Penalty: 720.727539 Iteration 20F: 3 clusters Score -146654.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -146664.171875 Penalty: 720.727539 Iteration 21Q: 3 clusters Score -146664.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -146669.828125 Penalty: 720.727539 Iteration 22Q: 3 clusters Score -146669.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -146674.234375 Penalty: 720.727539 Iteration 23Q: 3 clusters Score -146674.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -146678.875000 Penalty: 720.727539 Iteration 24Q: 3 clusters Score -146678.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -146682.500000 Penalty: 720.727539 Iteration 25Q: 3 clusters Score -146682.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -146684.109375 Penalty: 720.727539 Iteration 26Q: 3 clusters Score -146684.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -146685.765625 Penalty: 720.727539 Iteration 27Q: 3 clusters Score -146685.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -146686.125000 Penalty: 720.727539 Iteration 28Q: 3 clusters Score -146686.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -146686.671875 Penalty: 720.727539 Iteration 29Q: 3 clusters Score -146686.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -146687.250000 Penalty: 720.727539 Iteration 30Q: 3 clusters Score -146687.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -146688.000000 Penalty: 720.727539 Iteration 31Q: 3 clusters Score -146688 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -146689.515625 Penalty: 720.727539 Iteration 32Q: 3 clusters Score -146689.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -146692.062500 Penalty: 720.727539 Iteration 33Q: 3 clusters Score -146692.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -146695.453125 Penalty: 720.727539 Iteration 34Q: 3 clusters Score -146695.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -146697.921875 Penalty: 720.727539 Iteration 35Q: 3 clusters Score -146697.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -146699.531250 Penalty: 720.727539 Iteration 36Q: 3 clusters Score -146699.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -146700.921875 Penalty: 720.727539 Iteration 37Q: 3 clusters Score -146700.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -146701.937500 Penalty: 720.727539 Iteration 38Q: 3 clusters Score -146701.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -146702.078125 Penalty: 720.727539 Iteration 39Q: 3 clusters Score -146702.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -146702.406250 Penalty: 720.727539 Iteration 40F: 3 clusters Score -146702.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -146702.359375 Penalty: 720.727539 Iteration 41Q: 3 clusters Score -146702.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -146702.828125 Penalty: 720.727539 Iteration 42Q: 3 clusters Score -146702.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -146702.859375 Penalty: 720.727539 Iteration 43Q: 3 clusters Score -146702.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -146703.109375 Penalty: 720.727539 Iteration 44Q: 3 clusters Score -146703.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -146703.406250 Penalty: 720.727539 Iteration 45Q: 3 clusters Score -146703.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -146703.453125 Penalty: 720.727539 Iteration 46Q: 3 clusters Score -146703.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -146703.812500 Penalty: 720.727539 Iteration 47Q: 3 clusters Score -146703.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -146703.843750 Penalty: 720.727539 Iteration 48Q: 3 clusters Score -146703.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -146703.843750 Penalty: 720.727539 Iteration 49F: 3 clusters Score -146703.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (16777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16777 members Entering Unmasked Estep Score: -865181.500000 Penalty: 442.613281 Iteration 0F: 2 clusters Score -865181.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -854018.750000 Penalty: 885.226562 Iteration 0F: 3 clusters Score -854018.8 nChanged 7934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -858430.875000 Penalty: 885.226562 Iteration 1F: 3 clusters Score -858430.9 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 8760 members Entering Unmasked Estep Score: -858572.187500 Penalty: 885.226562 Iteration 2Q: 3 clusters Score -858572.2 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -858693.937500 Penalty: 885.226562 Iteration 3Q: 3 clusters Score -858693.9 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -858839.062500 Penalty: 885.226562 Iteration 4Q: 3 clusters Score -858839.1 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -859051.750000 Penalty: 885.226562 Iteration 5Q: 3 clusters Score -859051.8 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 10225 members Entering Unmasked Estep Score: -859406.625000 Penalty: 885.226562 Iteration 6Q: 3 clusters Score -859406.6 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 11013 members Entering Unmasked Estep Score: -859967.625000 Penalty: 885.226562 Iteration 7F: 3 clusters Score -859967.6 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -860766.437500 Penalty: 885.226562 Iteration 8F: 3 clusters Score -860766.4 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 12850 members Entering Unmasked Estep Score: -861682.312500 Penalty: 885.226562 Iteration 9F: 3 clusters Score -861682.3 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 13619 members Entering Unmasked Estep Score: -862519.000000 Penalty: 885.226562 Iteration 10F: 3 clusters Score -862519 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 14172 members Entering Unmasked Estep Score: -863039.125000 Penalty: 885.226562 Iteration 11Q: 3 clusters Score -863039.1 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 14605 members Entering Unmasked Estep Score: -863350.125000 Penalty: 885.226562 Iteration 12Q: 3 clusters Score -863350.1 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -863608.187500 Penalty: 885.226562 Iteration 13Q: 3 clusters Score -863608.2 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 15349 members Entering Unmasked Estep Score: -863837.437500 Penalty: 885.226562 Iteration 14Q: 3 clusters Score -863837.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 15669 members Entering Unmasked Estep Score: -864066.687500 Penalty: 885.226562 Iteration 15Q: 3 clusters Score -864066.7 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -864280.562500 Penalty: 885.226562 Iteration 16Q: 3 clusters Score -864280.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 16158 members Entering Unmasked Estep Score: -864449.312500 Penalty: 885.226562 Iteration 17Q: 3 clusters Score -864449.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 16315 members Entering Unmasked Estep Score: -864562.437500 Penalty: 885.226562 Iteration 18Q: 3 clusters Score -864562.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 16413 members Entering Unmasked Estep Score: -864635.437500 Penalty: 885.226562 Iteration 19Q: 3 clusters Score -864635.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 16491 members Entering Unmasked Estep Score: -864687.375000 Penalty: 885.226562 Iteration 20F: 3 clusters Score -864687.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 16548 members Entering Unmasked Estep Score: -864729.125000 Penalty: 885.226562 Iteration 21Q: 3 clusters Score -864729.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 16582 members Entering Unmasked Estep Score: -864755.375000 Penalty: 885.226562 Iteration 22Q: 3 clusters Score -864755.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 16599 members Entering Unmasked Estep Score: -864767.687500 Penalty: 885.226562 Iteration 23Q: 3 clusters Score -864767.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -864782.625000 Penalty: 885.226562 Iteration 24Q: 3 clusters Score -864782.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 16632 members Entering Unmasked Estep Score: -864791.562500 Penalty: 885.226562 Iteration 25Q: 3 clusters Score -864791.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 16642 members Entering Unmasked Estep Score: -864796.812500 Penalty: 885.226562 Iteration 26Q: 3 clusters Score -864796.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 16646 members Entering Unmasked Estep Score: -864799.562500 Penalty: 885.226562 Iteration 27Q: 3 clusters Score -864799.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 16647 members Entering Unmasked Estep Score: -864799.937500 Penalty: 885.226562 Iteration 28Q: 3 clusters Score -864799.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 16648 members Entering Unmasked Estep Score: -864800.687500 Penalty: 885.226562 Iteration 29Q: 3 clusters Score -864800.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 16649 members Entering Unmasked Estep Score: -864800.625000 Penalty: 885.226562 Iteration 30Q: 3 clusters Score -864800.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 16650 members Entering Unmasked Estep Score: -864801.437500 Penalty: 885.226562 Iteration 31Q: 3 clusters Score -864801.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 16651 members Entering Unmasked Estep Score: -864802.312500 Penalty: 885.226562 Iteration 32Q: 3 clusters Score -864802.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 16651 members Entering Unmasked Estep Score: -864802.312500 Penalty: 885.226562 Iteration 33F: 3 clusters Score -864802.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Entering Unmasked Estep Score: -144881.296875 Penalty: 364.787476 Iteration 0F: 2 clusters Score -144881.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -142807.421875 Penalty: 729.574951 Iteration 0F: 3 clusters Score -142807.4 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -143630.390625 Penalty: 729.574951 Iteration 1F: 3 clusters Score -143630.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -143757.765625 Penalty: 729.574951 Iteration 2F: 3 clusters Score -143757.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -143863.703125 Penalty: 729.574951 Iteration 3F: 3 clusters Score -143863.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -143954.562500 Penalty: 729.574951 Iteration 4F: 3 clusters Score -143954.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -144044.765625 Penalty: 729.574951 Iteration 5Q: 3 clusters Score -144044.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -144131.828125 Penalty: 729.574951 Iteration 6Q: 3 clusters Score -144131.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -144189.562500 Penalty: 729.574951 Iteration 7Q: 3 clusters Score -144189.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -144238.765625 Penalty: 729.574951 Iteration 8Q: 3 clusters Score -144238.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -144293.328125 Penalty: 729.574951 Iteration 9Q: 3 clusters Score -144293.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -144342.671875 Penalty: 729.574951 Iteration 10Q: 3 clusters Score -144342.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -144397.156250 Penalty: 729.574951 Iteration 11Q: 3 clusters Score -144397.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -144466.750000 Penalty: 729.574951 Iteration 12Q: 3 clusters Score -144466.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -144519.125000 Penalty: 729.574951 Iteration 13Q: 3 clusters Score -144519.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -144554.531250 Penalty: 729.574951 Iteration 14Q: 3 clusters Score -144554.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -144578.484375 Penalty: 729.574951 Iteration 15Q: 3 clusters Score -144578.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -144592.734375 Penalty: 729.574951 Iteration 16Q: 3 clusters Score -144592.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -144603.937500 Penalty: 729.574951 Iteration 17Q: 3 clusters Score -144603.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -144615.343750 Penalty: 729.574951 Iteration 18Q: 3 clusters Score -144615.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -144619.234375 Penalty: 729.574951 Iteration 19Q: 3 clusters Score -144619.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -144621.218750 Penalty: 729.574951 Iteration 20F: 3 clusters Score -144621.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -144623.015625 Penalty: 729.574951 Iteration 21Q: 3 clusters Score -144623 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -144625.484375 Penalty: 729.574951 Iteration 22Q: 3 clusters Score -144625.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -144628.125000 Penalty: 729.574951 Iteration 23Q: 3 clusters Score -144628.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -144629.578125 Penalty: 729.574951 Iteration 24Q: 3 clusters Score -144629.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -144632.171875 Penalty: 729.574951 Iteration 25Q: 3 clusters Score -144632.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -144634.125000 Penalty: 729.574951 Iteration 26Q: 3 clusters Score -144634.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -144638.375000 Penalty: 729.574951 Iteration 27Q: 3 clusters Score -144638.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -144641.343750 Penalty: 729.574951 Iteration 28Q: 3 clusters Score -144641.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -144642.796875 Penalty: 729.574951 Iteration 29Q: 3 clusters Score -144642.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -144644.453125 Penalty: 729.574951 Iteration 30Q: 3 clusters Score -144644.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -144646.390625 Penalty: 729.574951 Iteration 31Q: 3 clusters Score -144646.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -144648.968750 Penalty: 729.574951 Iteration 32Q: 3 clusters Score -144649 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -144650.796875 Penalty: 729.574951 Iteration 33Q: 3 clusters Score -144650.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -144651.281250 Penalty: 729.574951 Iteration 34Q: 3 clusters Score -144651.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -144651.875000 Penalty: 729.574951 Iteration 35Q: 3 clusters Score -144651.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -144652.031250 Penalty: 729.574951 Iteration 36Q: 3 clusters Score -144652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -144652.343750 Penalty: 729.574951 Iteration 37Q: 3 clusters Score -144652.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -144653.140625 Penalty: 729.574951 Iteration 38Q: 3 clusters Score -144653.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -144653.671875 Penalty: 729.574951 Iteration 39Q: 3 clusters Score -144653.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -144654.375000 Penalty: 729.574951 Iteration 40F: 3 clusters Score -144654.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -144654.875000 Penalty: 729.574951 Iteration 41Q: 3 clusters Score -144654.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -144655.171875 Penalty: 729.574951 Iteration 42Q: 3 clusters Score -144655.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -144655.343750 Penalty: 729.574951 Iteration 43Q: 3 clusters Score -144655.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -144655.875000 Penalty: 729.574951 Iteration 44Q: 3 clusters Score -144655.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -144656.140625 Penalty: 729.574951 Iteration 45Q: 3 clusters Score -144656.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -144656.687500 Penalty: 729.574951 Iteration 46Q: 3 clusters Score -144656.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -144656.781250 Penalty: 729.574951 Iteration 47Q: 3 clusters Score -144656.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -144656.781250 Penalty: 729.574951 Iteration 48F: 3 clusters Score -144656.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (28807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28807 members Entering Unmasked Estep Score: -1351213.000000 Penalty: 467.210999 Iteration 0F: 2 clusters Score -1351213 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14295 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -1332000.250000 Penalty: 934.421997 Iteration 0F: 3 clusters Score -1332000 nChanged 13798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11881 members Mstep: Class 2 contains 16926 members Entering Unmasked Estep Score: -1340726.625000 Penalty: 934.421997 Iteration 1F: 3 clusters Score -1340727 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 18222 members Entering Unmasked Estep Score: -1341748.250000 Penalty: 934.421997 Iteration 2F: 3 clusters Score -1341748 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 19686 members Entering Unmasked Estep Score: -1343093.625000 Penalty: 934.421997 Iteration 3F: 3 clusters Score -1343094 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 21227 members Entering Unmasked Estep Score: -1344728.500000 Penalty: 934.421997 Iteration 4F: 3 clusters Score -1344728 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 22559 members Entering Unmasked Estep Score: -1346170.750000 Penalty: 934.421997 Iteration 5F: 3 clusters Score -1346171 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -1347131.125000 Penalty: 934.421997 Iteration 6Q: 3 clusters Score -1347131 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 24320 members Entering Unmasked Estep Score: -1347675.375000 Penalty: 934.421997 Iteration 7Q: 3 clusters Score -1347675 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 25002 members Entering Unmasked Estep Score: -1348095.250000 Penalty: 934.421997 Iteration 8Q: 3 clusters Score -1348095 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 25648 members Entering Unmasked Estep Score: -1348480.750000 Penalty: 934.421997 Iteration 9Q: 3 clusters Score -1348481 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 26299 members Entering Unmasked Estep Score: -1348903.250000 Penalty: 934.421997 Iteration 10Q: 3 clusters Score -1348903 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 26862 members Entering Unmasked Estep Score: -1349288.250000 Penalty: 934.421997 Iteration 11Q: 3 clusters Score -1349288 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 27375 members Entering Unmasked Estep Score: -1349658.875000 Penalty: 934.421997 Iteration 12Q: 3 clusters Score -1349659 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 27783 members Entering Unmasked Estep Score: -1349973.625000 Penalty: 934.421997 Iteration 13Q: 3 clusters Score -1349974 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 28124 members Entering Unmasked Estep Score: -1350242.625000 Penalty: 934.421997 Iteration 14Q: 3 clusters Score -1350243 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 28374 members Entering Unmasked Estep Score: -1350450.625000 Penalty: 934.421997 Iteration 15Q: 3 clusters Score -1350451 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 28550 members Entering Unmasked Estep Score: -1350591.000000 Penalty: 934.421997 Iteration 16Q: 3 clusters Score -1350591 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 28652 members Entering Unmasked Estep Score: -1350680.500000 Penalty: 934.421997 Iteration 17Q: 3 clusters Score -1350680 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 28707 members Entering Unmasked Estep Score: -1350727.125000 Penalty: 934.421997 Iteration 18Q: 3 clusters Score -1350727 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 28732 members Entering Unmasked Estep Score: -1350756.125000 Penalty: 934.421997 Iteration 19Q: 3 clusters Score -1350756 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 28745 members Entering Unmasked Estep Score: -1350772.125000 Penalty: 934.421997 Iteration 20F: 3 clusters Score -1350772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 28750 members Entering Unmasked Estep Score: -1350777.500000 Penalty: 934.421997 Iteration 21Q: 3 clusters Score -1350778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 28756 members Entering Unmasked Estep Score: -1350782.375000 Penalty: 934.421997 Iteration 22Q: 3 clusters Score -1350782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 28757 members Entering Unmasked Estep Score: -1350783.625000 Penalty: 934.421997 Iteration 23Q: 3 clusters Score -1350784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 28759 members Entering Unmasked Estep Score: -1350786.375000 Penalty: 934.421997 Iteration 24Q: 3 clusters Score -1350786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 28761 members Entering Unmasked Estep Score: -1350788.500000 Penalty: 934.421997 Iteration 25Q: 3 clusters Score -1350788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 28763 members Entering Unmasked Estep Score: -1350789.875000 Penalty: 934.421997 Iteration 26Q: 3 clusters Score -1350790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 28765 members Entering Unmasked Estep Score: -1350797.875000 Penalty: 934.421997 Iteration 27Q: 3 clusters Score -1350798 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 28765 members Entering Unmasked Estep Score: -1350802.000000 Penalty: 934.421997 Iteration 28Q: 3 clusters Score -1350802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 28766 members Entering Unmasked Estep Score: -1350802.875000 Penalty: 934.421997 Iteration 29Q: 3 clusters Score -1350803 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 28767 members Entering Unmasked Estep Score: -1350806.250000 Penalty: 934.421997 Iteration 30Q: 3 clusters Score -1350806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 28767 members Entering Unmasked Estep Score: -1350809.500000 Penalty: 934.421997 Iteration 31Q: 3 clusters Score -1350810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 28768 members Entering Unmasked Estep Score: -1350809.875000 Penalty: 934.421997 Iteration 32Q: 3 clusters Score -1350810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 28768 members Entering Unmasked Estep Score: -1350809.875000 Penalty: 934.421997 Iteration 33F: 3 clusters Score -1350810 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -19363.271484 Penalty: 275.583679 Iteration 0F: 2 clusters Score -19363.27 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 210 members Entering Unmasked Estep Score: -18969.123047 Penalty: 551.167358 Iteration 0F: 3 clusters Score -18969.12 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -19156.148438 Penalty: 551.167358 Iteration 1F: 3 clusters Score -19156.15 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -19209.923828 Penalty: 551.167358 Iteration 2F: 3 clusters Score -19209.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -19229.751953 Penalty: 551.167358 Iteration 3Q: 3 clusters Score -19229.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -19254.369141 Penalty: 551.167358 Iteration 4Q: 3 clusters Score -19254.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -19270.750000 Penalty: 551.167358 Iteration 5Q: 3 clusters Score -19270.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -19297.791016 Penalty: 551.167358 Iteration 6Q: 3 clusters Score -19297.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -19307.535156 Penalty: 551.167358 Iteration 7Q: 3 clusters Score -19307.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -19313.074219 Penalty: 551.167358 Iteration 8Q: 3 clusters Score -19313.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -19315.605469 Penalty: 551.167358 Iteration 9Q: 3 clusters Score -19315.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -19318.435547 Penalty: 551.167358 Iteration 10Q: 3 clusters Score -19318.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -19320.525391 Penalty: 551.167358 Iteration 11Q: 3 clusters Score -19320.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -19322.222656 Penalty: 551.167358 Iteration 12Q: 3 clusters Score -19322.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -19326.189453 Penalty: 551.167358 Iteration 13Q: 3 clusters Score -19326.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -19329.927734 Penalty: 551.167358 Iteration 14Q: 3 clusters Score -19329.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -19335.644531 Penalty: 551.167358 Iteration 15Q: 3 clusters Score -19335.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -19345.462891 Penalty: 551.167358 Iteration 16Q: 3 clusters Score -19345.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -19347.208984 Penalty: 551.167358 Iteration 17Q: 3 clusters Score -19347.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -19350.480469 Penalty: 551.167358 Iteration 18Q: 3 clusters Score -19350.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -19354.683594 Penalty: 551.167358 Iteration 19Q: 3 clusters Score -19354.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -19354.683594 Penalty: 551.167358 Iteration 20F: 3 clusters Score -19354.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1887 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Entering Unmasked Estep Score: -97425.859375 Penalty: 343.194824 Iteration 0F: 2 clusters Score -97425.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -96030.781250 Penalty: 686.389648 Iteration 0F: 3 clusters Score -96030.78 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -96507.359375 Penalty: 686.389648 Iteration 1F: 3 clusters Score -96507.36 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -96577.578125 Penalty: 686.389648 Iteration 2F: 3 clusters Score -96577.58 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -96648.187500 Penalty: 686.389648 Iteration 3F: 3 clusters Score -96648.19 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -96723.890625 Penalty: 686.389648 Iteration 4F: 3 clusters Score -96723.89 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -96791.375000 Penalty: 686.389648 Iteration 5Q: 3 clusters Score -96791.38 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -96847.453125 Penalty: 686.389648 Iteration 6Q: 3 clusters Score -96847.45 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -96888.164062 Penalty: 686.389648 Iteration 7Q: 3 clusters Score -96888.16 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -96935.585938 Penalty: 686.389648 Iteration 8Q: 3 clusters Score -96935.59 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -96995.304688 Penalty: 686.389648 Iteration 9Q: 3 clusters Score -96995.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -97045.820312 Penalty: 686.389648 Iteration 10Q: 3 clusters Score -97045.82 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -97081.671875 Penalty: 686.389648 Iteration 11Q: 3 clusters Score -97081.67 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -97100.804688 Penalty: 686.389648 Iteration 12Q: 3 clusters Score -97100.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -97114.882812 Penalty: 686.389648 Iteration 13Q: 3 clusters Score -97114.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -97120.710938 Penalty: 686.389648 Iteration 14Q: 3 clusters Score -97120.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -97122.820312 Penalty: 686.389648 Iteration 15Q: 3 clusters Score -97122.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -97123.507812 Penalty: 686.389648 Iteration 16Q: 3 clusters Score -97123.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -97124.000000 Penalty: 686.389648 Iteration 17Q: 3 clusters Score -97124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -97124.476562 Penalty: 686.389648 Iteration 18Q: 3 clusters Score -97124.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -97126.023438 Penalty: 686.389648 Iteration 19Q: 3 clusters Score -97126.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -97126.820312 Penalty: 686.389648 Iteration 20F: 3 clusters Score -97126.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -97127.406250 Penalty: 686.389648 Iteration 21Q: 3 clusters Score -97127.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -97127.429688 Penalty: 686.389648 Iteration 22Q: 3 clusters Score -97127.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -97127.429688 Penalty: 686.389648 Iteration 23F: 3 clusters Score -97127.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7753.448242 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7753.448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7487.479004 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7487.479 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7562.918457 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7562.918 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7603.310547 Penalty: 474.559143 Iteration 2F: 3 clusters Score -7603.311 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7615.977539 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7615.978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -7626.703613 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7626.704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7630.576660 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7630.577 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7632.712891 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -7632.713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7637.114258 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -7637.114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -7639.923340 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -7639.923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7647.736816 Penalty: 474.559143 Iteration 9Q: 3 clusters Score -7647.737 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7655.205566 Penalty: 474.559143 Iteration 10Q: 3 clusters Score -7655.206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7665.106445 Penalty: 474.559143 Iteration 11Q: 3 clusters Score -7665.106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7672.752441 Penalty: 474.559143 Iteration 12Q: 3 clusters Score -7672.752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -7686.747070 Penalty: 474.559143 Iteration 13Q: 3 clusters Score -7686.747 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7767.676758 Penalty: 474.559143 Iteration 14Q: 3 clusters Score -7767.677 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7856.708496 Penalty: 474.559143 Iteration 15Q: 3 clusters Score -7856.708 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -7876.248047 Penalty: 474.559143 Iteration 16Q: 3 clusters Score -7876.248 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7885.031738 Penalty: 474.559143 Iteration 17Q: 3 clusters Score -7885.032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7887.723633 Penalty: 474.559143 Iteration 18Q: 3 clusters Score -7887.724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7887.723633 Penalty: 474.559143 Iteration 19F: 3 clusters Score -7887.724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21502 members Mstep: Class 4 contains 47705 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2251 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 16777 members Mstep: Class 10 contains 3033 members Mstep: Class 11 contains 28807 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 119 members Mstep: Class 15 contains 3933 members Mstep: Class 16 contains 202120 members Mstep: Class 17 contains 8163 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151151 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 65 members Entering Unmasked Estep Score: -24241236.000000 Penalty: 14939.587891 Splitting cluster 14 changes total score from -24241430.000000 to -24241236.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (3933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Entering Unmasked Estep Score: -188985.375000 Penalty: 376.610687 Iteration 0F: 2 clusters Score -188985.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -186280.031250 Penalty: 753.221375 Iteration 0F: 3 clusters Score -186280 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -187308.296875 Penalty: 753.221375 Iteration 1F: 3 clusters Score -187308.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -187467.921875 Penalty: 753.221375 Iteration 2F: 3 clusters Score -187467.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -187665.250000 Penalty: 753.221375 Iteration 3F: 3 clusters Score -187665.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -187860.546875 Penalty: 753.221375 Iteration 4F: 3 clusters Score -187860.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -188061.562500 Penalty: 753.221375 Iteration 5F: 3 clusters Score -188061.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -188241.671875 Penalty: 753.221375 Iteration 6Q: 3 clusters Score -188241.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -188348.531250 Penalty: 753.221375 Iteration 7Q: 3 clusters Score -188348.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -188390.703125 Penalty: 753.221375 Iteration 8Q: 3 clusters Score -188390.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -188419.281250 Penalty: 753.221375 Iteration 9Q: 3 clusters Score -188419.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -188454.515625 Penalty: 753.221375 Iteration 10Q: 3 clusters Score -188454.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -188487.406250 Penalty: 753.221375 Iteration 11Q: 3 clusters Score -188487.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -188507.812500 Penalty: 753.221375 Iteration 12Q: 3 clusters Score -188507.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -188522.562500 Penalty: 753.221375 Iteration 13Q: 3 clusters Score -188522.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -188534.515625 Penalty: 753.221375 Iteration 14Q: 3 clusters Score -188534.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -188545.640625 Penalty: 753.221375 Iteration 15Q: 3 clusters Score -188545.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -188555.859375 Penalty: 753.221375 Iteration 16Q: 3 clusters Score -188555.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -188567.281250 Penalty: 753.221375 Iteration 17Q: 3 clusters Score -188567.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -188573.375000 Penalty: 753.221375 Iteration 18Q: 3 clusters Score -188573.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -188576.500000 Penalty: 753.221375 Iteration 19Q: 3 clusters Score -188576.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -188579.250000 Penalty: 753.221375 Iteration 20F: 3 clusters Score -188579.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -188581.468750 Penalty: 753.221375 Iteration 21Q: 3 clusters Score -188581.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -188584.500000 Penalty: 753.221375 Iteration 22Q: 3 clusters Score -188584.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -188587.937500 Penalty: 753.221375 Iteration 23Q: 3 clusters Score -188587.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -188589.437500 Penalty: 753.221375 Iteration 24Q: 3 clusters Score -188589.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -188590.937500 Penalty: 753.221375 Iteration 25Q: 3 clusters Score -188590.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -188592.734375 Penalty: 753.221375 Iteration 26Q: 3 clusters Score -188592.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -188594.765625 Penalty: 753.221375 Iteration 27Q: 3 clusters Score -188594.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -188596.703125 Penalty: 753.221375 Iteration 28Q: 3 clusters Score -188596.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -188598.609375 Penalty: 753.221375 Iteration 29Q: 3 clusters Score -188598.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -188601.453125 Penalty: 753.221375 Iteration 30Q: 3 clusters Score -188601.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -188604.671875 Penalty: 753.221375 Iteration 31Q: 3 clusters Score -188604.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -188607.250000 Penalty: 753.221375 Iteration 32Q: 3 clusters Score -188607.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -188607.531250 Penalty: 753.221375 Iteration 33Q: 3 clusters Score -188607.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -188608.031250 Penalty: 753.221375 Iteration 34Q: 3 clusters Score -188608 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -188608.031250 Penalty: 753.221375 Iteration 35F: 3 clusters Score -188608 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (202120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202120 members Entering Unmasked Estep Score: -9951192.000000 Penalty: 555.856079 Iteration 0F: 2 clusters Score -9951192 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100503 members Mstep: Class 2 contains 101617 members Entering Unmasked Estep Score: -9815866.000000 Penalty: 1111.712158 Iteration 0F: 3 clusters Score -9815866 nChanged 99422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78061 members Mstep: Class 2 contains 124059 members Entering Unmasked Estep Score: -9885534.000000 Penalty: 1111.712158 Iteration 1F: 3 clusters Score -9885534 nChanged 13485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66864 members Mstep: Class 2 contains 135256 members Entering Unmasked Estep Score: -9895080.000000 Penalty: 1111.712158 Iteration 2F: 3 clusters Score -9895080 nChanged 14715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53995 members Mstep: Class 2 contains 148125 members Entering Unmasked Estep Score: -9907831.000000 Penalty: 1111.712158 Iteration 3F: 3 clusters Score -9907831 nChanged 13292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42283 members Mstep: Class 2 contains 159837 members Entering Unmasked Estep Score: -9919820.000000 Penalty: 1111.712158 Iteration 4F: 3 clusters Score -9919820 nChanged 10045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33774 members Mstep: Class 2 contains 168346 members Entering Unmasked Estep Score: -9927627.000000 Penalty: 1111.712158 Iteration 5Q: 3 clusters Score -9927627 nChanged 7123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27581 members Mstep: Class 2 contains 174539 members Entering Unmasked Estep Score: -9932496.000000 Penalty: 1111.712158 Iteration 6Q: 3 clusters Score -9932496 nChanged 5385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22500 members Mstep: Class 2 contains 179620 members Entering Unmasked Estep Score: -9935966.000000 Penalty: 1111.712158 Iteration 7Q: 3 clusters Score -9935966 nChanged 4581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17945 members Mstep: Class 2 contains 184175 members Entering Unmasked Estep Score: -9938930.000000 Penalty: 1111.712158 Iteration 8Q: 3 clusters Score -9938930 nChanged 4021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 188194 members Entering Unmasked Estep Score: -9941646.000000 Penalty: 1111.712158 Iteration 9Q: 3 clusters Score -9941646 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 191726 members Entering Unmasked Estep Score: -9944071.000000 Penalty: 1111.712158 Iteration 10Q: 3 clusters Score -9944071 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 194554 members Entering Unmasked Estep Score: -9945994.000000 Penalty: 1111.712158 Iteration 11Q: 3 clusters Score -9945994 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 196741 members Entering Unmasked Estep Score: -9947446.000000 Penalty: 1111.712158 Iteration 12Q: 3 clusters Score -9947446 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 198428 members Entering Unmasked Estep Score: -9948664.000000 Penalty: 1111.712158 Iteration 13Q: 3 clusters Score -9948664 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 199624 members Entering Unmasked Estep Score: -9949460.000000 Penalty: 1111.712158 Iteration 14Q: 3 clusters Score -9949460 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 200422 members Entering Unmasked Estep Score: -9949930.000000 Penalty: 1111.712158 Iteration 15Q: 3 clusters Score -9949930 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 200908 members Entering Unmasked Estep Score: -9950285.000000 Penalty: 1111.712158 Iteration 16Q: 3 clusters Score -9950285 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 201217 members Entering Unmasked Estep Score: -9950446.000000 Penalty: 1111.712158 Iteration 17Q: 3 clusters Score -9950446 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 201425 members Entering Unmasked Estep Score: -9950541.000000 Penalty: 1111.712158 Iteration 18Q: 3 clusters Score -9950541 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 201559 members Entering Unmasked Estep Score: -9950630.000000 Penalty: 1111.712158 Iteration 19Q: 3 clusters Score -9950630 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 201638 members Entering Unmasked Estep Score: -9950673.000000 Penalty: 1111.712158 Iteration 20F: 3 clusters Score -9950673 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 201701 members Entering Unmasked Estep Score: -9950723.000000 Penalty: 1111.712158 Iteration 21Q: 3 clusters Score -9950723 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 201736 members Entering Unmasked Estep Score: -9950732.000000 Penalty: 1111.712158 Iteration 22Q: 3 clusters Score -9950732 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 201766 members Entering Unmasked Estep Score: -9950763.000000 Penalty: 1111.712158 Iteration 23Q: 3 clusters Score -9950763 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 201782 members Entering Unmasked Estep Score: -9950787.000000 Penalty: 1111.712158 Iteration 24Q: 3 clusters Score -9950787 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 201788 members Entering Unmasked Estep Score: -9950792.000000 Penalty: 1111.712158 Iteration 25Q: 3 clusters Score -9950792 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 201787 members Entering Unmasked Estep Score: -9950806.000000 Penalty: 1111.712158 Iteration 26Q: 3 clusters Score -9950806 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 201785 members Entering Unmasked Estep Score: -9950822.000000 Penalty: 1111.712158 Iteration 27Q: 3 clusters Score -9950822 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 201784 members Entering Unmasked Estep Score: -9950850.000000 Penalty: 1111.712158 Iteration 28Q: 3 clusters Score -9950850 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 201784 members Entering Unmasked Estep Score: -9950870.000000 Penalty: 1111.712158 Iteration 29Q: 3 clusters Score -9950870 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 201780 members Entering Unmasked Estep Score: -9950887.000000 Penalty: 1111.712158 Iteration 30Q: 3 clusters Score -9950887 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 201778 members Entering Unmasked Estep Score: -9950897.000000 Penalty: 1111.712158 Iteration 31Q: 3 clusters Score -9950897 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 201777 members Entering Unmasked Estep Score: -9950899.000000 Penalty: 1111.712158 Iteration 32Q: 3 clusters Score -9950899 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 201770 members Entering Unmasked Estep Score: -9950910.000000 Penalty: 1111.712158 Iteration 33Q: 3 clusters Score -9950910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 201758 members Entering Unmasked Estep Score: -9950915.000000 Penalty: 1111.712158 Iteration 34Q: 3 clusters Score -9950915 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 201744 members Entering Unmasked Estep Score: -9950927.000000 Penalty: 1111.712158 Iteration 35Q: 3 clusters Score -9950927 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 201735 members Entering Unmasked Estep Score: -9950936.000000 Penalty: 1111.712158 Iteration 36Q: 3 clusters Score -9950936 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 201735 members Entering Unmasked Estep Score: -9950934.000000 Penalty: 1111.712158 Iteration 37Q: 3 clusters Score -9950934 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 201728 members Entering Unmasked Estep Score: -9950937.000000 Penalty: 1111.712158 Iteration 38Q: 3 clusters Score -9950937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 201719 members Entering Unmasked Estep Score: -9950950.000000 Penalty: 1111.712158 Iteration 39Q: 3 clusters Score -9950950 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 201711 members Entering Unmasked Estep Score: -9950960.000000 Penalty: 1111.712158 Iteration 40F: 3 clusters Score -9950960 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 201677 members Entering Unmasked Estep Score: -9950977.000000 Penalty: 1111.712158 Iteration 41Q: 3 clusters Score -9950977 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 201658 members Entering Unmasked Estep Score: -9951001.000000 Penalty: 1111.712158 Iteration 42Q: 3 clusters Score -9951001 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 201641 members Entering Unmasked Estep Score: -9951023.000000 Penalty: 1111.712158 Iteration 43Q: 3 clusters Score -9951023 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 201624 members Entering Unmasked Estep Score: -9951047.000000 Penalty: 1111.712158 Iteration 44Q: 3 clusters Score -9951047 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 201614 members Entering Unmasked Estep Score: -9951068.000000 Penalty: 1111.712158 Iteration 45Q: 3 clusters Score -9951068 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 201607 members Entering Unmasked Estep Score: -9951063.000000 Penalty: 1111.712158 Iteration 46Q: 3 clusters Score -9951063 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 201599 members Entering Unmasked Estep Score: -9951070.000000 Penalty: 1111.712158 Iteration 47Q: 3 clusters Score -9951070 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 201589 members Entering Unmasked Estep Score: -9951063.000000 Penalty: 1111.712158 Iteration 48Q: 3 clusters Score -9951063 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 201577 members Entering Unmasked Estep Score: -9951071.000000 Penalty: 1111.712158 Iteration 49Q: 3 clusters Score -9951071 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 201570 members Entering Unmasked Estep Score: -9951070.000000 Penalty: 1111.712158 Iteration 50Q: 3 clusters Score -9951070 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 201562 members Entering Unmasked Estep Score: -9951069.000000 Penalty: 1111.712158 Iteration 51Q: 3 clusters Score -9951069 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 201556 members Entering Unmasked Estep Score: -9951065.000000 Penalty: 1111.712158 Iteration 52Q: 3 clusters Score -9951065 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 201551 members Entering Unmasked Estep Score: -9951072.000000 Penalty: 1111.712158 Iteration 53Q: 3 clusters Score -9951072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 201548 members Entering Unmasked Estep Score: -9951074.000000 Penalty: 1111.712158 Iteration 54Q: 3 clusters Score -9951074 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 201541 members Entering Unmasked Estep Score: -9951082.000000 Penalty: 1111.712158 Iteration 55Q: 3 clusters Score -9951082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 201537 members Entering Unmasked Estep Score: -9951087.000000 Penalty: 1111.712158 Iteration 56Q: 3 clusters Score -9951087 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 201532 members Entering Unmasked Estep Score: -9951086.000000 Penalty: 1111.712158 Iteration 57Q: 3 clusters Score -9951086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 201530 members Entering Unmasked Estep Score: -9951088.000000 Penalty: 1111.712158 Iteration 58Q: 3 clusters Score -9951088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 201528 members Entering Unmasked Estep Score: -9951092.000000 Penalty: 1111.712158 Iteration 59Q: 3 clusters Score -9951092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 201528 members Entering Unmasked Estep Score: -9951096.000000 Penalty: 1111.712158 Iteration 60F: 3 clusters Score -9951096 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 201527 members Entering Unmasked Estep Score: -9951104.000000 Penalty: 1111.712158 Iteration 61Q: 3 clusters Score -9951104 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 201522 members Entering Unmasked Estep Score: -9951104.000000 Penalty: 1111.712158 Iteration 62Q: 3 clusters Score -9951104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 201521 members Entering Unmasked Estep Score: -9951106.000000 Penalty: 1111.712158 Iteration 63Q: 3 clusters Score -9951106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 201519 members Entering Unmasked Estep Score: -9951113.000000 Penalty: 1111.712158 Iteration 64Q: 3 clusters Score -9951113 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 201514 members Entering Unmasked Estep Score: -9951110.000000 Penalty: 1111.712158 Iteration 65Q: 3 clusters Score -9951110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 201510 members Entering Unmasked Estep Score: -9951111.000000 Penalty: 1111.712158 Iteration 66Q: 3 clusters Score -9951111 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 201507 members Entering Unmasked Estep Score: -9951109.000000 Penalty: 1111.712158 Iteration 67Q: 3 clusters Score -9951109 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 201504 members Entering Unmasked Estep Score: -9951103.000000 Penalty: 1111.712158 Iteration 68Q: 3 clusters Score -9951103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 201501 members Entering Unmasked Estep Score: -9951105.000000 Penalty: 1111.712158 Iteration 69Q: 3 clusters Score -9951105 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 201499 members Entering Unmasked Estep Score: -9951109.000000 Penalty: 1111.712158 Iteration 70Q: 3 clusters Score -9951109 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 201498 members Entering Unmasked Estep Score: -9951108.000000 Penalty: 1111.712158 Iteration 71Q: 3 clusters Score -9951108 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 201497 members Entering Unmasked Estep Score: -9951109.000000 Penalty: 1111.712158 Iteration 72Q: 3 clusters Score -9951109 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 201497 members Entering Unmasked Estep Score: -9951109.000000 Penalty: 1111.712158 Iteration 73F: 3 clusters Score -9951109 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Entering Unmasked Estep Score: -411574.062500 Penalty: 409.835205 Iteration 0F: 2 clusters Score -411574.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -406117.156250 Penalty: 819.670410 Iteration 0F: 3 clusters Score -406117.2 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -408233.031250 Penalty: 819.670410 Iteration 1F: 3 clusters Score -408233 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -408348.718750 Penalty: 819.670410 Iteration 2Q: 3 clusters Score -408348.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -408503.468750 Penalty: 819.670410 Iteration 3Q: 3 clusters Score -408503.5 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -408741.531250 Penalty: 819.670410 Iteration 4Q: 3 clusters Score -408741.5 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -409055.875000 Penalty: 819.670410 Iteration 5F: 3 clusters Score -409055.9 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -409436.406250 Penalty: 819.670410 Iteration 6F: 3 clusters Score -409436.4 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -409762.218750 Penalty: 819.670410 Iteration 7F: 3 clusters Score -409762.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -409945.593750 Penalty: 819.670410 Iteration 8Q: 3 clusters Score -409945.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -410036.593750 Penalty: 819.670410 Iteration 9Q: 3 clusters Score -410036.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -410093.437500 Penalty: 819.670410 Iteration 10Q: 3 clusters Score -410093.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -410138.468750 Penalty: 819.670410 Iteration 11Q: 3 clusters Score -410138.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -410193.000000 Penalty: 819.670410 Iteration 12Q: 3 clusters Score -410193 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -410249.750000 Penalty: 819.670410 Iteration 13Q: 3 clusters Score -410249.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -410313.062500 Penalty: 819.670410 Iteration 14Q: 3 clusters Score -410313.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -410382.250000 Penalty: 819.670410 Iteration 15Q: 3 clusters Score -410382.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -410446.656250 Penalty: 819.670410 Iteration 16Q: 3 clusters Score -410446.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -410520.593750 Penalty: 819.670410 Iteration 17Q: 3 clusters Score -410520.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -410599.062500 Penalty: 819.670410 Iteration 18Q: 3 clusters Score -410599.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -410675.062500 Penalty: 819.670410 Iteration 19Q: 3 clusters Score -410675.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -410769.656250 Penalty: 819.670410 Iteration 20F: 3 clusters Score -410769.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -410853.718750 Penalty: 819.670410 Iteration 21Q: 3 clusters Score -410853.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -410917.125000 Penalty: 819.670410 Iteration 22Q: 3 clusters Score -410917.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -410956.375000 Penalty: 819.670410 Iteration 23Q: 3 clusters Score -410956.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -410977.187500 Penalty: 819.670410 Iteration 24Q: 3 clusters Score -410977.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -410993.281250 Penalty: 819.670410 Iteration 25Q: 3 clusters Score -410993.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -411004.375000 Penalty: 819.670410 Iteration 26Q: 3 clusters Score -411004.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -411014.906250 Penalty: 819.670410 Iteration 27Q: 3 clusters Score -411014.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -411021.000000 Penalty: 819.670410 Iteration 28Q: 3 clusters Score -411021 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -411026.812500 Penalty: 819.670410 Iteration 29Q: 3 clusters Score -411026.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -411031.906250 Penalty: 819.670410 Iteration 30Q: 3 clusters Score -411031.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -411039.343750 Penalty: 819.670410 Iteration 31Q: 3 clusters Score -411039.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -411045.468750 Penalty: 819.670410 Iteration 32Q: 3 clusters Score -411045.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -411049.781250 Penalty: 819.670410 Iteration 33Q: 3 clusters Score -411049.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -411053.531250 Penalty: 819.670410 Iteration 34Q: 3 clusters Score -411053.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -411059.125000 Penalty: 819.670410 Iteration 35Q: 3 clusters Score -411059.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -411066.906250 Penalty: 819.670410 Iteration 36Q: 3 clusters Score -411066.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -411073.593750 Penalty: 819.670410 Iteration 37Q: 3 clusters Score -411073.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -411079.000000 Penalty: 819.670410 Iteration 38Q: 3 clusters Score -411079 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -411085.218750 Penalty: 819.670410 Iteration 39Q: 3 clusters Score -411085.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -411090.406250 Penalty: 819.670410 Iteration 40F: 3 clusters Score -411090.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -411092.312500 Penalty: 819.670410 Iteration 41Q: 3 clusters Score -411092.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -411096.906250 Penalty: 819.670410 Iteration 42Q: 3 clusters Score -411096.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -411101.687500 Penalty: 819.670410 Iteration 43Q: 3 clusters Score -411101.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -411105.812500 Penalty: 819.670410 Iteration 44Q: 3 clusters Score -411105.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -411109.937500 Penalty: 819.670410 Iteration 45Q: 3 clusters Score -411109.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -411113.156250 Penalty: 819.670410 Iteration 46Q: 3 clusters Score -411113.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -411114.062500 Penalty: 819.670410 Iteration 47Q: 3 clusters Score -411114.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -411115.375000 Penalty: 819.670410 Iteration 48Q: 3 clusters Score -411115.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -411117.031250 Penalty: 819.670410 Iteration 49Q: 3 clusters Score -411117 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -411117.750000 Penalty: 819.670410 Iteration 50Q: 3 clusters Score -411117.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -411119.906250 Penalty: 819.670410 Iteration 51Q: 3 clusters Score -411119.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -411121.937500 Penalty: 819.670410 Iteration 52Q: 3 clusters Score -411121.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -411121.531250 Penalty: 819.670410 Iteration 53Q: 3 clusters Score -411121.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -411124.031250 Penalty: 819.670410 Iteration 54Q: 3 clusters Score -411124 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -411124.875000 Penalty: 819.670410 Iteration 55Q: 3 clusters Score -411124.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -411126.218750 Penalty: 819.670410 Iteration 56Q: 3 clusters Score -411126.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -411130.656250 Penalty: 819.670410 Iteration 57Q: 3 clusters Score -411130.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -411132.531250 Penalty: 819.670410 Iteration 58Q: 3 clusters Score -411132.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -411136.125000 Penalty: 819.670410 Iteration 59Q: 3 clusters Score -411136.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -411140.937500 Penalty: 819.670410 Iteration 60F: 3 clusters Score -411140.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -411145.875000 Penalty: 819.670410 Iteration 61Q: 3 clusters Score -411145.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -411151.062500 Penalty: 819.670410 Iteration 62Q: 3 clusters Score -411151.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -411153.437500 Penalty: 819.670410 Iteration 63Q: 3 clusters Score -411153.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -411156.656250 Penalty: 819.670410 Iteration 64Q: 3 clusters Score -411156.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -411160.500000 Penalty: 819.670410 Iteration 65Q: 3 clusters Score -411160.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -411162.187500 Penalty: 819.670410 Iteration 66Q: 3 clusters Score -411162.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -411164.687500 Penalty: 819.670410 Iteration 67Q: 3 clusters Score -411164.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -411165.125000 Penalty: 819.670410 Iteration 68Q: 3 clusters Score -411165.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -411166.843750 Penalty: 819.670410 Iteration 69Q: 3 clusters Score -411166.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -411168.343750 Penalty: 819.670410 Iteration 70Q: 3 clusters Score -411168.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -411169.281250 Penalty: 819.670410 Iteration 71Q: 3 clusters Score -411169.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -411170.312500 Penalty: 819.670410 Iteration 72Q: 3 clusters Score -411170.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -411171.062500 Penalty: 819.670410 Iteration 73Q: 3 clusters Score -411171.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -411173.812500 Penalty: 819.670410 Iteration 74Q: 3 clusters Score -411173.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -411175.593750 Penalty: 819.670410 Iteration 75Q: 3 clusters Score -411175.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -411176.187500 Penalty: 819.670410 Iteration 76Q: 3 clusters Score -411176.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -411179.031250 Penalty: 819.670410 Iteration 77Q: 3 clusters Score -411179 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -411182.625000 Penalty: 819.670410 Iteration 78Q: 3 clusters Score -411182.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -411187.812500 Penalty: 819.670410 Iteration 79Q: 3 clusters Score -411187.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -411191.375000 Penalty: 819.670410 Iteration 80F: 3 clusters Score -411191.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -411193.781250 Penalty: 819.670410 Iteration 81Q: 3 clusters Score -411193.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -411195.718750 Penalty: 819.670410 Iteration 82Q: 3 clusters Score -411195.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -411196.062500 Penalty: 819.670410 Iteration 83Q: 3 clusters Score -411196.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -411195.625000 Penalty: 819.670410 Iteration 84Q: 3 clusters Score -411195.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -411196.562500 Penalty: 819.670410 Iteration 85Q: 3 clusters Score -411196.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -411197.750000 Penalty: 819.670410 Iteration 86Q: 3 clusters Score -411197.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -411199.125000 Penalty: 819.670410 Iteration 87Q: 3 clusters Score -411199.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -411201.125000 Penalty: 819.670410 Iteration 88Q: 3 clusters Score -411201.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -411201.906250 Penalty: 819.670410 Iteration 89Q: 3 clusters Score -411201.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -411201.156250 Penalty: 819.670410 Iteration 90Q: 3 clusters Score -411201.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -411202.375000 Penalty: 819.670410 Iteration 91Q: 3 clusters Score -411202.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -411201.937500 Penalty: 819.670410 Iteration 92Q: 3 clusters Score -411201.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -411203.250000 Penalty: 819.670410 Iteration 93Q: 3 clusters Score -411203.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -411203.156250 Penalty: 819.670410 Iteration 94Q: 3 clusters Score -411203.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -411203.687500 Penalty: 819.670410 Iteration 95Q: 3 clusters Score -411203.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -411203.687500 Penalty: 819.670410 Iteration 96Q: 3 clusters Score -411203.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 6807 members Entering Unmasked Estep Score: -411204.437500 Penalty: 819.670410 Iteration 97Q: 3 clusters Score -411204.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 6811 members Entering Unmasked Estep Score: -411204.937500 Penalty: 819.670410 Iteration 98Q: 3 clusters Score -411204.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -411205.031250 Penalty: 819.670410 Iteration 99Q: 3 clusters Score -411205 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -411205.781250 Penalty: 819.670410 Iteration 100F: 3 clusters Score -411205.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -411206.937500 Penalty: 819.670410 Iteration 101Q: 3 clusters Score -411206.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -411207.500000 Penalty: 819.670410 Iteration 102Q: 3 clusters Score -411207.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -411208.500000 Penalty: 819.670410 Iteration 103Q: 3 clusters Score -411208.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -411207.718750 Penalty: 819.670410 Iteration 104Q: 3 clusters Score -411207.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -411208.437500 Penalty: 819.670410 Iteration 105Q: 3 clusters Score -411208.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -411208.468750 Penalty: 819.670410 Iteration 106Q: 3 clusters Score -411208.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -411208.062500 Penalty: 819.670410 Iteration 107Q: 3 clusters Score -411208.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -411208.468750 Penalty: 819.670410 Iteration 108Q: 3 clusters Score -411208.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -411208.375000 Penalty: 819.670410 Iteration 109Q: 3 clusters Score -411208.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -411208.375000 Penalty: 819.670410 Iteration 110F: 3 clusters Score -411208.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Entering Unmasked Estep Score: -78193.320312 Penalty: 341.374573 Iteration 0F: 2 clusters Score -78193.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -76875.093750 Penalty: 682.749146 Iteration 0F: 3 clusters Score -76875.09 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -77344.445312 Penalty: 682.749146 Iteration 1F: 3 clusters Score -77344.45 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -77453.304688 Penalty: 682.749146 Iteration 2F: 3 clusters Score -77453.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -77519.046875 Penalty: 682.749146 Iteration 3F: 3 clusters Score -77519.05 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -77586.062500 Penalty: 682.749146 Iteration 4F: 3 clusters Score -77586.06 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -77660.859375 Penalty: 682.749146 Iteration 5Q: 3 clusters Score -77660.86 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -77715.695312 Penalty: 682.749146 Iteration 6Q: 3 clusters Score -77715.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -77781.437500 Penalty: 682.749146 Iteration 7Q: 3 clusters Score -77781.44 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -77851.265625 Penalty: 682.749146 Iteration 8Q: 3 clusters Score -77851.27 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -77901.625000 Penalty: 682.749146 Iteration 9Q: 3 clusters Score -77901.62 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -77929.796875 Penalty: 682.749146 Iteration 10Q: 3 clusters Score -77929.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -77944.812500 Penalty: 682.749146 Iteration 11Q: 3 clusters Score -77944.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -77950.945312 Penalty: 682.749146 Iteration 12Q: 3 clusters Score -77950.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -77952.945312 Penalty: 682.749146 Iteration 13Q: 3 clusters Score -77952.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -77953.320312 Penalty: 682.749146 Iteration 14Q: 3 clusters Score -77953.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -77954.078125 Penalty: 682.749146 Iteration 15Q: 3 clusters Score -77954.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -77954.445312 Penalty: 682.749146 Iteration 16Q: 3 clusters Score -77954.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -77955.195312 Penalty: 682.749146 Iteration 17Q: 3 clusters Score -77955.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -77957.164062 Penalty: 682.749146 Iteration 18Q: 3 clusters Score -77957.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -77958.914062 Penalty: 682.749146 Iteration 19Q: 3 clusters Score -77958.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -77960.875000 Penalty: 682.749146 Iteration 20F: 3 clusters Score -77960.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -77963.320312 Penalty: 682.749146 Iteration 21Q: 3 clusters Score -77963.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -77965.070312 Penalty: 682.749146 Iteration 22Q: 3 clusters Score -77965.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -77966.140625 Penalty: 682.749146 Iteration 23Q: 3 clusters Score -77966.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -77966.539062 Penalty: 682.749146 Iteration 24Q: 3 clusters Score -77966.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -77966.671875 Penalty: 682.749146 Iteration 25Q: 3 clusters Score -77966.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -77966.984375 Penalty: 682.749146 Iteration 26Q: 3 clusters Score -77966.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -77967.289062 Penalty: 682.749146 Iteration 27Q: 3 clusters Score -77967.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -77967.367188 Penalty: 682.749146 Iteration 28Q: 3 clusters Score -77967.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -77967.367188 Penalty: 682.749146 Iteration 29F: 3 clusters Score -77967.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Entering Unmasked Estep Score: -86881.546875 Penalty: 344.665771 Iteration 0F: 2 clusters Score -86881.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -85474.031250 Penalty: 689.331543 Iteration 0F: 3 clusters Score -85474.03 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -85935.921875 Penalty: 689.331543 Iteration 1F: 3 clusters Score -85935.92 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -86083.976562 Penalty: 689.331543 Iteration 2F: 3 clusters Score -86083.98 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -86236.578125 Penalty: 689.331543 Iteration 3F: 3 clusters Score -86236.58 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -86412.531250 Penalty: 689.331543 Iteration 4F: 3 clusters Score -86412.53 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -86557.203125 Penalty: 689.331543 Iteration 5F: 3 clusters Score -86557.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -86653.367188 Penalty: 689.331543 Iteration 6F: 3 clusters Score -86653.37 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -86701.632812 Penalty: 689.331543 Iteration 7Q: 3 clusters Score -86701.63 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -86726.648438 Penalty: 689.331543 Iteration 8Q: 3 clusters Score -86726.65 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -86748.757812 Penalty: 689.331543 Iteration 9Q: 3 clusters Score -86748.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -86759.187500 Penalty: 689.331543 Iteration 10Q: 3 clusters Score -86759.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -86765.093750 Penalty: 689.331543 Iteration 11Q: 3 clusters Score -86765.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -86770.632812 Penalty: 689.331543 Iteration 12Q: 3 clusters Score -86770.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -86773.828125 Penalty: 689.331543 Iteration 13Q: 3 clusters Score -86773.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -86777.195312 Penalty: 689.331543 Iteration 14Q: 3 clusters Score -86777.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -86779.218750 Penalty: 689.331543 Iteration 15Q: 3 clusters Score -86779.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -86779.437500 Penalty: 689.331543 Iteration 16Q: 3 clusters Score -86779.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -86779.437500 Penalty: 689.331543 Iteration 17F: 3 clusters Score -86779.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -18360.923828 Penalty: 273.735138 Iteration 0F: 2 clusters Score -18360.92 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 217 members Entering Unmasked Estep Score: -17952.265625 Penalty: 547.470276 Iteration 0F: 3 clusters Score -17952.27 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -18072.042969 Penalty: 547.470276 Iteration 1F: 3 clusters Score -18072.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -18097.251953 Penalty: 547.470276 Iteration 2F: 3 clusters Score -18097.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -18107.042969 Penalty: 547.470276 Iteration 3Q: 3 clusters Score -18107.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -18114.291016 Penalty: 547.470276 Iteration 4Q: 3 clusters Score -18114.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -18119.925781 Penalty: 547.470276 Iteration 5Q: 3 clusters Score -18119.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -18123.593750 Penalty: 547.470276 Iteration 6Q: 3 clusters Score -18123.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -18127.166016 Penalty: 547.470276 Iteration 7Q: 3 clusters Score -18127.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -18130.113281 Penalty: 547.470276 Iteration 8Q: 3 clusters Score -18130.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -18133.998047 Penalty: 547.470276 Iteration 9Q: 3 clusters Score -18134 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -18140.300781 Penalty: 547.470276 Iteration 10Q: 3 clusters Score -18140.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18146.087891 Penalty: 547.470276 Iteration 11Q: 3 clusters Score -18146.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18149.990234 Penalty: 547.470276 Iteration 12Q: 3 clusters Score -18149.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18150.359375 Penalty: 547.470276 Iteration 13Q: 3 clusters Score -18150.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18150.359375 Penalty: 547.470276 Iteration 14F: 3 clusters Score -18150.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4581.086914 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4581.087 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -4394.698730 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4394.699 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4432.455566 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4432.456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4444.386230 Penalty: 429.383392 Iteration 2F: 3 clusters Score -4444.386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4445.672852 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4445.673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4445.672852 Penalty: 429.383392 Iteration 4F: 3 clusters Score -4445.673 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (151151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151151 members Entering Unmasked Estep Score: -7640412.000000 Penalty: 542.634583 Iteration 0F: 2 clusters Score -7640412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75766 members Mstep: Class 2 contains 75385 members Entering Unmasked Estep Score: -7546536.000000 Penalty: 1085.269165 Iteration 0F: 3 clusters Score -7546536 nChanged 74229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89115 members Mstep: Class 2 contains 62036 members Entering Unmasked Estep Score: -7595081.500000 Penalty: 1085.269165 Iteration 1F: 3 clusters Score -7595082 nChanged 9796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97293 members Mstep: Class 2 contains 53858 members Entering Unmasked Estep Score: -7600338.500000 Penalty: 1085.269165 Iteration 2F: 3 clusters Score -7600338 nChanged 11726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107873 members Mstep: Class 2 contains 43278 members Entering Unmasked Estep Score: -7607743.500000 Penalty: 1085.269165 Iteration 3F: 3 clusters Score -7607744 nChanged 12914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120013 members Mstep: Class 2 contains 31138 members Entering Unmasked Estep Score: -7616430.500000 Penalty: 1085.269165 Iteration 4F: 3 clusters Score -7616430 nChanged 11950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131567 members Mstep: Class 2 contains 19584 members Entering Unmasked Estep Score: -7624694.000000 Penalty: 1085.269165 Iteration 5F: 3 clusters Score -7624694 nChanged 8935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140402 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -7631294.500000 Penalty: 1085.269165 Iteration 6F: 3 clusters Score -7631294 nChanged 5590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145986 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -7635455.000000 Penalty: 1085.269165 Iteration 7Q: 3 clusters Score -7635455 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149200 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -7638112.500000 Penalty: 1085.269165 Iteration 8Q: 3 clusters Score -7638112 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150617 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -7639369.500000 Penalty: 1085.269165 Iteration 9Q: 3 clusters Score -7639370 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151012 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -7639789.000000 Penalty: 1085.269165 Iteration 10Q: 3 clusters Score -7639789 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151091 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -7639887.500000 Penalty: 1085.269165 Iteration 11Q: 3 clusters Score -7639888 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151106 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -7639917.500000 Penalty: 1085.269165 Iteration 12Q: 3 clusters Score -7639918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151107 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -7639920.000000 Penalty: 1085.269165 Iteration 13Q: 3 clusters Score -7639920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151107 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -7639920.000000 Penalty: 1085.269165 Iteration 14F: 3 clusters Score -7639920 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Entering Unmasked Estep Score: -33516.531250 Penalty: 302.822540 Iteration 0F: 2 clusters Score -33516.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -32851.253906 Penalty: 605.645081 Iteration 0F: 3 clusters Score -32851.25 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -33110.578125 Penalty: 605.645081 Iteration 1F: 3 clusters Score -33110.58 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -33247.125000 Penalty: 605.645081 Iteration 2F: 3 clusters Score -33247.12 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -33351.609375 Penalty: 605.645081 Iteration 3F: 3 clusters Score -33351.61 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -33421.519531 Penalty: 605.645081 Iteration 4F: 3 clusters Score -33421.52 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -33458.699219 Penalty: 605.645081 Iteration 5Q: 3 clusters Score -33458.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -33489.757812 Penalty: 605.645081 Iteration 6Q: 3 clusters Score -33489.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -33497.300781 Penalty: 605.645081 Iteration 7Q: 3 clusters Score -33497.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -33502.613281 Penalty: 605.645081 Iteration 8Q: 3 clusters Score -33502.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -33508.261719 Penalty: 605.645081 Iteration 9Q: 3 clusters Score -33508.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -33510.621094 Penalty: 605.645081 Iteration 10Q: 3 clusters Score -33510.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -33512.316406 Penalty: 605.645081 Iteration 11Q: 3 clusters Score -33512.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -33512.574219 Penalty: 605.645081 Iteration 12Q: 3 clusters Score -33512.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -33512.574219 Penalty: 605.645081 Iteration 13F: 3 clusters Score -33512.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (46 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Entering Unmasked Estep Score: -1684.348022 Penalty: 174.203186 Iteration 0F: 2 clusters Score -1684.348 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -1550.860474 Penalty: 348.406372 Iteration 0F: 3 clusters Score -1550.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -1560.633301 Penalty: 348.406372 Iteration 1Q: 3 clusters Score -1560.633 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -1560.633301 Penalty: 348.406372 Iteration 2F: 3 clusters Score -1560.633 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21502 members Mstep: Class 4 contains 47705 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2251 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 16777 members Mstep: Class 10 contains 3033 members Mstep: Class 11 contains 28807 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3933 members Mstep: Class 16 contains 202120 members Mstep: Class 17 contains 8163 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151151 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241458.000000 Penalty: 14342.003906 Iteration 159Q: 25 clusters Score -2.424146e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21475 members Mstep: Class 4 contains 47747 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2251 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 16840 members Mstep: Class 10 contains 3035 members Mstep: Class 11 contains 28802 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3932 members Mstep: Class 16 contains 202087 members Mstep: Class 17 contains 8159 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151115 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241474.000000 Penalty: 14342.003906 Iteration 160F: 25 clusters Score -2.424147e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21456 members Mstep: Class 4 contains 47795 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2250 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2752 members Mstep: Class 9 contains 16888 members Mstep: Class 10 contains 3038 members Mstep: Class 11 contains 28800 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3932 members Mstep: Class 16 contains 202043 members Mstep: Class 17 contains 8156 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151086 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241536.000000 Penalty: 14342.003906 Iteration 161Q: 25 clusters Score -2.424154e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21445 members Mstep: Class 4 contains 47837 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2248 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2750 members Mstep: Class 9 contains 16924 members Mstep: Class 10 contains 3039 members Mstep: Class 11 contains 28797 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3930 members Mstep: Class 16 contains 202006 members Mstep: Class 17 contains 8157 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151065 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241544.000000 Penalty: 14342.003906 Iteration 162Q: 25 clusters Score -2.424154e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21437 members Mstep: Class 4 contains 47882 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2249 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2748 members Mstep: Class 9 contains 16955 members Mstep: Class 10 contains 3040 members Mstep: Class 11 contains 28794 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1887 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 201966 members Mstep: Class 17 contains 8156 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151043 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241530.000000 Penalty: 14342.003906 Iteration 163Q: 25 clusters Score -2.424153e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21431 members Mstep: Class 4 contains 47925 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2248 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 16984 members Mstep: Class 10 contains 3040 members Mstep: Class 11 contains 28790 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1888 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 201928 members Mstep: Class 17 contains 8156 members Mstep: Class 18 contains 1812 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151021 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241542.000000 Penalty: 14342.003906 Iteration 164Q: 25 clusters Score -2.424154e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21422 members Mstep: Class 4 contains 47963 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 17011 members Mstep: Class 10 contains 3041 members Mstep: Class 11 contains 28786 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1889 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 201893 members Mstep: Class 17 contains 8153 members Mstep: Class 18 contains 1811 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 151007 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241590.000000 Penalty: 14342.003906 Iteration 165Q: 25 clusters Score -2.424159e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21417 members Mstep: Class 4 contains 48002 members Mstep: Class 5 contains 2492 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 17028 members Mstep: Class 10 contains 3040 members Mstep: Class 11 contains 28785 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1891 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 201854 members Mstep: Class 17 contains 8151 members Mstep: Class 18 contains 1811 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150997 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241618.000000 Penalty: 14342.003906 Iteration 166Q: 25 clusters Score -2.424162e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21414 members Mstep: Class 4 contains 48050 members Mstep: Class 5 contains 2490 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 17046 members Mstep: Class 10 contains 3041 members Mstep: Class 11 contains 28781 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1893 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 201813 members Mstep: Class 17 contains 8151 members Mstep: Class 18 contains 1811 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150978 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241616.000000 Penalty: 14342.003906 Iteration 167Q: 25 clusters Score -2.424162e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21410 members Mstep: Class 4 contains 48102 members Mstep: Class 5 contains 2490 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 17065 members Mstep: Class 10 contains 3043 members Mstep: Class 11 contains 28779 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3928 members Mstep: Class 16 contains 201765 members Mstep: Class 17 contains 8150 members Mstep: Class 18 contains 1811 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150960 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241626.000000 Penalty: 14342.003906 Iteration 168Q: 25 clusters Score -2.424163e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21406 members Mstep: Class 4 contains 48155 members Mstep: Class 5 contains 2490 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 17082 members Mstep: Class 10 contains 3042 members Mstep: Class 11 contains 28778 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 201716 members Mstep: Class 17 contains 8150 members Mstep: Class 18 contains 1810 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150945 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241660.000000 Penalty: 14342.003906 Iteration 169Q: 25 clusters Score -2.424166e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21403 members Mstep: Class 4 contains 48208 members Mstep: Class 5 contains 2490 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2746 members Mstep: Class 9 contains 17098 members Mstep: Class 10 contains 3041 members Mstep: Class 11 contains 28775 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3928 members Mstep: Class 16 contains 201669 members Mstep: Class 17 contains 8150 members Mstep: Class 18 contains 1809 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150933 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241638.000000 Penalty: 14342.003906 Iteration 170Q: 25 clusters Score -2.424164e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21397 members Mstep: Class 4 contains 48259 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2748 members Mstep: Class 9 contains 17117 members Mstep: Class 10 contains 3040 members Mstep: Class 11 contains 28770 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3926 members Mstep: Class 16 contains 201626 members Mstep: Class 17 contains 8150 members Mstep: Class 18 contains 1809 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150919 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241644.000000 Penalty: 14342.003906 Iteration 171Q: 25 clusters Score -2.424164e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21390 members Mstep: Class 4 contains 48311 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2747 members Mstep: Class 9 contains 17133 members Mstep: Class 10 contains 3040 members Mstep: Class 11 contains 28763 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3926 members Mstep: Class 16 contains 201585 members Mstep: Class 17 contains 8150 members Mstep: Class 18 contains 1809 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150907 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241674.000000 Penalty: 14342.003906 Iteration 172Q: 25 clusters Score -2.424167e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21384 members Mstep: Class 4 contains 48361 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2744 members Mstep: Class 9 contains 17142 members Mstep: Class 10 contains 3039 members Mstep: Class 11 contains 28756 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3926 members Mstep: Class 16 contains 201553 members Mstep: Class 17 contains 8150 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150900 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241694.000000 Penalty: 14342.003906 Iteration 173Q: 25 clusters Score -2.424169e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21378 members Mstep: Class 4 contains 48416 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2742 members Mstep: Class 9 contains 17152 members Mstep: Class 10 contains 3038 members Mstep: Class 11 contains 28747 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3925 members Mstep: Class 16 contains 201514 members Mstep: Class 17 contains 8150 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150894 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241722.000000 Penalty: 14342.003906 Iteration 174Q: 25 clusters Score -2.424172e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21374 members Mstep: Class 4 contains 48465 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2739 members Mstep: Class 9 contains 17161 members Mstep: Class 10 contains 3037 members Mstep: Class 11 contains 28739 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3924 members Mstep: Class 16 contains 201482 members Mstep: Class 17 contains 8149 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150886 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241726.000000 Penalty: 14342.003906 Iteration 175Q: 25 clusters Score -2.424173e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21367 members Mstep: Class 4 contains 48508 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2737 members Mstep: Class 9 contains 17169 members Mstep: Class 10 contains 3037 members Mstep: Class 11 contains 28724 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3924 members Mstep: Class 16 contains 201458 members Mstep: Class 17 contains 8148 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150885 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241738.000000 Penalty: 14342.003906 Iteration 176Q: 25 clusters Score -2.424174e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21365 members Mstep: Class 4 contains 48547 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2736 members Mstep: Class 9 contains 17176 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28712 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3924 members Mstep: Class 16 contains 201433 members Mstep: Class 17 contains 8147 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150881 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241736.000000 Penalty: 14342.003906 Iteration 177Q: 25 clusters Score -2.424174e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21360 members Mstep: Class 4 contains 48605 members Mstep: Class 5 contains 2489 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2734 members Mstep: Class 9 contains 17183 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28704 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1893 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3924 members Mstep: Class 16 contains 201388 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150879 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241748.000000 Penalty: 14342.003906 Iteration 178Q: 25 clusters Score -2.424175e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21358 members Mstep: Class 4 contains 48652 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2732 members Mstep: Class 9 contains 17187 members Mstep: Class 10 contains 3035 members Mstep: Class 11 contains 28699 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1895 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3924 members Mstep: Class 16 contains 201351 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150874 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241776.000000 Penalty: 14342.003906 Iteration 179Q: 25 clusters Score -2.424178e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21354 members Mstep: Class 4 contains 48696 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2729 members Mstep: Class 9 contains 17191 members Mstep: Class 10 contains 3034 members Mstep: Class 11 contains 28692 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1898 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3924 members Mstep: Class 16 contains 201318 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150872 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241778.000000 Penalty: 14342.003906 Iteration 180F: 25 clusters Score -2.424178e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21351 members Mstep: Class 4 contains 48728 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 17196 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28685 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1903 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3923 members Mstep: Class 16 contains 201289 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150869 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241776.000000 Penalty: 14342.003906 Iteration 181Q: 25 clusters Score -2.424178e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21346 members Mstep: Class 4 contains 48751 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 17203 members Mstep: Class 10 contains 3038 members Mstep: Class 11 contains 28683 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1905 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3922 members Mstep: Class 16 contains 201268 members Mstep: Class 17 contains 8146 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150865 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241760.000000 Penalty: 14342.003906 Iteration 182Q: 25 clusters Score -2.424176e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21340 members Mstep: Class 4 contains 48781 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2722 members Mstep: Class 9 contains 17208 members Mstep: Class 10 contains 3037 members Mstep: Class 11 contains 28679 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1906 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3922 members Mstep: Class 16 contains 201245 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150867 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241758.000000 Penalty: 14342.003906 Iteration 183Q: 25 clusters Score -2.424176e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21336 members Mstep: Class 4 contains 48811 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2718 members Mstep: Class 9 contains 17211 members Mstep: Class 10 contains 3037 members Mstep: Class 11 contains 28675 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1908 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3922 members Mstep: Class 16 contains 201222 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150868 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241770.000000 Penalty: 14342.003906 Iteration 184Q: 25 clusters Score -2.424177e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21329 members Mstep: Class 4 contains 48851 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2715 members Mstep: Class 9 contains 17217 members Mstep: Class 10 contains 3035 members Mstep: Class 11 contains 28672 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1911 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3922 members Mstep: Class 16 contains 201187 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150868 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241782.000000 Penalty: 14342.003906 Iteration 185Q: 25 clusters Score -2.424178e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21324 members Mstep: Class 4 contains 48893 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2713 members Mstep: Class 9 contains 17222 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28669 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1912 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3923 members Mstep: Class 16 contains 201148 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150868 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241780.000000 Penalty: 14342.003906 Iteration 186Q: 25 clusters Score -2.424178e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21323 members Mstep: Class 4 contains 48929 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 17225 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28667 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3921 members Mstep: Class 16 contains 201116 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150865 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241770.000000 Penalty: 14342.003906 Iteration 187Q: 25 clusters Score -2.424177e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21322 members Mstep: Class 4 contains 48968 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2703 members Mstep: Class 9 contains 17226 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28664 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3918 members Mstep: Class 16 contains 201093 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150865 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241748.000000 Penalty: 14342.003906 Iteration 188Q: 25 clusters Score -2.424175e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21320 members Mstep: Class 4 contains 49004 members Mstep: Class 5 contains 2485 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2700 members Mstep: Class 9 contains 17228 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28660 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3918 members Mstep: Class 16 contains 201066 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150864 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241732.000000 Penalty: 14342.003906 Iteration 189Q: 25 clusters Score -2.424173e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21319 members Mstep: Class 4 contains 49043 members Mstep: Class 5 contains 2484 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 2696 members Mstep: Class 9 contains 17230 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28657 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3918 members Mstep: Class 16 contains 201038 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150859 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241712.000000 Penalty: 14342.003906 Iteration 190Q: 25 clusters Score -2.424171e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21320 members Mstep: Class 4 contains 49071 members Mstep: Class 5 contains 2482 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2698 members Mstep: Class 9 contains 17232 members Mstep: Class 10 contains 3036 members Mstep: Class 11 contains 28653 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3917 members Mstep: Class 16 contains 201015 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150857 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241706.000000 Penalty: 14342.003906 Iteration 191Q: 25 clusters Score -2.424171e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21322 members Mstep: Class 4 contains 49101 members Mstep: Class 5 contains 2480 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2696 members Mstep: Class 9 contains 17233 members Mstep: Class 10 contains 3037 members Mstep: Class 11 contains 28647 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3917 members Mstep: Class 16 contains 200992 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150856 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241704.000000 Penalty: 14342.003906 Iteration 192Q: 25 clusters Score -2.42417e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21322 members Mstep: Class 4 contains 49126 members Mstep: Class 5 contains 2480 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2691 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3041 members Mstep: Class 11 contains 28646 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3917 members Mstep: Class 16 contains 200969 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150855 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241694.000000 Penalty: 14342.003906 Iteration 193Q: 25 clusters Score -2.424169e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21322 members Mstep: Class 4 contains 49143 members Mstep: Class 5 contains 2476 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2689 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3044 members Mstep: Class 11 contains 28642 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3917 members Mstep: Class 16 contains 200961 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150853 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241686.000000 Penalty: 14342.003906 Iteration 194Q: 25 clusters Score -2.424169e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49158 members Mstep: Class 5 contains 2473 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2687 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28640 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1914 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3916 members Mstep: Class 16 contains 200953 members Mstep: Class 17 contains 8145 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150854 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241672.000000 Penalty: 14342.003906 Iteration 195Q: 25 clusters Score -2.424167e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49177 members Mstep: Class 5 contains 2471 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2685 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28637 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1915 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200941 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150855 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241674.000000 Penalty: 14342.003906 Iteration 196Q: 25 clusters Score -2.424167e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49198 members Mstep: Class 5 contains 2470 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2683 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28634 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1916 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200925 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150855 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241690.000000 Penalty: 14342.003906 Iteration 197Q: 25 clusters Score -2.424169e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49212 members Mstep: Class 5 contains 2470 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 454 members Mstep: Class 8 contains 2681 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28627 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200920 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150854 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241664.000000 Penalty: 14342.003906 Iteration 198Q: 25 clusters Score -2.424166e+07 nChanged 23 Entering ConstructFrom: Score: -24241664.000000 Penalty: 14342.003906 Entering ConstructFrom: Trying to split cluster 1 (1790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Entering Unmasked Estep Score: -80783.554688 Penalty: 340.793671 Iteration 0F: 2 clusters Score -80783.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -79490.664062 Penalty: 681.587341 Iteration 0F: 3 clusters Score -79490.66 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -79879.265625 Penalty: 681.587341 Iteration 1F: 3 clusters Score -79879.27 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -79933.773438 Penalty: 681.587341 Iteration 2F: 3 clusters Score -79933.77 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -79966.835938 Penalty: 681.587341 Iteration 3Q: 3 clusters Score -79966.84 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -79995.703125 Penalty: 681.587341 Iteration 4Q: 3 clusters Score -79995.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -80021.765625 Penalty: 681.587341 Iteration 5Q: 3 clusters Score -80021.77 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -80044.195312 Penalty: 681.587341 Iteration 6Q: 3 clusters Score -80044.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -80075.148438 Penalty: 681.587341 Iteration 7Q: 3 clusters Score -80075.15 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -80115.460938 Penalty: 681.587341 Iteration 8Q: 3 clusters Score -80115.46 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -80176.460938 Penalty: 681.587341 Iteration 9Q: 3 clusters Score -80176.46 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -80260.867188 Penalty: 681.587341 Iteration 10F: 3 clusters Score -80260.87 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -80338.984375 Penalty: 681.587341 Iteration 11Q: 3 clusters Score -80338.98 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -80402.921875 Penalty: 681.587341 Iteration 12Q: 3 clusters Score -80402.92 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -80459.515625 Penalty: 681.587341 Iteration 13Q: 3 clusters Score -80459.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -80492.539062 Penalty: 681.587341 Iteration 14Q: 3 clusters Score -80492.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -80510.953125 Penalty: 681.587341 Iteration 15Q: 3 clusters Score -80510.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -80516.484375 Penalty: 681.587341 Iteration 16Q: 3 clusters Score -80516.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -80520.890625 Penalty: 681.587341 Iteration 17Q: 3 clusters Score -80520.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -80521.117188 Penalty: 681.587341 Iteration 18Q: 3 clusters Score -80521.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -80521.117188 Penalty: 681.587341 Iteration 19F: 3 clusters Score -80521.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Entering Unmasked Estep Score: -196472.468750 Penalty: 376.610687 Iteration 0F: 2 clusters Score -196472.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -193756.078125 Penalty: 753.221375 Iteration 0F: 3 clusters Score -193756.1 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -194746.078125 Penalty: 753.221375 Iteration 1F: 3 clusters Score -194746.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -194835.296875 Penalty: 753.221375 Iteration 2F: 3 clusters Score -194835.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -194921.218750 Penalty: 753.221375 Iteration 3Q: 3 clusters Score -194921.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -195013.109375 Penalty: 753.221375 Iteration 4Q: 3 clusters Score -195013.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -195100.984375 Penalty: 753.221375 Iteration 5Q: 3 clusters Score -195101 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -195183.031250 Penalty: 753.221375 Iteration 6Q: 3 clusters Score -195183 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -195262.312500 Penalty: 753.221375 Iteration 7Q: 3 clusters Score -195262.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -195337.468750 Penalty: 753.221375 Iteration 8Q: 3 clusters Score -195337.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -195433.265625 Penalty: 753.221375 Iteration 9Q: 3 clusters Score -195433.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -195557.156250 Penalty: 753.221375 Iteration 10Q: 3 clusters Score -195557.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -195714.093750 Penalty: 753.221375 Iteration 11F: 3 clusters Score -195714.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -195853.031250 Penalty: 753.221375 Iteration 12Q: 3 clusters Score -195853 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -195991.156250 Penalty: 753.221375 Iteration 13Q: 3 clusters Score -195991.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -196108.734375 Penalty: 753.221375 Iteration 14Q: 3 clusters Score -196108.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -196188.015625 Penalty: 753.221375 Iteration 15Q: 3 clusters Score -196188 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -196228.000000 Penalty: 753.221375 Iteration 16Q: 3 clusters Score -196228 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -196251.015625 Penalty: 753.221375 Iteration 17Q: 3 clusters Score -196251 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -196266.781250 Penalty: 753.221375 Iteration 18Q: 3 clusters Score -196266.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -196276.140625 Penalty: 753.221375 Iteration 19Q: 3 clusters Score -196276.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -196278.765625 Penalty: 753.221375 Iteration 20F: 3 clusters Score -196278.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -196287.468750 Penalty: 753.221375 Iteration 21Q: 3 clusters Score -196287.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -196292.656250 Penalty: 753.221375 Iteration 22Q: 3 clusters Score -196292.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -196295.859375 Penalty: 753.221375 Iteration 23Q: 3 clusters Score -196295.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -196296.359375 Penalty: 753.221375 Iteration 24Q: 3 clusters Score -196296.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -196298.343750 Penalty: 753.221375 Iteration 25Q: 3 clusters Score -196298.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -196299.234375 Penalty: 753.221375 Iteration 26Q: 3 clusters Score -196299.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -196299.968750 Penalty: 753.221375 Iteration 27Q: 3 clusters Score -196300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -196300.281250 Penalty: 753.221375 Iteration 28Q: 3 clusters Score -196300.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -196300.281250 Penalty: 753.221375 Iteration 29F: 3 clusters Score -196300.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (21321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21321 members Entering Unmasked Estep Score: -1029490.562500 Penalty: 453.518890 Iteration 0F: 2 clusters Score -1029491 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -1015266.437500 Penalty: 907.037781 Iteration 0F: 3 clusters Score -1015266 nChanged 10184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10073 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -1021506.937500 Penalty: 907.037781 Iteration 1F: 3 clusters Score -1021507 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9963 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -1022183.437500 Penalty: 907.037781 Iteration 2F: 3 clusters Score -1022183 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 11485 members Entering Unmasked Estep Score: -1023046.437500 Penalty: 907.037781 Iteration 3F: 3 clusters Score -1023046 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9673 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -1023961.000000 Penalty: 907.037781 Iteration 4F: 3 clusters Score -1023961 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -1024642.750000 Penalty: 907.037781 Iteration 5F: 3 clusters Score -1024643 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -1025106.937500 Penalty: 907.037781 Iteration 6Q: 3 clusters Score -1025107 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -1025390.000000 Penalty: 907.037781 Iteration 7Q: 3 clusters Score -1025390 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 13009 members Entering Unmasked Estep Score: -1025613.750000 Penalty: 907.037781 Iteration 8Q: 3 clusters Score -1025614 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -1025815.000000 Penalty: 907.037781 Iteration 9Q: 3 clusters Score -1025815 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -1025998.562500 Penalty: 907.037781 Iteration 10Q: 3 clusters Score -1025999 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 14331 members Entering Unmasked Estep Score: -1026184.062500 Penalty: 907.037781 Iteration 11Q: 3 clusters Score -1026184 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 14779 members Entering Unmasked Estep Score: -1026350.875000 Penalty: 907.037781 Iteration 12Q: 3 clusters Score -1026351 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 15219 members Entering Unmasked Estep Score: -1026508.562500 Penalty: 907.037781 Iteration 13Q: 3 clusters Score -1026509 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 15654 members Entering Unmasked Estep Score: -1026664.812500 Penalty: 907.037781 Iteration 14Q: 3 clusters Score -1026665 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -1026805.750000 Penalty: 907.037781 Iteration 15Q: 3 clusters Score -1026806 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -1026950.187500 Penalty: 907.037781 Iteration 16Q: 3 clusters Score -1026950 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -1027105.500000 Penalty: 907.037781 Iteration 17Q: 3 clusters Score -1027106 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 17273 members Entering Unmasked Estep Score: -1027290.062500 Penalty: 907.037781 Iteration 18Q: 3 clusters Score -1027290 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 17708 members Entering Unmasked Estep Score: -1027487.000000 Penalty: 907.037781 Iteration 19Q: 3 clusters Score -1027487 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 18117 members Entering Unmasked Estep Score: -1027673.812500 Penalty: 907.037781 Iteration 20F: 3 clusters Score -1027674 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 18490 members Entering Unmasked Estep Score: -1027846.187500 Penalty: 907.037781 Iteration 21Q: 3 clusters Score -1027846 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 18848 members Entering Unmasked Estep Score: -1028026.000000 Penalty: 907.037781 Iteration 22Q: 3 clusters Score -1028026 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 19201 members Entering Unmasked Estep Score: -1028208.375000 Penalty: 907.037781 Iteration 23Q: 3 clusters Score -1028208 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 19475 members Entering Unmasked Estep Score: -1028338.062500 Penalty: 907.037781 Iteration 24Q: 3 clusters Score -1028338 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 19730 members Entering Unmasked Estep Score: -1028454.375000 Penalty: 907.037781 Iteration 25Q: 3 clusters Score -1028454 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 19948 members Entering Unmasked Estep Score: -1028558.937500 Penalty: 907.037781 Iteration 26Q: 3 clusters Score -1028559 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 20156 members Entering Unmasked Estep Score: -1028660.250000 Penalty: 907.037781 Iteration 27Q: 3 clusters Score -1028660 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 20322 members Entering Unmasked Estep Score: -1028738.625000 Penalty: 907.037781 Iteration 28Q: 3 clusters Score -1028739 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 20460 members Entering Unmasked Estep Score: -1028798.500000 Penalty: 907.037781 Iteration 29Q: 3 clusters Score -1028798 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 20570 members Entering Unmasked Estep Score: -1028850.687500 Penalty: 907.037781 Iteration 30Q: 3 clusters Score -1028851 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 20671 members Entering Unmasked Estep Score: -1028898.687500 Penalty: 907.037781 Iteration 31Q: 3 clusters Score -1028899 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 20750 members Entering Unmasked Estep Score: -1028945.062500 Penalty: 907.037781 Iteration 32Q: 3 clusters Score -1028945 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 20824 members Entering Unmasked Estep Score: -1028996.812500 Penalty: 907.037781 Iteration 33Q: 3 clusters Score -1028997 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 20876 members Entering Unmasked Estep Score: -1029028.375000 Penalty: 907.037781 Iteration 34Q: 3 clusters Score -1029028 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 20922 members Entering Unmasked Estep Score: -1029049.125000 Penalty: 907.037781 Iteration 35Q: 3 clusters Score -1029049 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 20953 members Entering Unmasked Estep Score: -1029063.187500 Penalty: 907.037781 Iteration 36Q: 3 clusters Score -1029063 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 20978 members Entering Unmasked Estep Score: -1029079.750000 Penalty: 907.037781 Iteration 37Q: 3 clusters Score -1029080 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 21004 members Entering Unmasked Estep Score: -1029100.312500 Penalty: 907.037781 Iteration 38Q: 3 clusters Score -1029100 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 21021 members Entering Unmasked Estep Score: -1029108.750000 Penalty: 907.037781 Iteration 39Q: 3 clusters Score -1029109 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 21028 members Entering Unmasked Estep Score: -1029114.375000 Penalty: 907.037781 Iteration 40F: 3 clusters Score -1029114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 21035 members Entering Unmasked Estep Score: -1029116.437500 Penalty: 907.037781 Iteration 41Q: 3 clusters Score -1029116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 21041 members Entering Unmasked Estep Score: -1029118.375000 Penalty: 907.037781 Iteration 42Q: 3 clusters Score -1029118 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 21047 members Entering Unmasked Estep Score: -1029122.312500 Penalty: 907.037781 Iteration 43Q: 3 clusters Score -1029122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 21049 members Entering Unmasked Estep Score: -1029122.937500 Penalty: 907.037781 Iteration 44Q: 3 clusters Score -1029123 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 21055 members Entering Unmasked Estep Score: -1029123.312500 Penalty: 907.037781 Iteration 45Q: 3 clusters Score -1029123 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 21060 members Entering Unmasked Estep Score: -1029125.000000 Penalty: 907.037781 Iteration 46Q: 3 clusters Score -1029125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 21064 members Entering Unmasked Estep Score: -1029127.062500 Penalty: 907.037781 Iteration 47Q: 3 clusters Score -1029127 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -1029127.250000 Penalty: 907.037781 Iteration 48Q: 3 clusters Score -1029127 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 21065 members Entering Unmasked Estep Score: -1029127.250000 Penalty: 907.037781 Iteration 49F: 3 clusters Score -1029127 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (49222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49222 members Entering Unmasked Estep Score: -2579878.000000 Penalty: 491.586365 Iteration 0F: 2 clusters Score -2579878 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24673 members Mstep: Class 2 contains 24549 members Entering Unmasked Estep Score: -2546730.000000 Penalty: 983.172729 Iteration 0F: 3 clusters Score -2546730 nChanged 24018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27745 members Mstep: Class 2 contains 21477 members Entering Unmasked Estep Score: -2560924.000000 Penalty: 983.172729 Iteration 1F: 3 clusters Score -2560924 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29433 members Mstep: Class 2 contains 19789 members Entering Unmasked Estep Score: -2561809.250000 Penalty: 983.172729 Iteration 2Q: 3 clusters Score -2561809 nChanged 2747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31914 members Mstep: Class 2 contains 17308 members Entering Unmasked Estep Score: -2563305.000000 Penalty: 983.172729 Iteration 3F: 3 clusters Score -2563305 nChanged 3603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35333 members Mstep: Class 2 contains 13889 members Entering Unmasked Estep Score: -2565893.750000 Penalty: 983.172729 Iteration 4F: 3 clusters Score -2565894 nChanged 4282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39485 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -2569804.500000 Penalty: 983.172729 Iteration 5F: 3 clusters Score -2569804 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43592 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -2574201.500000 Penalty: 983.172729 Iteration 6F: 3 clusters Score -2574202 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46340 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -2577175.250000 Penalty: 983.172729 Iteration 7F: 3 clusters Score -2577175 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47598 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -2578530.500000 Penalty: 983.172729 Iteration 8Q: 3 clusters Score -2578530 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48032 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -2579030.500000 Penalty: 983.172729 Iteration 9Q: 3 clusters Score -2579030 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48221 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -2579218.250000 Penalty: 983.172729 Iteration 10Q: 3 clusters Score -2579218 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48333 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -2579304.750000 Penalty: 983.172729 Iteration 11Q: 3 clusters Score -2579305 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48418 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -2579356.000000 Penalty: 983.172729 Iteration 12Q: 3 clusters Score -2579356 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48481 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -2579384.250000 Penalty: 983.172729 Iteration 13Q: 3 clusters Score -2579384 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48521 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -2579394.250000 Penalty: 983.172729 Iteration 14Q: 3 clusters Score -2579394 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48559 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -2579406.250000 Penalty: 983.172729 Iteration 15Q: 3 clusters Score -2579406 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48600 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -2579413.250000 Penalty: 983.172729 Iteration 16Q: 3 clusters Score -2579413 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48629 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -2579419.750000 Penalty: 983.172729 Iteration 17Q: 3 clusters Score -2579420 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48658 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -2579431.750000 Penalty: 983.172729 Iteration 18Q: 3 clusters Score -2579432 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48683 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -2579441.250000 Penalty: 983.172729 Iteration 19Q: 3 clusters Score -2579441 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48695 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2579442.750000 Penalty: 983.172729 Iteration 20F: 3 clusters Score -2579443 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48702 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -2579443.000000 Penalty: 983.172729 Iteration 21Q: 3 clusters Score -2579443 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48713 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -2579445.750000 Penalty: 983.172729 Iteration 22Q: 3 clusters Score -2579446 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48727 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -2579446.000000 Penalty: 983.172729 Iteration 23Q: 3 clusters Score -2579446 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48741 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -2579450.500000 Penalty: 983.172729 Iteration 24Q: 3 clusters Score -2579450 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48759 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -2579459.500000 Penalty: 983.172729 Iteration 25Q: 3 clusters Score -2579460 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48770 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -2579462.750000 Penalty: 983.172729 Iteration 26Q: 3 clusters Score -2579463 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48779 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -2579468.750000 Penalty: 983.172729 Iteration 27Q: 3 clusters Score -2579469 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48783 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -2579470.500000 Penalty: 983.172729 Iteration 28Q: 3 clusters Score -2579470 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48787 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -2579470.750000 Penalty: 983.172729 Iteration 29Q: 3 clusters Score -2579471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48792 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -2579471.000000 Penalty: 983.172729 Iteration 30Q: 3 clusters Score -2579471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48797 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -2579469.750000 Penalty: 983.172729 Iteration 31Q: 3 clusters Score -2579470 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48804 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -2579471.000000 Penalty: 983.172729 Iteration 32Q: 3 clusters Score -2579471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48811 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -2579474.250000 Penalty: 983.172729 Iteration 33Q: 3 clusters Score -2579474 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48818 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -2579475.250000 Penalty: 983.172729 Iteration 34Q: 3 clusters Score -2579475 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48825 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -2579476.500000 Penalty: 983.172729 Iteration 35Q: 3 clusters Score -2579476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48829 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -2579478.750000 Penalty: 983.172729 Iteration 36Q: 3 clusters Score -2579479 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48834 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -2579477.250000 Penalty: 983.172729 Iteration 37Q: 3 clusters Score -2579477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48837 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -2579477.500000 Penalty: 983.172729 Iteration 38Q: 3 clusters Score -2579478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48842 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -2579477.250000 Penalty: 983.172729 Iteration 39Q: 3 clusters Score -2579477 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48845 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -2579480.500000 Penalty: 983.172729 Iteration 40F: 3 clusters Score -2579480 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48848 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -2579479.750000 Penalty: 983.172729 Iteration 41Q: 3 clusters Score -2579480 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48855 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -2579484.000000 Penalty: 983.172729 Iteration 42Q: 3 clusters Score -2579484 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48866 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -2579492.750000 Penalty: 983.172729 Iteration 43Q: 3 clusters Score -2579493 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48875 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -2579495.000000 Penalty: 983.172729 Iteration 44Q: 3 clusters Score -2579495 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48883 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -2579493.000000 Penalty: 983.172729 Iteration 45Q: 3 clusters Score -2579493 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48887 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -2579495.000000 Penalty: 983.172729 Iteration 46Q: 3 clusters Score -2579495 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48893 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -2579494.000000 Penalty: 983.172729 Iteration 47Q: 3 clusters Score -2579494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48895 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -2579495.000000 Penalty: 983.172729 Iteration 48Q: 3 clusters Score -2579495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48897 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -2579497.500000 Penalty: 983.172729 Iteration 49Q: 3 clusters Score -2579498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48900 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -2579497.750000 Penalty: 983.172729 Iteration 50Q: 3 clusters Score -2579498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48900 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -2579497.750000 Penalty: 983.172729 Iteration 51F: 3 clusters Score -2579498 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Entering Unmasked Estep Score: -130030.960938 Penalty: 355.389496 Iteration 0F: 2 clusters Score -130031 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -128300.203125 Penalty: 710.778992 Iteration 0F: 3 clusters Score -128300.2 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -128841.335938 Penalty: 710.778992 Iteration 1F: 3 clusters Score -128841.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -128933.734375 Penalty: 710.778992 Iteration 2F: 3 clusters Score -128933.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -129052.875000 Penalty: 710.778992 Iteration 3F: 3 clusters Score -129052.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -129180.851562 Penalty: 710.778992 Iteration 4F: 3 clusters Score -129180.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -129294.343750 Penalty: 710.778992 Iteration 5F: 3 clusters Score -129294.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -129382.484375 Penalty: 710.778992 Iteration 6Q: 3 clusters Score -129382.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -129450.609375 Penalty: 710.778992 Iteration 7Q: 3 clusters Score -129450.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -129524.468750 Penalty: 710.778992 Iteration 8Q: 3 clusters Score -129524.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -129566.296875 Penalty: 710.778992 Iteration 9Q: 3 clusters Score -129566.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -129593.640625 Penalty: 710.778992 Iteration 10Q: 3 clusters Score -129593.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -129614.773438 Penalty: 710.778992 Iteration 11Q: 3 clusters Score -129614.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -129638.710938 Penalty: 710.778992 Iteration 12Q: 3 clusters Score -129638.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -129662.421875 Penalty: 710.778992 Iteration 13Q: 3 clusters Score -129662.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -129676.718750 Penalty: 710.778992 Iteration 14Q: 3 clusters Score -129676.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -129694.585938 Penalty: 710.778992 Iteration 15Q: 3 clusters Score -129694.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -129708.484375 Penalty: 710.778992 Iteration 16Q: 3 clusters Score -129708.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -129715.351562 Penalty: 710.778992 Iteration 17Q: 3 clusters Score -129715.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -129719.726562 Penalty: 710.778992 Iteration 18Q: 3 clusters Score -129719.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -129725.343750 Penalty: 710.778992 Iteration 19Q: 3 clusters Score -129725.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -129729.203125 Penalty: 710.778992 Iteration 20F: 3 clusters Score -129729.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -129740.539062 Penalty: 710.778992 Iteration 21Q: 3 clusters Score -129740.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -129748.648438 Penalty: 710.778992 Iteration 22Q: 3 clusters Score -129748.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -129756.148438 Penalty: 710.778992 Iteration 23Q: 3 clusters Score -129756.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -129765.578125 Penalty: 710.778992 Iteration 24Q: 3 clusters Score -129765.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -129770.734375 Penalty: 710.778992 Iteration 25Q: 3 clusters Score -129770.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -129776.734375 Penalty: 710.778992 Iteration 26Q: 3 clusters Score -129776.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -129781.898438 Penalty: 710.778992 Iteration 27Q: 3 clusters Score -129781.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -129786.570312 Penalty: 710.778992 Iteration 28Q: 3 clusters Score -129786.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -129788.125000 Penalty: 710.778992 Iteration 29Q: 3 clusters Score -129788.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -129789.429688 Penalty: 710.778992 Iteration 30Q: 3 clusters Score -129789.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -129790.710938 Penalty: 710.778992 Iteration 31Q: 3 clusters Score -129790.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -129792.976562 Penalty: 710.778992 Iteration 32Q: 3 clusters Score -129793 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -129794.984375 Penalty: 710.778992 Iteration 33Q: 3 clusters Score -129795 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -129797.734375 Penalty: 710.778992 Iteration 34Q: 3 clusters Score -129797.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -129799.039062 Penalty: 710.778992 Iteration 35Q: 3 clusters Score -129799 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -129799.796875 Penalty: 710.778992 Iteration 36Q: 3 clusters Score -129799.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -129801.109375 Penalty: 710.778992 Iteration 37Q: 3 clusters Score -129801.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -129805.656250 Penalty: 710.778992 Iteration 38Q: 3 clusters Score -129805.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -129809.359375 Penalty: 710.778992 Iteration 39Q: 3 clusters Score -129809.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -129810.765625 Penalty: 710.778992 Iteration 40F: 3 clusters Score -129810.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -129810.945312 Penalty: 710.778992 Iteration 41Q: 3 clusters Score -129810.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -129810.945312 Penalty: 710.778992 Iteration 42F: 3 clusters Score -129810.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Entering Unmasked Estep Score: -109680.539062 Penalty: 351.139496 Iteration 0F: 2 clusters Score -109680.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -108050.218750 Penalty: 702.278992 Iteration 0F: 3 clusters Score -108050.2 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -108572.351562 Penalty: 702.278992 Iteration 1F: 3 clusters Score -108572.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -108673.804688 Penalty: 702.278992 Iteration 2F: 3 clusters Score -108673.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -108775.968750 Penalty: 702.278992 Iteration 3F: 3 clusters Score -108776 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -108875.156250 Penalty: 702.278992 Iteration 4F: 3 clusters Score -108875.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -108980.375000 Penalty: 702.278992 Iteration 5F: 3 clusters Score -108980.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -109074.320312 Penalty: 702.278992 Iteration 6F: 3 clusters Score -109074.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -109144.625000 Penalty: 702.278992 Iteration 7Q: 3 clusters Score -109144.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -109219.234375 Penalty: 702.278992 Iteration 8Q: 3 clusters Score -109219.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -109276.679688 Penalty: 702.278992 Iteration 9Q: 3 clusters Score -109276.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -109314.585938 Penalty: 702.278992 Iteration 10Q: 3 clusters Score -109314.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -109336.726562 Penalty: 702.278992 Iteration 11Q: 3 clusters Score -109336.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -109355.195312 Penalty: 702.278992 Iteration 12Q: 3 clusters Score -109355.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -109369.156250 Penalty: 702.278992 Iteration 13Q: 3 clusters Score -109369.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -109383.546875 Penalty: 702.278992 Iteration 14Q: 3 clusters Score -109383.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -109397.984375 Penalty: 702.278992 Iteration 15Q: 3 clusters Score -109398 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -109415.648438 Penalty: 702.278992 Iteration 16Q: 3 clusters Score -109415.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -109426.937500 Penalty: 702.278992 Iteration 17Q: 3 clusters Score -109426.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -109435.859375 Penalty: 702.278992 Iteration 18Q: 3 clusters Score -109435.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -109442.921875 Penalty: 702.278992 Iteration 19Q: 3 clusters Score -109442.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -109448.960938 Penalty: 702.278992 Iteration 20F: 3 clusters Score -109449 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -109454.578125 Penalty: 702.278992 Iteration 21Q: 3 clusters Score -109454.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -109457.000000 Penalty: 702.278992 Iteration 22Q: 3 clusters Score -109457 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -109458.625000 Penalty: 702.278992 Iteration 23Q: 3 clusters Score -109458.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -109459.031250 Penalty: 702.278992 Iteration 24Q: 3 clusters Score -109459 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -109459.500000 Penalty: 702.278992 Iteration 25Q: 3 clusters Score -109459.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -109460.343750 Penalty: 702.278992 Iteration 26Q: 3 clusters Score -109460.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -109460.929688 Penalty: 702.278992 Iteration 27Q: 3 clusters Score -109460.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -109461.835938 Penalty: 702.278992 Iteration 28Q: 3 clusters Score -109461.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -109462.187500 Penalty: 702.278992 Iteration 29Q: 3 clusters Score -109462.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -109462.390625 Penalty: 702.278992 Iteration 30Q: 3 clusters Score -109462.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -109462.507812 Penalty: 702.278992 Iteration 31Q: 3 clusters Score -109462.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -109462.554688 Penalty: 702.278992 Iteration 32Q: 3 clusters Score -109462.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -109462.625000 Penalty: 702.278992 Iteration 33Q: 3 clusters Score -109462.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -109462.921875 Penalty: 702.278992 Iteration 34Q: 3 clusters Score -109462.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -109463.343750 Penalty: 702.278992 Iteration 35Q: 3 clusters Score -109463.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -109463.406250 Penalty: 702.278992 Iteration 36Q: 3 clusters Score -109463.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -109463.406250 Penalty: 702.278992 Iteration 37F: 3 clusters Score -109463.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -19469.097656 Penalty: 278.373413 Iteration 0F: 2 clusters Score -19469.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -19032.521484 Penalty: 556.746826 Iteration 0F: 3 clusters Score -19032.52 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -19320.871094 Penalty: 556.746826 Iteration 1F: 3 clusters Score -19320.87 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -19599.478516 Penalty: 556.746826 Iteration 2F: 3 clusters Score -19599.48 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -19738.904297 Penalty: 556.746826 Iteration 3F: 3 clusters Score -19738.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -19798.228516 Penalty: 556.746826 Iteration 4Q: 3 clusters Score -19798.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -19848.029297 Penalty: 556.746826 Iteration 5Q: 3 clusters Score -19848.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -19858.722656 Penalty: 556.746826 Iteration 6Q: 3 clusters Score -19858.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -19859.781250 Penalty: 556.746826 Iteration 7Q: 3 clusters Score -19859.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -19860.041016 Penalty: 556.746826 Iteration 8Q: 3 clusters Score -19860.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -19860.318359 Penalty: 556.746826 Iteration 9Q: 3 clusters Score -19860.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -19860.318359 Penalty: 556.746826 Iteration 10F: 3 clusters Score -19860.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49222 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 112 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28620 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200919 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150856 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 342 members Entering Unmasked Estep Score: -24241750.000000 Penalty: 14939.587891 Splitting cluster 7 changes total score from -24241664.000000 to -24241750.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 8 (2680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Entering Unmasked Estep Score: -143393.078125 Penalty: 359.157532 Iteration 0F: 2 clusters Score -143393.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -141578.765625 Penalty: 718.315063 Iteration 0F: 3 clusters Score -141578.8 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -142167.906250 Penalty: 718.315063 Iteration 1F: 3 clusters Score -142167.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -142249.390625 Penalty: 718.315063 Iteration 2F: 3 clusters Score -142249.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -142339.968750 Penalty: 718.315063 Iteration 3F: 3 clusters Score -142340 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -142439.421875 Penalty: 718.315063 Iteration 4F: 3 clusters Score -142439.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -142528.062500 Penalty: 718.315063 Iteration 5F: 3 clusters Score -142528.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -142583.062500 Penalty: 718.315063 Iteration 6Q: 3 clusters Score -142583.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -142607.187500 Penalty: 718.315063 Iteration 7Q: 3 clusters Score -142607.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -142621.109375 Penalty: 718.315063 Iteration 8Q: 3 clusters Score -142621.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -142631.000000 Penalty: 718.315063 Iteration 9Q: 3 clusters Score -142631 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -142636.593750 Penalty: 718.315063 Iteration 10Q: 3 clusters Score -142636.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -142646.703125 Penalty: 718.315063 Iteration 11Q: 3 clusters Score -142646.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -142658.796875 Penalty: 718.315063 Iteration 12Q: 3 clusters Score -142658.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -142669.453125 Penalty: 718.315063 Iteration 13Q: 3 clusters Score -142669.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -142677.546875 Penalty: 718.315063 Iteration 14Q: 3 clusters Score -142677.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -142684.171875 Penalty: 718.315063 Iteration 15Q: 3 clusters Score -142684.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -142691.546875 Penalty: 718.315063 Iteration 16Q: 3 clusters Score -142691.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -142698.281250 Penalty: 718.315063 Iteration 17Q: 3 clusters Score -142698.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -142705.828125 Penalty: 718.315063 Iteration 18Q: 3 clusters Score -142705.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -142715.750000 Penalty: 718.315063 Iteration 19Q: 3 clusters Score -142715.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -142722.750000 Penalty: 718.315063 Iteration 20F: 3 clusters Score -142722.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -142726.687500 Penalty: 718.315063 Iteration 21Q: 3 clusters Score -142726.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -142729.343750 Penalty: 718.315063 Iteration 22Q: 3 clusters Score -142729.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -142734.343750 Penalty: 718.315063 Iteration 23Q: 3 clusters Score -142734.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -142739.046875 Penalty: 718.315063 Iteration 24Q: 3 clusters Score -142739 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -142745.703125 Penalty: 718.315063 Iteration 25Q: 3 clusters Score -142745.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -142752.765625 Penalty: 718.315063 Iteration 26Q: 3 clusters Score -142752.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -142761.953125 Penalty: 718.315063 Iteration 27Q: 3 clusters Score -142762 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -142770.125000 Penalty: 718.315063 Iteration 28Q: 3 clusters Score -142770.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -142777.312500 Penalty: 718.315063 Iteration 29Q: 3 clusters Score -142777.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -142788.515625 Penalty: 718.315063 Iteration 30Q: 3 clusters Score -142788.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -142804.734375 Penalty: 718.315063 Iteration 31Q: 3 clusters Score -142804.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -142815.390625 Penalty: 718.315063 Iteration 32Q: 3 clusters Score -142815.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -142822.625000 Penalty: 718.315063 Iteration 33Q: 3 clusters Score -142822.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -142829.015625 Penalty: 718.315063 Iteration 34Q: 3 clusters Score -142829 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -142837.390625 Penalty: 718.315063 Iteration 35Q: 3 clusters Score -142837.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -142843.656250 Penalty: 718.315063 Iteration 36Q: 3 clusters Score -142843.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -142850.734375 Penalty: 718.315063 Iteration 37Q: 3 clusters Score -142850.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -142857.906250 Penalty: 718.315063 Iteration 38Q: 3 clusters Score -142857.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -142866.562500 Penalty: 718.315063 Iteration 39Q: 3 clusters Score -142866.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -142877.015625 Penalty: 718.315063 Iteration 40F: 3 clusters Score -142877 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -142884.937500 Penalty: 718.315063 Iteration 41Q: 3 clusters Score -142884.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -142893.859375 Penalty: 718.315063 Iteration 42Q: 3 clusters Score -142893.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -142898.656250 Penalty: 718.315063 Iteration 43Q: 3 clusters Score -142898.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -142903.031250 Penalty: 718.315063 Iteration 44Q: 3 clusters Score -142903 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -142906.859375 Penalty: 718.315063 Iteration 45Q: 3 clusters Score -142906.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -142908.609375 Penalty: 718.315063 Iteration 46Q: 3 clusters Score -142908.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -142910.593750 Penalty: 718.315063 Iteration 47Q: 3 clusters Score -142910.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -142913.765625 Penalty: 718.315063 Iteration 48Q: 3 clusters Score -142913.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -142919.140625 Penalty: 718.315063 Iteration 49Q: 3 clusters Score -142919.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -142925.671875 Penalty: 718.315063 Iteration 50Q: 3 clusters Score -142925.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -142931.953125 Penalty: 718.315063 Iteration 51Q: 3 clusters Score -142932 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -142937.156250 Penalty: 718.315063 Iteration 52Q: 3 clusters Score -142937.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -142941.515625 Penalty: 718.315063 Iteration 53Q: 3 clusters Score -142941.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -142944.187500 Penalty: 718.315063 Iteration 54Q: 3 clusters Score -142944.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -142945.843750 Penalty: 718.315063 Iteration 55Q: 3 clusters Score -142945.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -142948.515625 Penalty: 718.315063 Iteration 56Q: 3 clusters Score -142948.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -142952.312500 Penalty: 718.315063 Iteration 57Q: 3 clusters Score -142952.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -142954.843750 Penalty: 718.315063 Iteration 58Q: 3 clusters Score -142954.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -142959.906250 Penalty: 718.315063 Iteration 59Q: 3 clusters Score -142959.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -142968.203125 Penalty: 718.315063 Iteration 60F: 3 clusters Score -142968.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -142976.328125 Penalty: 718.315063 Iteration 61Q: 3 clusters Score -142976.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -142979.921875 Penalty: 718.315063 Iteration 62Q: 3 clusters Score -142979.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -142984.718750 Penalty: 718.315063 Iteration 63Q: 3 clusters Score -142984.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -142989.250000 Penalty: 718.315063 Iteration 64Q: 3 clusters Score -142989.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -142997.468750 Penalty: 718.315063 Iteration 65Q: 3 clusters Score -142997.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -143005.843750 Penalty: 718.315063 Iteration 66Q: 3 clusters Score -143005.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -143009.281250 Penalty: 718.315063 Iteration 67Q: 3 clusters Score -143009.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -143010.906250 Penalty: 718.315063 Iteration 68Q: 3 clusters Score -143010.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -143012.375000 Penalty: 718.315063 Iteration 69Q: 3 clusters Score -143012.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -143015.250000 Penalty: 718.315063 Iteration 70Q: 3 clusters Score -143015.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -143016.562500 Penalty: 718.315063 Iteration 71Q: 3 clusters Score -143016.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -143019.046875 Penalty: 718.315063 Iteration 72Q: 3 clusters Score -143019 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -143023.046875 Penalty: 718.315063 Iteration 73Q: 3 clusters Score -143023 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -143028.500000 Penalty: 718.315063 Iteration 74Q: 3 clusters Score -143028.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -143033.234375 Penalty: 718.315063 Iteration 75Q: 3 clusters Score -143033.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -143038.953125 Penalty: 718.315063 Iteration 76Q: 3 clusters Score -143039 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -143044.218750 Penalty: 718.315063 Iteration 77Q: 3 clusters Score -143044.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -143047.953125 Penalty: 718.315063 Iteration 78Q: 3 clusters Score -143048 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -143049.562500 Penalty: 718.315063 Iteration 79Q: 3 clusters Score -143049.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -143052.562500 Penalty: 718.315063 Iteration 80F: 3 clusters Score -143052.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -143058.640625 Penalty: 718.315063 Iteration 81Q: 3 clusters Score -143058.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -143066.718750 Penalty: 718.315063 Iteration 82Q: 3 clusters Score -143066.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -143072.187500 Penalty: 718.315063 Iteration 83Q: 3 clusters Score -143072.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -143077.796875 Penalty: 718.315063 Iteration 84Q: 3 clusters Score -143077.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -143080.468750 Penalty: 718.315063 Iteration 85Q: 3 clusters Score -143080.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -143082.875000 Penalty: 718.315063 Iteration 86Q: 3 clusters Score -143082.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -143085.093750 Penalty: 718.315063 Iteration 87Q: 3 clusters Score -143085.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -143087.562500 Penalty: 718.315063 Iteration 88Q: 3 clusters Score -143087.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -143089.296875 Penalty: 718.315063 Iteration 89Q: 3 clusters Score -143089.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -143092.359375 Penalty: 718.315063 Iteration 90Q: 3 clusters Score -143092.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -143094.781250 Penalty: 718.315063 Iteration 91Q: 3 clusters Score -143094.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -143096.484375 Penalty: 718.315063 Iteration 92Q: 3 clusters Score -143096.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -143098.203125 Penalty: 718.315063 Iteration 93Q: 3 clusters Score -143098.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -143099.406250 Penalty: 718.315063 Iteration 94Q: 3 clusters Score -143099.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -143100.156250 Penalty: 718.315063 Iteration 95Q: 3 clusters Score -143100.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -143100.625000 Penalty: 718.315063 Iteration 96Q: 3 clusters Score -143100.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -143100.625000 Penalty: 718.315063 Iteration 97F: 3 clusters Score -143100.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (17234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17234 members Entering Unmasked Estep Score: -888062.937500 Penalty: 443.836090 Iteration 0F: 2 clusters Score -888062.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -876461.375000 Penalty: 887.672180 Iteration 0F: 3 clusters Score -876461.4 nChanged 8181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -881244.250000 Penalty: 887.672180 Iteration 1F: 3 clusters Score -881244.2 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6896 members Mstep: Class 2 contains 10338 members Entering Unmasked Estep Score: -881575.812500 Penalty: 887.672180 Iteration 2Q: 3 clusters Score -881575.8 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -882111.187500 Penalty: 887.672180 Iteration 3F: 3 clusters Score -882111.2 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -883045.312500 Penalty: 887.672180 Iteration 4F: 3 clusters Score -883045.3 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -884367.000000 Penalty: 887.672180 Iteration 5F: 3 clusters Score -884367 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 15058 members Entering Unmasked Estep Score: -885704.937500 Penalty: 887.672180 Iteration 6F: 3 clusters Score -885704.9 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 16014 members Entering Unmasked Estep Score: -886646.812500 Penalty: 887.672180 Iteration 7F: 3 clusters Score -886646.8 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 16594 members Entering Unmasked Estep Score: -887177.875000 Penalty: 887.672180 Iteration 8Q: 3 clusters Score -887177.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 16908 members Entering Unmasked Estep Score: -887441.937500 Penalty: 887.672180 Iteration 9Q: 3 clusters Score -887441.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 17047 members Entering Unmasked Estep Score: -887568.750000 Penalty: 887.672180 Iteration 10Q: 3 clusters Score -887568.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 17101 members Entering Unmasked Estep Score: -887627.062500 Penalty: 887.672180 Iteration 11Q: 3 clusters Score -887627.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 17121 members Entering Unmasked Estep Score: -887650.000000 Penalty: 887.672180 Iteration 12Q: 3 clusters Score -887650 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 17131 members Entering Unmasked Estep Score: -887669.937500 Penalty: 887.672180 Iteration 13Q: 3 clusters Score -887669.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 17138 members Entering Unmasked Estep Score: -887681.625000 Penalty: 887.672180 Iteration 14Q: 3 clusters Score -887681.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 17139 members Entering Unmasked Estep Score: -887692.250000 Penalty: 887.672180 Iteration 15Q: 3 clusters Score -887692.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 17141 members Entering Unmasked Estep Score: -887699.250000 Penalty: 887.672180 Iteration 16Q: 3 clusters Score -887699.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 17141 members Entering Unmasked Estep Score: -887705.187500 Penalty: 887.672180 Iteration 17Q: 3 clusters Score -887705.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 17143 members Entering Unmasked Estep Score: -887708.062500 Penalty: 887.672180 Iteration 18Q: 3 clusters Score -887708.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -887707.812500 Penalty: 887.672180 Iteration 19Q: 3 clusters Score -887707.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -887707.812500 Penalty: 887.672180 Iteration 20F: 3 clusters Score -887707.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Entering Unmasked Estep Score: -145476.281250 Penalty: 364.967163 Iteration 0F: 2 clusters Score -145476.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -143369.562500 Penalty: 729.934326 Iteration 0F: 3 clusters Score -143369.6 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -144175.875000 Penalty: 729.934326 Iteration 1F: 3 clusters Score -144175.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -144330.281250 Penalty: 729.934326 Iteration 2F: 3 clusters Score -144330.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -144485.859375 Penalty: 729.934326 Iteration 3F: 3 clusters Score -144485.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -144592.125000 Penalty: 729.934326 Iteration 4F: 3 clusters Score -144592.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -144675.703125 Penalty: 729.934326 Iteration 5Q: 3 clusters Score -144675.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -144752.218750 Penalty: 729.934326 Iteration 6Q: 3 clusters Score -144752.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -144825.359375 Penalty: 729.934326 Iteration 7Q: 3 clusters Score -144825.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -144886.828125 Penalty: 729.934326 Iteration 8Q: 3 clusters Score -144886.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -144938.078125 Penalty: 729.934326 Iteration 9Q: 3 clusters Score -144938.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -144965.109375 Penalty: 729.934326 Iteration 10Q: 3 clusters Score -144965.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -144983.000000 Penalty: 729.934326 Iteration 11Q: 3 clusters Score -144983 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -144993.515625 Penalty: 729.934326 Iteration 12Q: 3 clusters Score -144993.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -144998.281250 Penalty: 729.934326 Iteration 13Q: 3 clusters Score -144998.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -145002.125000 Penalty: 729.934326 Iteration 14Q: 3 clusters Score -145002.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -145005.921875 Penalty: 729.934326 Iteration 15Q: 3 clusters Score -145005.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -145010.562500 Penalty: 729.934326 Iteration 16Q: 3 clusters Score -145010.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -145012.578125 Penalty: 729.934326 Iteration 17Q: 3 clusters Score -145012.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -145014.187500 Penalty: 729.934326 Iteration 18Q: 3 clusters Score -145014.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -145015.906250 Penalty: 729.934326 Iteration 19Q: 3 clusters Score -145015.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -145019.062500 Penalty: 729.934326 Iteration 20F: 3 clusters Score -145019.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -145022.859375 Penalty: 729.934326 Iteration 21Q: 3 clusters Score -145022.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -145028.843750 Penalty: 729.934326 Iteration 22Q: 3 clusters Score -145028.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -145035.140625 Penalty: 729.934326 Iteration 23Q: 3 clusters Score -145035.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -145043.796875 Penalty: 729.934326 Iteration 24Q: 3 clusters Score -145043.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -145058.156250 Penalty: 729.934326 Iteration 25Q: 3 clusters Score -145058.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -145076.328125 Penalty: 729.934326 Iteration 26Q: 3 clusters Score -145076.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -145093.140625 Penalty: 729.934326 Iteration 27Q: 3 clusters Score -145093.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -145113.687500 Penalty: 729.934326 Iteration 28Q: 3 clusters Score -145113.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -145138.687500 Penalty: 729.934326 Iteration 29Q: 3 clusters Score -145138.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -145173.968750 Penalty: 729.934326 Iteration 30Q: 3 clusters Score -145174 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -145199.843750 Penalty: 729.934326 Iteration 31Q: 3 clusters Score -145199.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -145213.671875 Penalty: 729.934326 Iteration 32Q: 3 clusters Score -145213.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -145218.359375 Penalty: 729.934326 Iteration 33Q: 3 clusters Score -145218.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -145221.578125 Penalty: 729.934326 Iteration 34Q: 3 clusters Score -145221.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -145225.562500 Penalty: 729.934326 Iteration 35Q: 3 clusters Score -145225.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -145227.718750 Penalty: 729.934326 Iteration 36Q: 3 clusters Score -145227.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -145230.500000 Penalty: 729.934326 Iteration 37Q: 3 clusters Score -145230.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -145232.265625 Penalty: 729.934326 Iteration 38Q: 3 clusters Score -145232.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -145234.875000 Penalty: 729.934326 Iteration 39Q: 3 clusters Score -145234.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -145237.406250 Penalty: 729.934326 Iteration 40F: 3 clusters Score -145237.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -145239.578125 Penalty: 729.934326 Iteration 41Q: 3 clusters Score -145239.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -145240.687500 Penalty: 729.934326 Iteration 42Q: 3 clusters Score -145240.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -145241.359375 Penalty: 729.934326 Iteration 43Q: 3 clusters Score -145241.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -145241.781250 Penalty: 729.934326 Iteration 44Q: 3 clusters Score -145241.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -145241.718750 Penalty: 729.934326 Iteration 45Q: 3 clusters Score -145241.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -145241.984375 Penalty: 729.934326 Iteration 46Q: 3 clusters Score -145242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -145241.984375 Penalty: 729.934326 Iteration 47F: 3 clusters Score -145242 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (28620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28620 members Entering Unmasked Estep Score: -1342345.875000 Penalty: 466.914673 Iteration 0F: 2 clusters Score -1342346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14322 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -1323127.375000 Penalty: 933.829346 Iteration 0F: 3 clusters Score -1323127 nChanged 13789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14409 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -1331078.125000 Penalty: 933.829346 Iteration 1F: 3 clusters Score -1331078 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -1331440.625000 Penalty: 933.829346 Iteration 2Q: 3 clusters Score -1331441 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 14207 members Entering Unmasked Estep Score: -1331979.000000 Penalty: 933.829346 Iteration 3Q: 3 clusters Score -1331979 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14493 members Mstep: Class 2 contains 14127 members Entering Unmasked Estep Score: -1332899.000000 Penalty: 933.829346 Iteration 4F: 3 clusters Score -1332899 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14673 members Mstep: Class 2 contains 13947 members Entering Unmasked Estep Score: -1334316.375000 Penalty: 933.829346 Iteration 5F: 3 clusters Score -1334316 nChanged 1960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14833 members Mstep: Class 2 contains 13787 members Entering Unmasked Estep Score: -1335888.875000 Penalty: 933.829346 Iteration 6F: 3 clusters Score -1335889 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14926 members Mstep: Class 2 contains 13694 members Entering Unmasked Estep Score: -1336827.000000 Penalty: 933.829346 Iteration 7F: 3 clusters Score -1336827 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14962 members Mstep: Class 2 contains 13658 members Entering Unmasked Estep Score: -1337102.500000 Penalty: 933.829346 Iteration 8Q: 3 clusters Score -1337102 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14986 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -1337191.000000 Penalty: 933.829346 Iteration 9Q: 3 clusters Score -1337191 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14970 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -1337256.500000 Penalty: 933.829346 Iteration 10Q: 3 clusters Score -1337256 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14985 members Mstep: Class 2 contains 13635 members Entering Unmasked Estep Score: -1337303.750000 Penalty: 933.829346 Iteration 11Q: 3 clusters Score -1337304 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14986 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -1337352.250000 Penalty: 933.829346 Iteration 12Q: 3 clusters Score -1337352 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14973 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -1337408.125000 Penalty: 933.829346 Iteration 13Q: 3 clusters Score -1337408 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 13652 members Entering Unmasked Estep Score: -1337476.250000 Penalty: 933.829346 Iteration 14Q: 3 clusters Score -1337476 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14970 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -1337537.625000 Penalty: 933.829346 Iteration 15Q: 3 clusters Score -1337538 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -1337599.625000 Penalty: 933.829346 Iteration 16Q: 3 clusters Score -1337600 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15003 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -1337665.250000 Penalty: 933.829346 Iteration 17Q: 3 clusters Score -1337665 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -1337731.125000 Penalty: 933.829346 Iteration 18Q: 3 clusters Score -1337731 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -1337779.000000 Penalty: 933.829346 Iteration 19Q: 3 clusters Score -1337779 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15121 members Mstep: Class 2 contains 13499 members Entering Unmasked Estep Score: -1337830.875000 Penalty: 933.829346 Iteration 20F: 3 clusters Score -1337831 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -1337887.875000 Penalty: 933.829346 Iteration 21Q: 3 clusters Score -1337888 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15239 members Mstep: Class 2 contains 13381 members Entering Unmasked Estep Score: -1337931.750000 Penalty: 933.829346 Iteration 22Q: 3 clusters Score -1337932 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15329 members Mstep: Class 2 contains 13291 members Entering Unmasked Estep Score: -1337980.000000 Penalty: 933.829346 Iteration 23Q: 3 clusters Score -1337980 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -1338021.875000 Penalty: 933.829346 Iteration 24Q: 3 clusters Score -1338022 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15525 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -1338068.625000 Penalty: 933.829346 Iteration 25Q: 3 clusters Score -1338069 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15653 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -1338124.000000 Penalty: 933.829346 Iteration 26Q: 3 clusters Score -1338124 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15792 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -1338166.375000 Penalty: 933.829346 Iteration 27Q: 3 clusters Score -1338166 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15943 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -1338215.875000 Penalty: 933.829346 Iteration 28Q: 3 clusters Score -1338216 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16107 members Mstep: Class 2 contains 12513 members Entering Unmasked Estep Score: -1338259.375000 Penalty: 933.829346 Iteration 29Q: 3 clusters Score -1338259 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16255 members Mstep: Class 2 contains 12365 members Entering Unmasked Estep Score: -1338291.750000 Penalty: 933.829346 Iteration 30Q: 3 clusters Score -1338292 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16413 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -1338331.000000 Penalty: 933.829346 Iteration 31Q: 3 clusters Score -1338331 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16573 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -1338353.750000 Penalty: 933.829346 Iteration 32Q: 3 clusters Score -1338354 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16759 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1338394.875000 Penalty: 933.829346 Iteration 33Q: 3 clusters Score -1338395 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -1338440.625000 Penalty: 933.829346 Iteration 34Q: 3 clusters Score -1338441 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 11425 members Entering Unmasked Estep Score: -1338470.375000 Penalty: 933.829346 Iteration 35Q: 3 clusters Score -1338470 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17431 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -1338509.250000 Penalty: 933.829346 Iteration 36Q: 3 clusters Score -1338509 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17664 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -1338553.750000 Penalty: 933.829346 Iteration 37Q: 3 clusters Score -1338554 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17925 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -1338603.625000 Penalty: 933.829346 Iteration 38Q: 3 clusters Score -1338604 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18194 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -1338658.500000 Penalty: 933.829346 Iteration 39Q: 3 clusters Score -1338658 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -1338713.875000 Penalty: 933.829346 Iteration 40F: 3 clusters Score -1338714 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18766 members Mstep: Class 2 contains 9854 members Entering Unmasked Estep Score: -1338772.125000 Penalty: 933.829346 Iteration 41Q: 3 clusters Score -1338772 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19079 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -1338844.375000 Penalty: 933.829346 Iteration 42Q: 3 clusters Score -1338844 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19426 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -1338925.000000 Penalty: 933.829346 Iteration 43Q: 3 clusters Score -1338925 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19764 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -1339008.250000 Penalty: 933.829346 Iteration 44Q: 3 clusters Score -1339008 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1339106.000000 Penalty: 933.829346 Iteration 45Q: 3 clusters Score -1339106 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20528 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -1339227.875000 Penalty: 933.829346 Iteration 46Q: 3 clusters Score -1339228 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20966 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1339366.500000 Penalty: 933.829346 Iteration 47Q: 3 clusters Score -1339366 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21389 members Mstep: Class 2 contains 7231 members Entering Unmasked Estep Score: -1339497.375000 Penalty: 933.829346 Iteration 48Q: 3 clusters Score -1339497 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21789 members Mstep: Class 2 contains 6831 members Entering Unmasked Estep Score: -1339630.375000 Penalty: 933.829346 Iteration 49Q: 3 clusters Score -1339630 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1339766.625000 Penalty: 933.829346 Iteration 50Q: 3 clusters Score -1339767 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22611 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -1339904.625000 Penalty: 933.829346 Iteration 51Q: 3 clusters Score -1339905 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23012 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1340047.375000 Penalty: 933.829346 Iteration 52Q: 3 clusters Score -1340047 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23428 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1340214.125000 Penalty: 933.829346 Iteration 53Q: 3 clusters Score -1340214 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23833 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -1340364.875000 Penalty: 933.829346 Iteration 54Q: 3 clusters Score -1340365 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24218 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1340508.125000 Penalty: 933.829346 Iteration 55Q: 3 clusters Score -1340508 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24588 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1340657.750000 Penalty: 933.829346 Iteration 56Q: 3 clusters Score -1340658 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24946 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1340806.125000 Penalty: 933.829346 Iteration 57Q: 3 clusters Score -1340806 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25295 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1340940.625000 Penalty: 933.829346 Iteration 58Q: 3 clusters Score -1340941 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25592 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -1341049.250000 Penalty: 933.829346 Iteration 59Q: 3 clusters Score -1341049 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25868 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -1341154.375000 Penalty: 933.829346 Iteration 60F: 3 clusters Score -1341154 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26130 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -1341263.625000 Penalty: 933.829346 Iteration 61Q: 3 clusters Score -1341264 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26380 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1341370.750000 Penalty: 933.829346 Iteration 62Q: 3 clusters Score -1341371 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26624 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -1341486.125000 Penalty: 933.829346 Iteration 63Q: 3 clusters Score -1341486 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26845 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1341591.500000 Penalty: 933.829346 Iteration 64Q: 3 clusters Score -1341592 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27038 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1341684.000000 Penalty: 933.829346 Iteration 65Q: 3 clusters Score -1341684 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27202 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1341758.625000 Penalty: 933.829346 Iteration 66Q: 3 clusters Score -1341759 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27359 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1341847.000000 Penalty: 933.829346 Iteration 67Q: 3 clusters Score -1341847 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27485 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1341904.250000 Penalty: 933.829346 Iteration 68Q: 3 clusters Score -1341904 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27575 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1341939.125000 Penalty: 933.829346 Iteration 69Q: 3 clusters Score -1341939 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27650 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1341972.750000 Penalty: 933.829346 Iteration 70Q: 3 clusters Score -1341973 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27717 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1341993.250000 Penalty: 933.829346 Iteration 71Q: 3 clusters Score -1341993 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27774 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1342017.250000 Penalty: 933.829346 Iteration 72Q: 3 clusters Score -1342017 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27828 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1342034.875000 Penalty: 933.829346 Iteration 73Q: 3 clusters Score -1342035 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27867 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1342052.125000 Penalty: 933.829346 Iteration 74Q: 3 clusters Score -1342052 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27900 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1342062.875000 Penalty: 933.829346 Iteration 75Q: 3 clusters Score -1342063 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27929 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1342068.250000 Penalty: 933.829346 Iteration 76Q: 3 clusters Score -1342068 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27950 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -1342073.875000 Penalty: 933.829346 Iteration 77Q: 3 clusters Score -1342074 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27965 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1342075.375000 Penalty: 933.829346 Iteration 78Q: 3 clusters Score -1342075 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27974 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1342075.875000 Penalty: 933.829346 Iteration 79Q: 3 clusters Score -1342076 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27981 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1342077.375000 Penalty: 933.829346 Iteration 80F: 3 clusters Score -1342077 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27987 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -1342079.000000 Penalty: 933.829346 Iteration 81Q: 3 clusters Score -1342079 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27993 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1342080.250000 Penalty: 933.829346 Iteration 82Q: 3 clusters Score -1342080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27997 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1342081.375000 Penalty: 933.829346 Iteration 83Q: 3 clusters Score -1342081 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27998 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1342081.000000 Penalty: 933.829346 Iteration 84Q: 3 clusters Score -1342081 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27998 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1342081.000000 Penalty: 933.829346 Iteration 85F: 3 clusters Score -1342081 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -19363.271484 Penalty: 275.583679 Iteration 0F: 2 clusters Score -19363.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -18952.498047 Penalty: 551.167358 Iteration 0F: 3 clusters Score -18952.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -19140.419922 Penalty: 551.167358 Iteration 1F: 3 clusters Score -19140.42 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -19192.462891 Penalty: 551.167358 Iteration 2F: 3 clusters Score -19192.46 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -19238.886719 Penalty: 551.167358 Iteration 3F: 3 clusters Score -19238.89 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -19261.433594 Penalty: 551.167358 Iteration 4F: 3 clusters Score -19261.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -19274.919922 Penalty: 551.167358 Iteration 5Q: 3 clusters Score -19274.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -19292.335938 Penalty: 551.167358 Iteration 6Q: 3 clusters Score -19292.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -19309.375000 Penalty: 551.167358 Iteration 7Q: 3 clusters Score -19309.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -19330.171875 Penalty: 551.167358 Iteration 8Q: 3 clusters Score -19330.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -19363.279297 Penalty: 551.167358 Iteration 9Q: 3 clusters Score -19363.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -19426.667969 Penalty: 551.167358 Iteration 10Q: 3 clusters Score -19426.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -19441.906250 Penalty: 551.167358 Iteration 11Q: 3 clusters Score -19441.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -19451.533203 Penalty: 551.167358 Iteration 12Q: 3 clusters Score -19451.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -19453.992188 Penalty: 551.167358 Iteration 13Q: 3 clusters Score -19453.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -19457.328125 Penalty: 551.167358 Iteration 14Q: 3 clusters Score -19457.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -19457.328125 Penalty: 551.167358 Iteration 15F: 3 clusters Score -19457.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49222 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 112 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28620 members Mstep: Class 12 contains 142 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200919 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150856 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 342 members Mstep: Class 26 contains 285 members Entering Unmasked Estep Score: -24241522.000000 Penalty: 15537.170898 Splitting cluster 12 changes total score from -24241664.000000 to -24241522.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (1917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Entering Unmasked Estep Score: -98946.492188 Penalty: 343.912506 Iteration 0F: 2 clusters Score -98946.49 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 967 members Entering Unmasked Estep Score: -97577.656250 Penalty: 687.825012 Iteration 0F: 3 clusters Score -97577.66 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -98041.093750 Penalty: 687.825012 Iteration 1F: 3 clusters Score -98041.09 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -98132.742188 Penalty: 687.825012 Iteration 2F: 3 clusters Score -98132.74 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -98229.390625 Penalty: 687.825012 Iteration 3F: 3 clusters Score -98229.39 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -98303.343750 Penalty: 687.825012 Iteration 4F: 3 clusters Score -98303.34 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -98352.484375 Penalty: 687.825012 Iteration 5Q: 3 clusters Score -98352.48 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -98384.570312 Penalty: 687.825012 Iteration 6Q: 3 clusters Score -98384.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -98406.203125 Penalty: 687.825012 Iteration 7Q: 3 clusters Score -98406.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -98419.234375 Penalty: 687.825012 Iteration 8Q: 3 clusters Score -98419.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -98428.875000 Penalty: 687.825012 Iteration 9Q: 3 clusters Score -98428.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -98438.976562 Penalty: 687.825012 Iteration 10Q: 3 clusters Score -98438.98 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -98449.273438 Penalty: 687.825012 Iteration 11Q: 3 clusters Score -98449.27 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -98456.500000 Penalty: 687.825012 Iteration 12Q: 3 clusters Score -98456.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -98460.312500 Penalty: 687.825012 Iteration 13Q: 3 clusters Score -98460.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -98462.046875 Penalty: 687.825012 Iteration 14Q: 3 clusters Score -98462.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -98465.359375 Penalty: 687.825012 Iteration 15Q: 3 clusters Score -98465.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -98471.257812 Penalty: 687.825012 Iteration 16Q: 3 clusters Score -98471.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -98474.656250 Penalty: 687.825012 Iteration 17Q: 3 clusters Score -98474.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -98479.429688 Penalty: 687.825012 Iteration 18Q: 3 clusters Score -98479.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -98483.093750 Penalty: 687.825012 Iteration 19Q: 3 clusters Score -98483.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -98488.578125 Penalty: 687.825012 Iteration 20F: 3 clusters Score -98488.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -98494.210938 Penalty: 687.825012 Iteration 21Q: 3 clusters Score -98494.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -98502.804688 Penalty: 687.825012 Iteration 22Q: 3 clusters Score -98502.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -98509.718750 Penalty: 687.825012 Iteration 23Q: 3 clusters Score -98509.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -98514.492188 Penalty: 687.825012 Iteration 24Q: 3 clusters Score -98514.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -98522.343750 Penalty: 687.825012 Iteration 25Q: 3 clusters Score -98522.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -98529.390625 Penalty: 687.825012 Iteration 26Q: 3 clusters Score -98529.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -98536.953125 Penalty: 687.825012 Iteration 27Q: 3 clusters Score -98536.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -98546.546875 Penalty: 687.825012 Iteration 28Q: 3 clusters Score -98546.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -98561.257812 Penalty: 687.825012 Iteration 29Q: 3 clusters Score -98561.26 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -98575.179688 Penalty: 687.825012 Iteration 30Q: 3 clusters Score -98575.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -98583.296875 Penalty: 687.825012 Iteration 31Q: 3 clusters Score -98583.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -98588.929688 Penalty: 687.825012 Iteration 32Q: 3 clusters Score -98588.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -98594.390625 Penalty: 687.825012 Iteration 33Q: 3 clusters Score -98594.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -98601.296875 Penalty: 687.825012 Iteration 34Q: 3 clusters Score -98601.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -98605.281250 Penalty: 687.825012 Iteration 35Q: 3 clusters Score -98605.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -98608.085938 Penalty: 687.825012 Iteration 36Q: 3 clusters Score -98608.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -98611.203125 Penalty: 687.825012 Iteration 37Q: 3 clusters Score -98611.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -98615.937500 Penalty: 687.825012 Iteration 38Q: 3 clusters Score -98615.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -98620.898438 Penalty: 687.825012 Iteration 39Q: 3 clusters Score -98620.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -98630.046875 Penalty: 687.825012 Iteration 40F: 3 clusters Score -98630.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -98636.132812 Penalty: 687.825012 Iteration 41Q: 3 clusters Score -98636.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -98640.109375 Penalty: 687.825012 Iteration 42Q: 3 clusters Score -98640.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -98643.734375 Penalty: 687.825012 Iteration 43Q: 3 clusters Score -98643.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -98645.109375 Penalty: 687.825012 Iteration 44Q: 3 clusters Score -98645.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -98646.890625 Penalty: 687.825012 Iteration 45Q: 3 clusters Score -98646.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -98648.023438 Penalty: 687.825012 Iteration 46Q: 3 clusters Score -98648.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -98650.484375 Penalty: 687.825012 Iteration 47Q: 3 clusters Score -98650.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -98653.296875 Penalty: 687.825012 Iteration 48Q: 3 clusters Score -98653.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -98655.750000 Penalty: 687.825012 Iteration 49Q: 3 clusters Score -98655.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -98656.062500 Penalty: 687.825012 Iteration 50Q: 3 clusters Score -98656.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -98656.062500 Penalty: 687.825012 Iteration 51F: 3 clusters Score -98656.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7753.448242 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7753.448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7502.878906 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7502.879 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7576.550293 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7576.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7600.403320 Penalty: 474.559143 Iteration 2F: 3 clusters Score -7600.403 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7613.411621 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7613.412 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7630.312500 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7630.312 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7649.993164 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7649.993 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7719.333496 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -7719.333 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7821.190430 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -7821.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7848.373047 Penalty: 474.559143 Iteration 8F: 3 clusters Score -7848.373 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7866.795410 Penalty: 474.559143 Iteration 9Q: 3 clusters Score -7866.795 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7889.947754 Penalty: 474.559143 Iteration 10Q: 3 clusters Score -7889.948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7893.636719 Penalty: 474.559143 Iteration 11Q: 3 clusters Score -7893.637 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -7893.636719 Penalty: 474.559143 Iteration 12F: 3 clusters Score -7893.637 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49222 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 112 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28620 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 63 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200919 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 410 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150856 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 342 members Mstep: Class 26 contains 121 members Entering Unmasked Estep Score: -24241534.000000 Penalty: 15537.170898 Splitting cluster 14 changes total score from -24241664.000000 to -24241534.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (3915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Entering Unmasked Estep Score: -188097.343750 Penalty: 376.401978 Iteration 0F: 2 clusters Score -188097.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -185426.890625 Penalty: 752.803955 Iteration 0F: 3 clusters Score -185426.9 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -186332.281250 Penalty: 752.803955 Iteration 1F: 3 clusters Score -186332.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -186401.031250 Penalty: 752.803955 Iteration 2F: 3 clusters Score -186401 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -186462.406250 Penalty: 752.803955 Iteration 3Q: 3 clusters Score -186462.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -186527.375000 Penalty: 752.803955 Iteration 4Q: 3 clusters Score -186527.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -186612.796875 Penalty: 752.803955 Iteration 5Q: 3 clusters Score -186612.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -186736.750000 Penalty: 752.803955 Iteration 6F: 3 clusters Score -186736.8 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -186901.968750 Penalty: 752.803955 Iteration 7F: 3 clusters Score -186902 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -187111.281250 Penalty: 752.803955 Iteration 8F: 3 clusters Score -187111.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -187343.171875 Penalty: 752.803955 Iteration 9F: 3 clusters Score -187343.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -187492.234375 Penalty: 752.803955 Iteration 10Q: 3 clusters Score -187492.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -187579.625000 Penalty: 752.803955 Iteration 11Q: 3 clusters Score -187579.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -187641.421875 Penalty: 752.803955 Iteration 12Q: 3 clusters Score -187641.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -187684.890625 Penalty: 752.803955 Iteration 13Q: 3 clusters Score -187684.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -187714.593750 Penalty: 752.803955 Iteration 14Q: 3 clusters Score -187714.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -187733.968750 Penalty: 752.803955 Iteration 15Q: 3 clusters Score -187734 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -187749.187500 Penalty: 752.803955 Iteration 16Q: 3 clusters Score -187749.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -187760.734375 Penalty: 752.803955 Iteration 17Q: 3 clusters Score -187760.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -187763.328125 Penalty: 752.803955 Iteration 18Q: 3 clusters Score -187763.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -187766.640625 Penalty: 752.803955 Iteration 19Q: 3 clusters Score -187766.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -187770.375000 Penalty: 752.803955 Iteration 20F: 3 clusters Score -187770.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -187772.484375 Penalty: 752.803955 Iteration 21Q: 3 clusters Score -187772.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -187774.453125 Penalty: 752.803955 Iteration 22Q: 3 clusters Score -187774.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -187778.296875 Penalty: 752.803955 Iteration 23Q: 3 clusters Score -187778.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -187780.046875 Penalty: 752.803955 Iteration 24Q: 3 clusters Score -187780 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -187780.109375 Penalty: 752.803955 Iteration 25Q: 3 clusters Score -187780.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -187781.734375 Penalty: 752.803955 Iteration 26Q: 3 clusters Score -187781.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -187781.734375 Penalty: 752.803955 Iteration 27F: 3 clusters Score -187781.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (200919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200919 members Entering Unmasked Estep Score: -9891701.000000 Penalty: 555.584900 Iteration 0F: 2 clusters Score -9891701 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100005 members Mstep: Class 2 contains 100914 members Entering Unmasked Estep Score: -9756530.000000 Penalty: 1111.169800 Iteration 0F: 3 clusters Score -9756530 nChanged 98871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79500 members Mstep: Class 2 contains 121419 members Entering Unmasked Estep Score: -9820467.000000 Penalty: 1111.169800 Iteration 1F: 3 clusters Score -9820467 nChanged 12494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67360 members Mstep: Class 2 contains 133559 members Entering Unmasked Estep Score: -9827468.000000 Penalty: 1111.169800 Iteration 2F: 3 clusters Score -9827468 nChanged 16898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50546 members Mstep: Class 2 contains 150373 members Entering Unmasked Estep Score: -9840291.000000 Penalty: 1111.169800 Iteration 3F: 3 clusters Score -9840291 nChanged 19609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 169968 members Entering Unmasked Estep Score: -9858918.000000 Penalty: 1111.169800 Iteration 4F: 3 clusters Score -9858918 nChanged 16664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 186632 members Entering Unmasked Estep Score: -9876427.000000 Penalty: 1111.169800 Iteration 5F: 3 clusters Score -9876427 nChanged 9331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 195963 members Entering Unmasked Estep Score: -9886135.000000 Penalty: 1111.169800 Iteration 6Q: 3 clusters Score -9886135 nChanged 3525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 199488 members Entering Unmasked Estep Score: -9889685.000000 Penalty: 1111.169800 Iteration 7Q: 3 clusters Score -9889685 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 200510 members Entering Unmasked Estep Score: -9890765.000000 Penalty: 1111.169800 Iteration 8Q: 3 clusters Score -9890765 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 200768 members Entering Unmasked Estep Score: -9891044.000000 Penalty: 1111.169800 Iteration 9Q: 3 clusters Score -9891044 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 200838 members Entering Unmasked Estep Score: -9891142.000000 Penalty: 1111.169800 Iteration 10Q: 3 clusters Score -9891142 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 200855 members Entering Unmasked Estep Score: -9891187.000000 Penalty: 1111.169800 Iteration 11Q: 3 clusters Score -9891187 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 200862 members Entering Unmasked Estep Score: -9891202.000000 Penalty: 1111.169800 Iteration 12Q: 3 clusters Score -9891202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 200861 members Entering Unmasked Estep Score: -9891199.000000 Penalty: 1111.169800 Iteration 13Q: 3 clusters Score -9891199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 200861 members Entering Unmasked Estep Score: -9891199.000000 Penalty: 1111.169800 Iteration 14F: 3 clusters Score -9891199 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Entering Unmasked Estep Score: -410606.781250 Penalty: 409.729156 Iteration 0F: 2 clusters Score -410606.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -405139.281250 Penalty: 819.458313 Iteration 0F: 3 clusters Score -405139.3 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -407243.781250 Penalty: 819.458313 Iteration 1F: 3 clusters Score -407243.8 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -407379.875000 Penalty: 819.458313 Iteration 2F: 3 clusters Score -407379.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -407511.000000 Penalty: 819.458313 Iteration 3Q: 3 clusters Score -407511 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -407691.375000 Penalty: 819.458313 Iteration 4Q: 3 clusters Score -407691.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -407988.156250 Penalty: 819.458313 Iteration 5Q: 3 clusters Score -407988.2 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -408384.312500 Penalty: 819.458313 Iteration 6F: 3 clusters Score -408384.3 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -408860.437500 Penalty: 819.458313 Iteration 7F: 3 clusters Score -408860.4 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -409230.812500 Penalty: 819.458313 Iteration 8F: 3 clusters Score -409230.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -409418.906250 Penalty: 819.458313 Iteration 9Q: 3 clusters Score -409418.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -409526.500000 Penalty: 819.458313 Iteration 10Q: 3 clusters Score -409526.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -409596.312500 Penalty: 819.458313 Iteration 11Q: 3 clusters Score -409596.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -409643.843750 Penalty: 819.458313 Iteration 12Q: 3 clusters Score -409643.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -409694.031250 Penalty: 819.458313 Iteration 13Q: 3 clusters Score -409694 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 7295 members Entering Unmasked Estep Score: -409763.625000 Penalty: 819.458313 Iteration 14Q: 3 clusters Score -409763.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -409850.687500 Penalty: 819.458313 Iteration 15Q: 3 clusters Score -409850.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -409929.125000 Penalty: 819.458313 Iteration 16Q: 3 clusters Score -409929.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -410002.000000 Penalty: 819.458313 Iteration 17Q: 3 clusters Score -410002 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -410064.625000 Penalty: 819.458313 Iteration 18Q: 3 clusters Score -410064.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -410120.343750 Penalty: 819.458313 Iteration 19Q: 3 clusters Score -410120.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -410154.906250 Penalty: 819.458313 Iteration 20F: 3 clusters Score -410154.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -410181.593750 Penalty: 819.458313 Iteration 21Q: 3 clusters Score -410181.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 7900 members Entering Unmasked Estep Score: -410197.875000 Penalty: 819.458313 Iteration 22Q: 3 clusters Score -410197.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -410212.531250 Penalty: 819.458313 Iteration 23Q: 3 clusters Score -410212.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -410229.281250 Penalty: 819.458313 Iteration 24Q: 3 clusters Score -410229.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -410235.843750 Penalty: 819.458313 Iteration 25Q: 3 clusters Score -410235.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 7962 members Entering Unmasked Estep Score: -410240.687500 Penalty: 819.458313 Iteration 26Q: 3 clusters Score -410240.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -410245.281250 Penalty: 819.458313 Iteration 27Q: 3 clusters Score -410245.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -410252.125000 Penalty: 819.458313 Iteration 28Q: 3 clusters Score -410252.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -410256.656250 Penalty: 819.458313 Iteration 29Q: 3 clusters Score -410256.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -410258.343750 Penalty: 819.458313 Iteration 30Q: 3 clusters Score -410258.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -410259.437500 Penalty: 819.458313 Iteration 31Q: 3 clusters Score -410259.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -410260.250000 Penalty: 819.458313 Iteration 32Q: 3 clusters Score -410260.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -410260.250000 Penalty: 819.458313 Iteration 33F: 3 clusters Score -410260.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Entering Unmasked Estep Score: -77867.570312 Penalty: 341.198578 Iteration 0F: 2 clusters Score -77867.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -76556.390625 Penalty: 682.397156 Iteration 0F: 3 clusters Score -76556.39 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -76973.781250 Penalty: 682.397156 Iteration 1F: 3 clusters Score -76973.78 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -77059.132812 Penalty: 682.397156 Iteration 2F: 3 clusters Score -77059.13 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -77122.625000 Penalty: 682.397156 Iteration 3F: 3 clusters Score -77122.62 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -77172.351562 Penalty: 682.397156 Iteration 4F: 3 clusters Score -77172.35 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -77199.406250 Penalty: 682.397156 Iteration 5Q: 3 clusters Score -77199.41 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -77224.218750 Penalty: 682.397156 Iteration 6Q: 3 clusters Score -77224.22 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -77248.476562 Penalty: 682.397156 Iteration 7Q: 3 clusters Score -77248.48 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -77267.312500 Penalty: 682.397156 Iteration 8Q: 3 clusters Score -77267.31 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -77274.984375 Penalty: 682.397156 Iteration 9Q: 3 clusters Score -77274.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -77283.343750 Penalty: 682.397156 Iteration 10Q: 3 clusters Score -77283.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -77292.382812 Penalty: 682.397156 Iteration 11Q: 3 clusters Score -77292.38 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -77307.500000 Penalty: 682.397156 Iteration 12Q: 3 clusters Score -77307.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -77325.390625 Penalty: 682.397156 Iteration 13Q: 3 clusters Score -77325.39 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -77344.218750 Penalty: 682.397156 Iteration 14Q: 3 clusters Score -77344.22 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -77368.656250 Penalty: 682.397156 Iteration 15Q: 3 clusters Score -77368.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -77397.757812 Penalty: 682.397156 Iteration 16Q: 3 clusters Score -77397.76 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -77429.898438 Penalty: 682.397156 Iteration 17Q: 3 clusters Score -77429.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -77469.476562 Penalty: 682.397156 Iteration 18Q: 3 clusters Score -77469.48 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -77501.804688 Penalty: 682.397156 Iteration 19Q: 3 clusters Score -77501.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -77523.859375 Penalty: 682.397156 Iteration 20F: 3 clusters Score -77523.86 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -77532.968750 Penalty: 682.397156 Iteration 21Q: 3 clusters Score -77532.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -77537.453125 Penalty: 682.397156 Iteration 22Q: 3 clusters Score -77537.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -77540.929688 Penalty: 682.397156 Iteration 23Q: 3 clusters Score -77540.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -77543.679688 Penalty: 682.397156 Iteration 24Q: 3 clusters Score -77543.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -77544.710938 Penalty: 682.397156 Iteration 25Q: 3 clusters Score -77544.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -77545.429688 Penalty: 682.397156 Iteration 26Q: 3 clusters Score -77545.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -77546.007812 Penalty: 682.397156 Iteration 27Q: 3 clusters Score -77546.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -77546.289062 Penalty: 682.397156 Iteration 28Q: 3 clusters Score -77546.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -77546.375000 Penalty: 682.397156 Iteration 29Q: 3 clusters Score -77546.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -77546.578125 Penalty: 682.397156 Iteration 30Q: 3 clusters Score -77546.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -77546.679688 Penalty: 682.397156 Iteration 31Q: 3 clusters Score -77546.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -77546.679688 Penalty: 682.397156 Iteration 32F: 3 clusters Score -77546.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Entering Unmasked Estep Score: -86881.546875 Penalty: 344.665771 Iteration 0F: 2 clusters Score -86881.55 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 939 members Entering Unmasked Estep Score: -85525.234375 Penalty: 689.331543 Iteration 0F: 3 clusters Score -85525.23 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -86113.476562 Penalty: 689.331543 Iteration 1F: 3 clusters Score -86113.48 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -86319.226562 Penalty: 689.331543 Iteration 2F: 3 clusters Score -86319.23 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -86474.226562 Penalty: 689.331543 Iteration 3F: 3 clusters Score -86474.23 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -86592.093750 Penalty: 689.331543 Iteration 4F: 3 clusters Score -86592.09 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -86663.421875 Penalty: 689.331543 Iteration 5Q: 3 clusters Score -86663.42 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -86697.125000 Penalty: 689.331543 Iteration 6Q: 3 clusters Score -86697.12 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -86713.148438 Penalty: 689.331543 Iteration 7Q: 3 clusters Score -86713.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -86726.695312 Penalty: 689.331543 Iteration 8Q: 3 clusters Score -86726.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -86729.875000 Penalty: 689.331543 Iteration 9Q: 3 clusters Score -86729.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -86735.250000 Penalty: 689.331543 Iteration 10Q: 3 clusters Score -86735.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -86750.828125 Penalty: 689.331543 Iteration 11Q: 3 clusters Score -86750.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -86772.273438 Penalty: 689.331543 Iteration 12Q: 3 clusters Score -86772.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -86782.476562 Penalty: 689.331543 Iteration 13Q: 3 clusters Score -86782.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -86786.773438 Penalty: 689.331543 Iteration 14Q: 3 clusters Score -86786.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -86790.312500 Penalty: 689.331543 Iteration 15Q: 3 clusters Score -86790.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -86791.226562 Penalty: 689.331543 Iteration 16Q: 3 clusters Score -86791.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -86791.507812 Penalty: 689.331543 Iteration 17Q: 3 clusters Score -86791.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -86792.757812 Penalty: 689.331543 Iteration 18Q: 3 clusters Score -86792.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -86793.046875 Penalty: 689.331543 Iteration 19Q: 3 clusters Score -86793.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -86793.601562 Penalty: 689.331543 Iteration 20F: 3 clusters Score -86793.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -86795.984375 Penalty: 689.331543 Iteration 21Q: 3 clusters Score -86795.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -86796.289062 Penalty: 689.331543 Iteration 22Q: 3 clusters Score -86796.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -86796.882812 Penalty: 689.331543 Iteration 23Q: 3 clusters Score -86796.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -86796.882812 Penalty: 689.331543 Iteration 24F: 3 clusters Score -86796.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -18360.923828 Penalty: 273.735138 Iteration 0F: 2 clusters Score -18360.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -17939.523438 Penalty: 547.470276 Iteration 0F: 3 clusters Score -17939.52 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -18073.281250 Penalty: 547.470276 Iteration 1F: 3 clusters Score -18073.28 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -18123.158203 Penalty: 547.470276 Iteration 2F: 3 clusters Score -18123.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -18146.615234 Penalty: 547.470276 Iteration 3F: 3 clusters Score -18146.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -18165.605469 Penalty: 547.470276 Iteration 4Q: 3 clusters Score -18165.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18179.513672 Penalty: 547.470276 Iteration 5Q: 3 clusters Score -18179.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -18191.738281 Penalty: 547.470276 Iteration 6Q: 3 clusters Score -18191.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -18216.513672 Penalty: 547.470276 Iteration 7Q: 3 clusters Score -18216.51 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -18250.238281 Penalty: 547.470276 Iteration 8Q: 3 clusters Score -18250.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -18272.935547 Penalty: 547.470276 Iteration 9Q: 3 clusters Score -18272.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -18288.078125 Penalty: 547.470276 Iteration 10Q: 3 clusters Score -18288.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -18346.685547 Penalty: 547.470276 Iteration 11Q: 3 clusters Score -18346.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -18372.687500 Penalty: 547.470276 Iteration 12Q: 3 clusters Score -18372.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -18379.781250 Penalty: 547.470276 Iteration 13Q: 3 clusters Score -18379.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -18385.796875 Penalty: 547.470276 Iteration 14Q: 3 clusters Score -18385.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -18391.019531 Penalty: 547.470276 Iteration 15Q: 3 clusters Score -18391.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -18406.775391 Penalty: 547.470276 Iteration 16Q: 3 clusters Score -18406.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -18456.433594 Penalty: 547.470276 Iteration 17Q: 3 clusters Score -18456.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -18561.287109 Penalty: 547.470276 Iteration 18Q: 3 clusters Score -18561.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -18659.498047 Penalty: 547.470276 Iteration 19Q: 3 clusters Score -18659.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -18659.498047 Penalty: 547.470276 Iteration 20F: 3 clusters Score -18659.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49222 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 112 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28620 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200919 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150856 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 342 members Mstep: Class 26 contains 218 members Entering Unmasked Estep Score: -24241742.000000 Penalty: 15537.170898 Splitting cluster 20 changes total score from -24241664.000000 to -24241742.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 21 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4581.086914 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4581.087 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4365.631836 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4365.632 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4420.447266 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4420.447 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4427.205566 Penalty: 429.383392 Iteration 2Q: 3 clusters Score -4427.206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4430.037109 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4430.037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4430.488281 Penalty: 429.383392 Iteration 4Q: 3 clusters Score -4430.488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4432.379883 Penalty: 429.383392 Iteration 5Q: 3 clusters Score -4432.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -4432.379883 Penalty: 429.383392 Iteration 6F: 3 clusters Score -4432.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (150856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150856 members Entering Unmasked Estep Score: -7626131.000000 Penalty: 542.545654 Iteration 0F: 2 clusters Score -7626131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75819 members Mstep: Class 2 contains 75037 members Entering Unmasked Estep Score: -7532475.500000 Penalty: 1085.091309 Iteration 0F: 3 clusters Score -7532476 nChanged 73797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94150 members Mstep: Class 2 contains 56706 members Entering Unmasked Estep Score: -7582063.000000 Penalty: 1085.091309 Iteration 1F: 3 clusters Score -7582063 nChanged 11192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104794 members Mstep: Class 2 contains 46062 members Entering Unmasked Estep Score: -7588914.000000 Penalty: 1085.091309 Iteration 2F: 3 clusters Score -7588914 nChanged 13632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118194 members Mstep: Class 2 contains 32662 members Entering Unmasked Estep Score: -7598550.000000 Penalty: 1085.091309 Iteration 3F: 3 clusters Score -7598550 nChanged 13798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131902 members Mstep: Class 2 contains 18954 members Entering Unmasked Estep Score: -7609324.500000 Penalty: 1085.091309 Iteration 4F: 3 clusters Score -7609324 nChanged 10614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142510 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -7618330.500000 Penalty: 1085.091309 Iteration 5F: 3 clusters Score -7618330 nChanged 5725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148235 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -7623369.000000 Penalty: 1085.091309 Iteration 6Q: 3 clusters Score -7623369 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150257 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -7625111.500000 Penalty: 1085.091309 Iteration 7Q: 3 clusters Score -7625112 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150733 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7625486.500000 Penalty: 1085.091309 Iteration 8Q: 3 clusters Score -7625486 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150810 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -7625583.000000 Penalty: 1085.091309 Iteration 9Q: 3 clusters Score -7625583 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150815 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -7625603.500000 Penalty: 1085.091309 Iteration 10Q: 3 clusters Score -7625604 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150817 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -7625604.000000 Penalty: 1085.091309 Iteration 11Q: 3 clusters Score -7625604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150819 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -7625605.500000 Penalty: 1085.091309 Iteration 12Q: 3 clusters Score -7625606 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150819 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -7625605.500000 Penalty: 1085.091309 Iteration 13F: 3 clusters Score -7625606 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Entering Unmasked Estep Score: -33516.531250 Penalty: 302.822540 Iteration 0F: 2 clusters Score -33516.53 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 386 members Entering Unmasked Estep Score: -32832.781250 Penalty: 605.645081 Iteration 0F: 3 clusters Score -32832.78 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -33072.644531 Penalty: 605.645081 Iteration 1F: 3 clusters Score -33072.64 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -33227.015625 Penalty: 605.645081 Iteration 2F: 3 clusters Score -33227.02 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -33305.218750 Penalty: 605.645081 Iteration 3F: 3 clusters Score -33305.22 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -33378.964844 Penalty: 605.645081 Iteration 4F: 3 clusters Score -33378.96 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -33425.335938 Penalty: 605.645081 Iteration 5F: 3 clusters Score -33425.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -33454.304688 Penalty: 605.645081 Iteration 6Q: 3 clusters Score -33454.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -33473.605469 Penalty: 605.645081 Iteration 7Q: 3 clusters Score -33473.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -33491.355469 Penalty: 605.645081 Iteration 8Q: 3 clusters Score -33491.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -33503.449219 Penalty: 605.645081 Iteration 9Q: 3 clusters Score -33503.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -33515.023438 Penalty: 605.645081 Iteration 10Q: 3 clusters Score -33515.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -33524.691406 Penalty: 605.645081 Iteration 11Q: 3 clusters Score -33524.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -33532.617188 Penalty: 605.645081 Iteration 12Q: 3 clusters Score -33532.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -33539.808594 Penalty: 605.645081 Iteration 13Q: 3 clusters Score -33539.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -33550.445312 Penalty: 605.645081 Iteration 14Q: 3 clusters Score -33550.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -33562.535156 Penalty: 605.645081 Iteration 15Q: 3 clusters Score -33562.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -33570.699219 Penalty: 605.645081 Iteration 16Q: 3 clusters Score -33570.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -33586.332031 Penalty: 605.645081 Iteration 17Q: 3 clusters Score -33586.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -33595.636719 Penalty: 605.645081 Iteration 18Q: 3 clusters Score -33595.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -33603.445312 Penalty: 605.645081 Iteration 19Q: 3 clusters Score -33603.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -33605.394531 Penalty: 605.645081 Iteration 20F: 3 clusters Score -33605.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -33606.460938 Penalty: 605.645081 Iteration 21Q: 3 clusters Score -33606.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -33606.460938 Penalty: 605.645081 Iteration 22F: 3 clusters Score -33606.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49222 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 112 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28620 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200919 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150856 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 342 members Mstep: Class 26 contains 218 members Mstep: Class 27 contains 667 members Entering Unmasked Estep Score: -24241538.000000 Penalty: 16134.754883 Splitting cluster 23 changes total score from -24241664.000000 to -24241538.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (46 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Entering Unmasked Estep Score: -1684.348022 Penalty: 174.203186 Iteration 0F: 2 clusters Score -1684.348 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 23 members Entering Unmasked Estep Score: -1531.105469 Penalty: 348.406372 Iteration 0F: 3 clusters Score -1531.105 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 22 members Entering Unmasked Estep Score: -1540.350464 Penalty: 348.406372 Iteration 1Q: 3 clusters Score -1540.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1555.155273 Penalty: 348.406372 Iteration 2Q: 3 clusters Score -1555.155 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1555.155273 Penalty: 348.406372 Iteration 3F: 3 clusters Score -1555.155 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1227 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49222 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 112 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3045 members Mstep: Class 11 contains 28620 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200919 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150856 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Entering Unmasked Estep ConsiderDeletion Score: -24241762.000000 Penalty: 15537.170898 Iteration 199Q: 27 clusters Score -2.424176e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3933 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49232 members Mstep: Class 5 contains 2465 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 108 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17233 members Mstep: Class 10 contains 3048 members Mstep: Class 11 contains 28614 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200919 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1806 members Mstep: Class 19 contains 1948 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150859 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 339 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241828.000000 Penalty: 15537.170898 Iteration 200F: 27 clusters Score -2.424183e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3926 members Mstep: Class 3 contains 21321 members Mstep: Class 4 contains 49240 members Mstep: Class 5 contains 2464 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 108 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17232 members Mstep: Class 10 contains 3051 members Mstep: Class 11 contains 28610 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1916 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200900 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1805 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150860 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 362 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241828.000000 Penalty: 15537.170898 Iteration 201Q: 27 clusters Score -2.424183e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3924 members Mstep: Class 3 contains 21320 members Mstep: Class 4 contains 49249 members Mstep: Class 5 contains 2461 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17233 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28605 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200892 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150861 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 367 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241808.000000 Penalty: 15537.170898 Iteration 202Q: 27 clusters Score -2.424181e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21318 members Mstep: Class 4 contains 49259 members Mstep: Class 5 contains 2457 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17234 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28600 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200891 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150862 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241838.000000 Penalty: 15537.170898 Iteration 203Q: 27 clusters Score -2.424184e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21317 members Mstep: Class 4 contains 49268 members Mstep: Class 5 contains 2454 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17236 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28598 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200885 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150863 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241816.000000 Penalty: 15537.170898 Iteration 204Q: 27 clusters Score -2.424182e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21317 members Mstep: Class 4 contains 49276 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17238 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28596 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200880 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150861 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241810.000000 Penalty: 15537.170898 Iteration 205Q: 27 clusters Score -2.424181e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21316 members Mstep: Class 4 contains 49284 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17239 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28593 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200875 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150862 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241814.000000 Penalty: 15537.170898 Iteration 206Q: 27 clusters Score -2.424181e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21315 members Mstep: Class 4 contains 49297 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17242 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28589 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200865 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150861 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241808.000000 Penalty: 15537.170898 Iteration 207Q: 27 clusters Score -2.424181e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49306 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2680 members Mstep: Class 9 contains 17247 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28588 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200857 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150857 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241808.000000 Penalty: 15537.170898 Iteration 208Q: 27 clusters Score -2.424181e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49313 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2679 members Mstep: Class 9 contains 17249 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28588 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200852 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150854 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241802.000000 Penalty: 15537.170898 Iteration 209Q: 27 clusters Score -2.42418e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49322 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2679 members Mstep: Class 9 contains 17253 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28587 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200844 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150850 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241812.000000 Penalty: 15537.170898 Iteration 210Q: 27 clusters Score -2.424181e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49327 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2679 members Mstep: Class 9 contains 17256 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28586 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200840 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150847 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241802.000000 Penalty: 15537.170898 Iteration 211Q: 27 clusters Score -2.42418e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49332 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2679 members Mstep: Class 9 contains 17259 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28586 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200836 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150843 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241810.000000 Penalty: 15537.170898 Iteration 212Q: 27 clusters Score -2.424181e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49336 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2679 members Mstep: Class 9 contains 17259 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28586 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200833 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150842 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241806.000000 Penalty: 15537.170898 Iteration 213Q: 27 clusters Score -2.424181e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49343 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17260 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28586 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200827 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150841 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241822.000000 Penalty: 15537.170898 Iteration 214Q: 27 clusters Score -2.424182e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49348 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17261 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28586 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200822 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150840 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241820.000000 Penalty: 15537.170898 Iteration 215Q: 27 clusters Score -2.424182e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49358 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28586 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200810 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150841 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241820.000000 Penalty: 15537.170898 Iteration 216Q: 27 clusters Score -2.424182e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21314 members Mstep: Class 4 contains 49367 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28585 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200798 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1947 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150845 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241806.000000 Penalty: 15537.170898 Iteration 217Q: 27 clusters Score -2.424181e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21313 members Mstep: Class 4 contains 49376 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28584 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200790 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150847 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241796.000000 Penalty: 15537.170898 Iteration 218Q: 27 clusters Score -2.42418e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49383 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28583 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200784 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241810.000000 Penalty: 15537.170898 Iteration 219Q: 27 clusters Score -2.424181e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49386 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28583 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200781 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241814.000000 Penalty: 15537.170898 Iteration 220F: 27 clusters Score -2.424181e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49389 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28583 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200778 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241814.000000 Penalty: 15537.170898 Iteration 221Q: 27 clusters Score -2.424181e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49394 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28583 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200773 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241816.000000 Penalty: 15537.170898 Iteration 222Q: 27 clusters Score -2.424182e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49399 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28583 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200768 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241820.000000 Penalty: 15537.170898 Iteration 223Q: 27 clusters Score -2.424182e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49405 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28583 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200762 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241816.000000 Penalty: 15537.170898 Iteration 224Q: 27 clusters Score -2.424182e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49413 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28583 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200754 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241822.000000 Penalty: 15537.170898 Iteration 225Q: 27 clusters Score -2.424182e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49421 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28582 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200747 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241816.000000 Penalty: 15537.170898 Iteration 226Q: 27 clusters Score -2.424182e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49428 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28579 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200743 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241804.000000 Penalty: 15537.170898 Iteration 227Q: 27 clusters Score -2.42418e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49433 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28579 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200738 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241808.000000 Penalty: 15537.170898 Iteration 228Q: 27 clusters Score -2.424181e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49443 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28579 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200728 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241812.000000 Penalty: 15537.170898 Iteration 229Q: 27 clusters Score -2.424181e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49452 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28579 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200719 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241806.000000 Penalty: 15537.170898 Iteration 230Q: 27 clusters Score -2.424181e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49457 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28579 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200714 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241820.000000 Penalty: 15537.170898 Iteration 231Q: 27 clusters Score -2.424182e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49466 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2678 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28579 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200705 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241816.000000 Penalty: 15537.170898 Iteration 232Q: 27 clusters Score -2.424182e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49477 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28577 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200698 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1946 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150847 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241810.000000 Penalty: 15537.170898 Iteration 233Q: 27 clusters Score -2.424181e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49485 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28578 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200691 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1945 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150846 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241810.000000 Penalty: 15537.170898 Iteration 234Q: 27 clusters Score -2.424181e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49492 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28580 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200684 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1942 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150847 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241810.000000 Penalty: 15537.170898 Iteration 235Q: 27 clusters Score -2.424181e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49499 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28582 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200676 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1939 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150849 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241790.000000 Penalty: 15537.170898 Iteration 236Q: 27 clusters Score -2.424179e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49507 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28580 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200673 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1937 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241808.000000 Penalty: 15537.170898 Iteration 237Q: 27 clusters Score -2.424181e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49515 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2677 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28575 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3914 members Mstep: Class 16 contains 200671 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1936 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241812.000000 Penalty: 15537.170898 Iteration 238Q: 27 clusters Score -2.424181e+07 nChanged 8 Entering ConstructFrom: Score: -24241812.000000 Penalty: 15537.170898 Entering ConstructFrom: Trying to split cluster 1 (1790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Entering Unmasked Estep Score: -80783.554688 Penalty: 340.793671 Iteration 0F: 2 clusters Score -80783.55 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 877 members Entering Unmasked Estep Score: -79478.593750 Penalty: 681.587341 Iteration 0F: 3 clusters Score -79478.59 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -79950.960938 Penalty: 681.587341 Iteration 1F: 3 clusters Score -79950.96 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -80004.140625 Penalty: 681.587341 Iteration 2F: 3 clusters Score -80004.14 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -80039.039062 Penalty: 681.587341 Iteration 3Q: 3 clusters Score -80039.04 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -80074.921875 Penalty: 681.587341 Iteration 4Q: 3 clusters Score -80074.92 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -80110.156250 Penalty: 681.587341 Iteration 5Q: 3 clusters Score -80110.16 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -80160.289062 Penalty: 681.587341 Iteration 6Q: 3 clusters Score -80160.29 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -80192.875000 Penalty: 681.587341 Iteration 7Q: 3 clusters Score -80192.88 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -80221.476562 Penalty: 681.587341 Iteration 8Q: 3 clusters Score -80221.48 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -80243.929688 Penalty: 681.587341 Iteration 9Q: 3 clusters Score -80243.93 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -80260.437500 Penalty: 681.587341 Iteration 10Q: 3 clusters Score -80260.44 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -80274.234375 Penalty: 681.587341 Iteration 11Q: 3 clusters Score -80274.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -80283.070312 Penalty: 681.587341 Iteration 12Q: 3 clusters Score -80283.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -80291.945312 Penalty: 681.587341 Iteration 13Q: 3 clusters Score -80291.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -80299.625000 Penalty: 681.587341 Iteration 14Q: 3 clusters Score -80299.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -80312.125000 Penalty: 681.587341 Iteration 15Q: 3 clusters Score -80312.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -80329.929688 Penalty: 681.587341 Iteration 16Q: 3 clusters Score -80329.93 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -80346.289062 Penalty: 681.587341 Iteration 17Q: 3 clusters Score -80346.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -80357.593750 Penalty: 681.587341 Iteration 18Q: 3 clusters Score -80357.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -80367.640625 Penalty: 681.587341 Iteration 19Q: 3 clusters Score -80367.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -80377.546875 Penalty: 681.587341 Iteration 20F: 3 clusters Score -80377.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -80386.460938 Penalty: 681.587341 Iteration 21Q: 3 clusters Score -80386.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -80393.375000 Penalty: 681.587341 Iteration 22Q: 3 clusters Score -80393.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -80398.914062 Penalty: 681.587341 Iteration 23Q: 3 clusters Score -80398.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -80402.804688 Penalty: 681.587341 Iteration 24Q: 3 clusters Score -80402.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -80406.171875 Penalty: 681.587341 Iteration 25Q: 3 clusters Score -80406.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -80408.726562 Penalty: 681.587341 Iteration 26Q: 3 clusters Score -80408.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -80414.859375 Penalty: 681.587341 Iteration 27Q: 3 clusters Score -80414.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -80420.507812 Penalty: 681.587341 Iteration 28Q: 3 clusters Score -80420.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -80426.453125 Penalty: 681.587341 Iteration 29Q: 3 clusters Score -80426.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -80429.109375 Penalty: 681.587341 Iteration 30Q: 3 clusters Score -80429.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -80431.812500 Penalty: 681.587341 Iteration 31Q: 3 clusters Score -80431.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -80435.804688 Penalty: 681.587341 Iteration 32Q: 3 clusters Score -80435.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -80441.664062 Penalty: 681.587341 Iteration 33Q: 3 clusters Score -80441.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -80445.156250 Penalty: 681.587341 Iteration 34Q: 3 clusters Score -80445.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -80449.429688 Penalty: 681.587341 Iteration 35Q: 3 clusters Score -80449.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -80451.015625 Penalty: 681.587341 Iteration 36Q: 3 clusters Score -80451.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -80451.718750 Penalty: 681.587341 Iteration 37Q: 3 clusters Score -80451.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -80453.429688 Penalty: 681.587341 Iteration 38Q: 3 clusters Score -80453.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -80455.617188 Penalty: 681.587341 Iteration 39Q: 3 clusters Score -80455.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -80456.601562 Penalty: 681.587341 Iteration 40F: 3 clusters Score -80456.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -80458.265625 Penalty: 681.587341 Iteration 41Q: 3 clusters Score -80458.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -80459.734375 Penalty: 681.587341 Iteration 42Q: 3 clusters Score -80459.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -80460.500000 Penalty: 681.587341 Iteration 43Q: 3 clusters Score -80460.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -80461.820312 Penalty: 681.587341 Iteration 44Q: 3 clusters Score -80461.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -80463.140625 Penalty: 681.587341 Iteration 45Q: 3 clusters Score -80463.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -80465.960938 Penalty: 681.587341 Iteration 46Q: 3 clusters Score -80465.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -80467.039062 Penalty: 681.587341 Iteration 47Q: 3 clusters Score -80467.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -80467.257812 Penalty: 681.587341 Iteration 48Q: 3 clusters Score -80467.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -80467.257812 Penalty: 681.587341 Iteration 49F: 3 clusters Score -80467.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Entering Unmasked Estep Score: -196040.343750 Penalty: 376.494812 Iteration 0F: 2 clusters Score -196040.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -193424.875000 Penalty: 752.989624 Iteration 0F: 3 clusters Score -193424.9 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -194344.328125 Penalty: 752.989624 Iteration 1F: 3 clusters Score -194344.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -194472.765625 Penalty: 752.989624 Iteration 2F: 3 clusters Score -194472.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -194632.640625 Penalty: 752.989624 Iteration 3F: 3 clusters Score -194632.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -194872.468750 Penalty: 752.989624 Iteration 4F: 3 clusters Score -194872.5 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -195223.562500 Penalty: 752.989624 Iteration 5F: 3 clusters Score -195223.6 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -195529.421875 Penalty: 752.989624 Iteration 6F: 3 clusters Score -195529.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -195689.109375 Penalty: 752.989624 Iteration 7Q: 3 clusters Score -195689.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -195770.859375 Penalty: 752.989624 Iteration 8Q: 3 clusters Score -195770.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -195806.109375 Penalty: 752.989624 Iteration 9Q: 3 clusters Score -195806.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -195827.578125 Penalty: 752.989624 Iteration 10Q: 3 clusters Score -195827.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -195836.390625 Penalty: 752.989624 Iteration 11Q: 3 clusters Score -195836.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -195841.875000 Penalty: 752.989624 Iteration 12Q: 3 clusters Score -195841.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -195844.031250 Penalty: 752.989624 Iteration 13Q: 3 clusters Score -195844 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -195852.203125 Penalty: 752.989624 Iteration 14Q: 3 clusters Score -195852.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -195853.859375 Penalty: 752.989624 Iteration 15Q: 3 clusters Score -195853.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -195854.000000 Penalty: 752.989624 Iteration 16Q: 3 clusters Score -195854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -195854.000000 Penalty: 752.989624 Iteration 17F: 3 clusters Score -195854 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (21312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21312 members Entering Unmasked Estep Score: -1029044.312500 Penalty: 453.499664 Iteration 0F: 2 clusters Score -1029044 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -1014861.312500 Penalty: 906.999329 Iteration 0F: 3 clusters Score -1014861 nChanged 10069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -1020578.562500 Penalty: 906.999329 Iteration 1F: 3 clusters Score -1020579 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -1020981.875000 Penalty: 906.999329 Iteration 2Q: 3 clusters Score -1020982 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11800 members Mstep: Class 2 contains 9512 members Entering Unmasked Estep Score: -1021625.937500 Penalty: 906.999329 Iteration 3F: 3 clusters Score -1021626 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12362 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -1022541.812500 Penalty: 906.999329 Iteration 4F: 3 clusters Score -1022542 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 8278 members Entering Unmasked Estep Score: -1023584.625000 Penalty: 906.999329 Iteration 5F: 3 clusters Score -1023585 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1024457.187500 Penalty: 906.999329 Iteration 6F: 3 clusters Score -1024457 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14018 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -1024970.875000 Penalty: 906.999329 Iteration 7F: 3 clusters Score -1024971 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -1025199.500000 Penalty: 906.999329 Iteration 8Q: 3 clusters Score -1025200 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -1025321.125000 Penalty: 906.999329 Iteration 9Q: 3 clusters Score -1025321 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -1025437.687500 Penalty: 906.999329 Iteration 10Q: 3 clusters Score -1025438 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14962 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -1025532.187500 Penalty: 906.999329 Iteration 11Q: 3 clusters Score -1025532 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15252 members Mstep: Class 2 contains 6060 members Entering Unmasked Estep Score: -1025622.437500 Penalty: 906.999329 Iteration 12Q: 3 clusters Score -1025622 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15552 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -1025722.375000 Penalty: 906.999329 Iteration 13Q: 3 clusters Score -1025722 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15894 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1025854.375000 Penalty: 906.999329 Iteration 14Q: 3 clusters Score -1025854 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16253 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1025998.250000 Penalty: 906.999329 Iteration 15Q: 3 clusters Score -1025998 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16647 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1026185.875000 Penalty: 906.999329 Iteration 16Q: 3 clusters Score -1026186 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17104 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1026424.437500 Penalty: 906.999329 Iteration 17Q: 3 clusters Score -1026424 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17585 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1026690.562500 Penalty: 906.999329 Iteration 18Q: 3 clusters Score -1026691 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18082 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -1027000.875000 Penalty: 906.999329 Iteration 19Q: 3 clusters Score -1027001 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1027316.750000 Penalty: 906.999329 Iteration 20F: 3 clusters Score -1027317 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18942 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -1027646.375000 Penalty: 906.999329 Iteration 21Q: 3 clusters Score -1027646 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19287 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1027937.750000 Penalty: 906.999329 Iteration 22Q: 3 clusters Score -1027938 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19548 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1028183.312500 Penalty: 906.999329 Iteration 23Q: 3 clusters Score -1028183 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19750 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1028362.875000 Penalty: 906.999329 Iteration 24Q: 3 clusters Score -1028363 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19903 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1028478.812500 Penalty: 906.999329 Iteration 25Q: 3 clusters Score -1028479 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20023 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1028557.625000 Penalty: 906.999329 Iteration 26Q: 3 clusters Score -1028558 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1028602.312500 Penalty: 906.999329 Iteration 27Q: 3 clusters Score -1028602 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20189 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1028635.562500 Penalty: 906.999329 Iteration 28Q: 3 clusters Score -1028636 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20255 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1028658.062500 Penalty: 906.999329 Iteration 29Q: 3 clusters Score -1028658 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20309 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1028681.750000 Penalty: 906.999329 Iteration 30Q: 3 clusters Score -1028682 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20358 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1028700.250000 Penalty: 906.999329 Iteration 31Q: 3 clusters Score -1028700 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20403 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1028714.687500 Penalty: 906.999329 Iteration 32Q: 3 clusters Score -1028715 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20439 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1028722.437500 Penalty: 906.999329 Iteration 33Q: 3 clusters Score -1028722 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20460 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1028727.625000 Penalty: 906.999329 Iteration 34Q: 3 clusters Score -1028728 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20481 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1028733.125000 Penalty: 906.999329 Iteration 35Q: 3 clusters Score -1028733 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20497 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1028736.875000 Penalty: 906.999329 Iteration 36Q: 3 clusters Score -1028737 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20515 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1028742.000000 Penalty: 906.999329 Iteration 37Q: 3 clusters Score -1028742 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20527 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1028740.937500 Penalty: 906.999329 Iteration 38Q: 3 clusters Score -1028741 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20537 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -1028742.562500 Penalty: 906.999329 Iteration 39Q: 3 clusters Score -1028743 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20543 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1028743.250000 Penalty: 906.999329 Iteration 40F: 3 clusters Score -1028743 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20549 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1028746.062500 Penalty: 906.999329 Iteration 41Q: 3 clusters Score -1028746 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20558 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1028750.750000 Penalty: 906.999329 Iteration 42Q: 3 clusters Score -1028751 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1028751.937500 Penalty: 906.999329 Iteration 43Q: 3 clusters Score -1028752 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20566 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1028751.937500 Penalty: 906.999329 Iteration 44Q: 3 clusters Score -1028752 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20570 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1028753.187500 Penalty: 906.999329 Iteration 45Q: 3 clusters Score -1028753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20573 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1028753.000000 Penalty: 906.999329 Iteration 46Q: 3 clusters Score -1028753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20574 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1028753.437500 Penalty: 906.999329 Iteration 47Q: 3 clusters Score -1028753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20576 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1028753.812500 Penalty: 906.999329 Iteration 48Q: 3 clusters Score -1028754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20578 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1028753.375000 Penalty: 906.999329 Iteration 49Q: 3 clusters Score -1028753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20579 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1028752.562500 Penalty: 906.999329 Iteration 50Q: 3 clusters Score -1028753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20580 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1028753.812500 Penalty: 906.999329 Iteration 51Q: 3 clusters Score -1028754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20582 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1028753.375000 Penalty: 906.999329 Iteration 52Q: 3 clusters Score -1028753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20585 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1028753.687500 Penalty: 906.999329 Iteration 53Q: 3 clusters Score -1028754 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20589 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1028754.312500 Penalty: 906.999329 Iteration 54Q: 3 clusters Score -1028754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1028754.875000 Penalty: 906.999329 Iteration 55Q: 3 clusters Score -1028755 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20598 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1028756.437500 Penalty: 906.999329 Iteration 56Q: 3 clusters Score -1028756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20601 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -1028758.187500 Penalty: 906.999329 Iteration 57Q: 3 clusters Score -1028758 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20608 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1028758.437500 Penalty: 906.999329 Iteration 58Q: 3 clusters Score -1028758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20610 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1028758.812500 Penalty: 906.999329 Iteration 59Q: 3 clusters Score -1028759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20611 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1028759.000000 Penalty: 906.999329 Iteration 60F: 3 clusters Score -1028759 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20614 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -1028759.250000 Penalty: 906.999329 Iteration 61Q: 3 clusters Score -1028759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20615 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1028759.812500 Penalty: 906.999329 Iteration 62Q: 3 clusters Score -1028760 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20615 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1028759.812500 Penalty: 906.999329 Iteration 63F: 3 clusters Score -1028760 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (49520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49520 members Entering Unmasked Estep Score: -2595174.250000 Penalty: 491.860992 Iteration 0F: 2 clusters Score -2595174 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24708 members Mstep: Class 2 contains 24812 members Entering Unmasked Estep Score: -2561945.500000 Penalty: 983.721985 Iteration 0F: 3 clusters Score -2561946 nChanged 23949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22869 members Mstep: Class 2 contains 26651 members Entering Unmasked Estep Score: -2576042.250000 Penalty: 983.721985 Iteration 1F: 3 clusters Score -2576042 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21821 members Mstep: Class 2 contains 27699 members Entering Unmasked Estep Score: -2576526.500000 Penalty: 983.721985 Iteration 2Q: 3 clusters Score -2576526 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20323 members Mstep: Class 2 contains 29197 members Entering Unmasked Estep Score: -2577219.750000 Penalty: 983.721985 Iteration 3Q: 3 clusters Score -2577220 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18185 members Mstep: Class 2 contains 31335 members Entering Unmasked Estep Score: -2578313.000000 Penalty: 983.721985 Iteration 4Q: 3 clusters Score -2578313 nChanged 2985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 34260 members Entering Unmasked Estep Score: -2580198.250000 Penalty: 983.721985 Iteration 5F: 3 clusters Score -2580198 nChanged 3738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 37984 members Entering Unmasked Estep Score: -2583133.750000 Penalty: 983.721985 Iteration 6F: 3 clusters Score -2583134 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 42182 members Entering Unmasked Estep Score: -2587187.000000 Penalty: 983.721985 Iteration 7F: 3 clusters Score -2587187 nChanged 3825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 46007 members Entering Unmasked Estep Score: -2591290.750000 Penalty: 983.721985 Iteration 8F: 3 clusters Score -2591291 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 48137 members Entering Unmasked Estep Score: -2593470.750000 Penalty: 983.721985 Iteration 9Q: 3 clusters Score -2593471 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 48997 members Entering Unmasked Estep Score: -2594299.750000 Penalty: 983.721985 Iteration 10Q: 3 clusters Score -2594300 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 49308 members Entering Unmasked Estep Score: -2594576.500000 Penalty: 983.721985 Iteration 11Q: 3 clusters Score -2594576 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 49411 members Entering Unmasked Estep Score: -2594663.000000 Penalty: 983.721985 Iteration 12Q: 3 clusters Score -2594663 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 49443 members Entering Unmasked Estep Score: -2594699.000000 Penalty: 983.721985 Iteration 13Q: 3 clusters Score -2594699 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 49457 members Entering Unmasked Estep Score: -2594717.750000 Penalty: 983.721985 Iteration 14Q: 3 clusters Score -2594718 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 49464 members Entering Unmasked Estep Score: -2594726.750000 Penalty: 983.721985 Iteration 15Q: 3 clusters Score -2594727 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 49464 members Entering Unmasked Estep Score: -2594731.500000 Penalty: 983.721985 Iteration 16Q: 3 clusters Score -2594732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 49462 members Entering Unmasked Estep Score: -2594735.250000 Penalty: 983.721985 Iteration 17Q: 3 clusters Score -2594735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 49461 members Entering Unmasked Estep Score: -2594735.000000 Penalty: 983.721985 Iteration 18Q: 3 clusters Score -2594735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 49462 members Entering Unmasked Estep Score: -2594737.000000 Penalty: 983.721985 Iteration 19Q: 3 clusters Score -2594737 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 49462 members Entering Unmasked Estep Score: -2594737.000000 Penalty: 983.721985 Iteration 20F: 3 clusters Score -2594737 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Entering Unmasked Estep Score: -129320.781250 Penalty: 355.130554 Iteration 0F: 2 clusters Score -129320.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -127605.445312 Penalty: 710.261108 Iteration 0F: 3 clusters Score -127605.4 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -128163.015625 Penalty: 710.261108 Iteration 1F: 3 clusters Score -128163 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -128265.500000 Penalty: 710.261108 Iteration 2F: 3 clusters Score -128265.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -128337.187500 Penalty: 710.261108 Iteration 3F: 3 clusters Score -128337.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -128430.679688 Penalty: 710.261108 Iteration 4F: 3 clusters Score -128430.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -128552.601562 Penalty: 710.261108 Iteration 5F: 3 clusters Score -128552.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -128672.484375 Penalty: 710.261108 Iteration 6F: 3 clusters Score -128672.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -128760.257812 Penalty: 710.261108 Iteration 7F: 3 clusters Score -128760.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -128830.906250 Penalty: 710.261108 Iteration 8Q: 3 clusters Score -128830.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -128881.648438 Penalty: 710.261108 Iteration 9Q: 3 clusters Score -128881.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -128916.281250 Penalty: 710.261108 Iteration 10Q: 3 clusters Score -128916.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -128946.000000 Penalty: 710.261108 Iteration 11Q: 3 clusters Score -128946 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -128963.726562 Penalty: 710.261108 Iteration 12Q: 3 clusters Score -128963.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -128971.906250 Penalty: 710.261108 Iteration 13Q: 3 clusters Score -128971.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -128978.171875 Penalty: 710.261108 Iteration 14Q: 3 clusters Score -128978.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -128983.929688 Penalty: 710.261108 Iteration 15Q: 3 clusters Score -128983.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -128987.984375 Penalty: 710.261108 Iteration 16Q: 3 clusters Score -128988 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -128989.945312 Penalty: 710.261108 Iteration 17Q: 3 clusters Score -128989.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -128993.546875 Penalty: 710.261108 Iteration 18Q: 3 clusters Score -128993.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -128995.789062 Penalty: 710.261108 Iteration 19Q: 3 clusters Score -128995.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -128996.492188 Penalty: 710.261108 Iteration 20F: 3 clusters Score -128996.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -128996.859375 Penalty: 710.261108 Iteration 21Q: 3 clusters Score -128996.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -128997.070312 Penalty: 710.261108 Iteration 22Q: 3 clusters Score -128997.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -128997.187500 Penalty: 710.261108 Iteration 23Q: 3 clusters Score -128997.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -128997.484375 Penalty: 710.261108 Iteration 24Q: 3 clusters Score -128997.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -128997.484375 Penalty: 710.261108 Iteration 25F: 3 clusters Score -128997.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Entering Unmasked Estep Score: -109680.539062 Penalty: 351.139496 Iteration 0F: 2 clusters Score -109680.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -108083.679688 Penalty: 702.278992 Iteration 0F: 3 clusters Score -108083.7 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -108559.914062 Penalty: 702.278992 Iteration 1F: 3 clusters Score -108559.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -108602.937500 Penalty: 702.278992 Iteration 2F: 3 clusters Score -108602.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -108648.703125 Penalty: 702.278992 Iteration 3Q: 3 clusters Score -108648.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -108693.476562 Penalty: 702.278992 Iteration 4Q: 3 clusters Score -108693.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -108744.203125 Penalty: 702.278992 Iteration 5Q: 3 clusters Score -108744.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -108788.234375 Penalty: 702.278992 Iteration 6Q: 3 clusters Score -108788.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -108836.281250 Penalty: 702.278992 Iteration 7Q: 3 clusters Score -108836.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -108892.500000 Penalty: 702.278992 Iteration 8Q: 3 clusters Score -108892.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -108950.085938 Penalty: 702.278992 Iteration 9Q: 3 clusters Score -108950.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -109015.015625 Penalty: 702.278992 Iteration 10Q: 3 clusters Score -109015 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -109056.070312 Penalty: 702.278992 Iteration 11Q: 3 clusters Score -109056.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -109084.007812 Penalty: 702.278992 Iteration 12Q: 3 clusters Score -109084 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -109108.453125 Penalty: 702.278992 Iteration 13Q: 3 clusters Score -109108.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -109134.195312 Penalty: 702.278992 Iteration 14Q: 3 clusters Score -109134.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -109160.531250 Penalty: 702.278992 Iteration 15Q: 3 clusters Score -109160.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -109191.093750 Penalty: 702.278992 Iteration 16Q: 3 clusters Score -109191.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -109218.703125 Penalty: 702.278992 Iteration 17Q: 3 clusters Score -109218.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -109235.898438 Penalty: 702.278992 Iteration 18Q: 3 clusters Score -109235.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -109245.382812 Penalty: 702.278992 Iteration 19Q: 3 clusters Score -109245.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -109252.945312 Penalty: 702.278992 Iteration 20F: 3 clusters Score -109252.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -109258.835938 Penalty: 702.278992 Iteration 21Q: 3 clusters Score -109258.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -109262.835938 Penalty: 702.278992 Iteration 22Q: 3 clusters Score -109262.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -109265.359375 Penalty: 702.278992 Iteration 23Q: 3 clusters Score -109265.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -109267.625000 Penalty: 702.278992 Iteration 24Q: 3 clusters Score -109267.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -109271.781250 Penalty: 702.278992 Iteration 25Q: 3 clusters Score -109271.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -109274.507812 Penalty: 702.278992 Iteration 26Q: 3 clusters Score -109274.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -109275.843750 Penalty: 702.278992 Iteration 27Q: 3 clusters Score -109275.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -109277.468750 Penalty: 702.278992 Iteration 28Q: 3 clusters Score -109277.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -109279.125000 Penalty: 702.278992 Iteration 29Q: 3 clusters Score -109279.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -109280.968750 Penalty: 702.278992 Iteration 30Q: 3 clusters Score -109281 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -109284.890625 Penalty: 702.278992 Iteration 31Q: 3 clusters Score -109284.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -109288.359375 Penalty: 702.278992 Iteration 32Q: 3 clusters Score -109288.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -109291.695312 Penalty: 702.278992 Iteration 33Q: 3 clusters Score -109291.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -109294.242188 Penalty: 702.278992 Iteration 34Q: 3 clusters Score -109294.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -109295.195312 Penalty: 702.278992 Iteration 35Q: 3 clusters Score -109295.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -109296.093750 Penalty: 702.278992 Iteration 36Q: 3 clusters Score -109296.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -109296.437500 Penalty: 702.278992 Iteration 37Q: 3 clusters Score -109296.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -109297.000000 Penalty: 702.278992 Iteration 38Q: 3 clusters Score -109297 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -109297.195312 Penalty: 702.278992 Iteration 39Q: 3 clusters Score -109297.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -109297.195312 Penalty: 702.278992 Iteration 40F: 3 clusters Score -109297.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -4428.040527 Penalty: 213.456345 Iteration 0F: 2 clusters Score -4428.041 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4240.916504 Penalty: 426.912689 Iteration 0F: 3 clusters Score -4240.917 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4295.193359 Penalty: 426.912689 Iteration 1F: 3 clusters Score -4295.193 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4307.961914 Penalty: 426.912689 Iteration 2F: 3 clusters Score -4307.962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4308.671387 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -4308.671 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -4308.671387 Penalty: 426.912689 Iteration 4F: 3 clusters Score -4308.671 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Entering Unmasked Estep Score: -143178.421875 Penalty: 359.089569 Iteration 0F: 2 clusters Score -143178.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -141312.515625 Penalty: 718.179138 Iteration 0F: 3 clusters Score -141312.5 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -141920.890625 Penalty: 718.179138 Iteration 1F: 3 clusters Score -141920.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -142001.250000 Penalty: 718.179138 Iteration 2F: 3 clusters Score -142001.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -142079.468750 Penalty: 718.179138 Iteration 3F: 3 clusters Score -142079.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -142158.875000 Penalty: 718.179138 Iteration 4F: 3 clusters Score -142158.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -142258.281250 Penalty: 718.179138 Iteration 5F: 3 clusters Score -142258.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -142375.250000 Penalty: 718.179138 Iteration 6F: 3 clusters Score -142375.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -142500.531250 Penalty: 718.179138 Iteration 7F: 3 clusters Score -142500.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -142622.703125 Penalty: 718.179138 Iteration 8F: 3 clusters Score -142622.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -142710.968750 Penalty: 718.179138 Iteration 9Q: 3 clusters Score -142711 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -142775.562500 Penalty: 718.179138 Iteration 10Q: 3 clusters Score -142775.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -142812.609375 Penalty: 718.179138 Iteration 11Q: 3 clusters Score -142812.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -142834.703125 Penalty: 718.179138 Iteration 12Q: 3 clusters Score -142834.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -142853.218750 Penalty: 718.179138 Iteration 13Q: 3 clusters Score -142853.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -142860.000000 Penalty: 718.179138 Iteration 14Q: 3 clusters Score -142860 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -142864.718750 Penalty: 718.179138 Iteration 15Q: 3 clusters Score -142864.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -142867.812500 Penalty: 718.179138 Iteration 16Q: 3 clusters Score -142867.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -142870.468750 Penalty: 718.179138 Iteration 17Q: 3 clusters Score -142870.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -142872.421875 Penalty: 718.179138 Iteration 18Q: 3 clusters Score -142872.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -142874.453125 Penalty: 718.179138 Iteration 19Q: 3 clusters Score -142874.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -142875.468750 Penalty: 718.179138 Iteration 20F: 3 clusters Score -142875.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -142876.718750 Penalty: 718.179138 Iteration 21Q: 3 clusters Score -142876.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -142878.296875 Penalty: 718.179138 Iteration 22Q: 3 clusters Score -142878.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -142879.312500 Penalty: 718.179138 Iteration 23Q: 3 clusters Score -142879.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -142879.781250 Penalty: 718.179138 Iteration 24Q: 3 clusters Score -142879.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -142880.109375 Penalty: 718.179138 Iteration 25Q: 3 clusters Score -142880.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -142880.109375 Penalty: 718.179138 Iteration 26F: 3 clusters Score -142880.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -889500.812500 Penalty: 443.909943 Iteration 0F: 2 clusters Score -889500.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -877956.562500 Penalty: 887.819885 Iteration 0F: 3 clusters Score -877956.6 nChanged 8209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -882906.125000 Penalty: 887.819885 Iteration 1F: 3 clusters Score -882906.1 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -883388.812500 Penalty: 887.819885 Iteration 2F: 3 clusters Score -883388.8 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -884205.625000 Penalty: 887.819885 Iteration 3F: 3 clusters Score -884205.6 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -885382.812500 Penalty: 887.819885 Iteration 4F: 3 clusters Score -885382.8 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 7464 members Entering Unmasked Estep Score: -886553.875000 Penalty: 887.819885 Iteration 5F: 3 clusters Score -886553.9 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9997 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -887203.812500 Penalty: 887.819885 Iteration 6F: 3 clusters Score -887203.8 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10165 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -887576.125000 Penalty: 887.819885 Iteration 7Q: 3 clusters Score -887576.1 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -887880.187500 Penalty: 887.819885 Iteration 8Q: 3 clusters Score -887880.2 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -888133.000000 Penalty: 887.819885 Iteration 9Q: 3 clusters Score -888133 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10602 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -888333.750000 Penalty: 887.819885 Iteration 10Q: 3 clusters Score -888333.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10684 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -888495.687500 Penalty: 887.819885 Iteration 11Q: 3 clusters Score -888495.7 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -888620.937500 Penalty: 887.819885 Iteration 12Q: 3 clusters Score -888620.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -888707.687500 Penalty: 887.819885 Iteration 13Q: 3 clusters Score -888707.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -888754.312500 Penalty: 887.819885 Iteration 14Q: 3 clusters Score -888754.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -888783.937500 Penalty: 887.819885 Iteration 15Q: 3 clusters Score -888783.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10817 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -888805.562500 Penalty: 887.819885 Iteration 16Q: 3 clusters Score -888805.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -888817.375000 Penalty: 887.819885 Iteration 17Q: 3 clusters Score -888817.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10870 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -888825.125000 Penalty: 887.819885 Iteration 18Q: 3 clusters Score -888825.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -888833.562500 Penalty: 887.819885 Iteration 19Q: 3 clusters Score -888833.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10940 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -888839.750000 Penalty: 887.819885 Iteration 20F: 3 clusters Score -888839.8 nChanged 59 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: -888846.687500 Penalty: 887.819885 Iteration 21Q: 3 clusters Score -888846.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -888852.750000 Penalty: 887.819885 Iteration 22Q: 3 clusters Score -888852.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -888856.375000 Penalty: 887.819885 Iteration 23Q: 3 clusters Score -888856.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -888855.500000 Penalty: 887.819885 Iteration 24Q: 3 clusters Score -888855.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -888859.312500 Penalty: 887.819885 Iteration 25Q: 3 clusters Score -888859.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11151 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -888858.875000 Penalty: 887.819885 Iteration 26Q: 3 clusters Score -888858.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -888861.062500 Penalty: 887.819885 Iteration 27Q: 3 clusters Score -888861.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -888863.062500 Penalty: 887.819885 Iteration 28Q: 3 clusters Score -888863.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -888865.062500 Penalty: 887.819885 Iteration 29Q: 3 clusters Score -888865.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -888864.687500 Penalty: 887.819885 Iteration 30Q: 3 clusters Score -888864.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -888866.125000 Penalty: 887.819885 Iteration 31Q: 3 clusters Score -888866.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -888867.312500 Penalty: 887.819885 Iteration 32Q: 3 clusters Score -888867.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 6021 members Entering Unmasked Estep Score: -888865.562500 Penalty: 887.819885 Iteration 33Q: 3 clusters Score -888865.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -888867.625000 Penalty: 887.819885 Iteration 34Q: 3 clusters Score -888867.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -888868.562500 Penalty: 887.819885 Iteration 35Q: 3 clusters Score -888868.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -888868.187500 Penalty: 887.819885 Iteration 36Q: 3 clusters Score -888868.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11277 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -888868.750000 Penalty: 887.819885 Iteration 37Q: 3 clusters Score -888868.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -888866.812500 Penalty: 887.819885 Iteration 38Q: 3 clusters Score -888866.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -888866.000000 Penalty: 887.819885 Iteration 39Q: 3 clusters Score -888866 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11307 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -888866.750000 Penalty: 887.819885 Iteration 40F: 3 clusters Score -888866.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -888867.812500 Penalty: 887.819885 Iteration 41Q: 3 clusters Score -888867.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -888867.312500 Penalty: 887.819885 Iteration 42Q: 3 clusters Score -888867.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11326 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -888869.312500 Penalty: 887.819885 Iteration 43Q: 3 clusters Score -888869.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -888868.437500 Penalty: 887.819885 Iteration 44Q: 3 clusters Score -888868.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -888870.500000 Penalty: 887.819885 Iteration 45Q: 3 clusters Score -888870.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -888870.062500 Penalty: 887.819885 Iteration 46Q: 3 clusters Score -888870.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -888870.375000 Penalty: 887.819885 Iteration 47Q: 3 clusters Score -888870.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -888871.562500 Penalty: 887.819885 Iteration 48Q: 3 clusters Score -888871.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -888871.875000 Penalty: 887.819885 Iteration 49Q: 3 clusters Score -888871.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -888871.875000 Penalty: 887.819885 Iteration 50F: 3 clusters Score -888871.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Entering Unmasked Estep Score: -145824.718750 Penalty: 365.086548 Iteration 0F: 2 clusters Score -145824.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -143675.718750 Penalty: 730.173096 Iteration 0F: 3 clusters Score -143675.7 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -144482.109375 Penalty: 730.173096 Iteration 1F: 3 clusters Score -144482.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -144605.812500 Penalty: 730.173096 Iteration 2F: 3 clusters Score -144605.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -144727.531250 Penalty: 730.173096 Iteration 3F: 3 clusters Score -144727.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -144842.906250 Penalty: 730.173096 Iteration 4F: 3 clusters Score -144842.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -144942.609375 Penalty: 730.173096 Iteration 5Q: 3 clusters Score -144942.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -145020.140625 Penalty: 730.173096 Iteration 6Q: 3 clusters Score -145020.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -145123.000000 Penalty: 730.173096 Iteration 7Q: 3 clusters Score -145123 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -145207.828125 Penalty: 730.173096 Iteration 8Q: 3 clusters Score -145207.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -145272.515625 Penalty: 730.173096 Iteration 9Q: 3 clusters Score -145272.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -145337.921875 Penalty: 730.173096 Iteration 10Q: 3 clusters Score -145337.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -145394.921875 Penalty: 730.173096 Iteration 11Q: 3 clusters Score -145394.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -145433.203125 Penalty: 730.173096 Iteration 12Q: 3 clusters Score -145433.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -145458.687500 Penalty: 730.173096 Iteration 13Q: 3 clusters Score -145458.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -145478.328125 Penalty: 730.173096 Iteration 14Q: 3 clusters Score -145478.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -145491.750000 Penalty: 730.173096 Iteration 15Q: 3 clusters Score -145491.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -145503.625000 Penalty: 730.173096 Iteration 16Q: 3 clusters Score -145503.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -145508.796875 Penalty: 730.173096 Iteration 17Q: 3 clusters Score -145508.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -145514.609375 Penalty: 730.173096 Iteration 18Q: 3 clusters Score -145514.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -145519.906250 Penalty: 730.173096 Iteration 19Q: 3 clusters Score -145519.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -145528.046875 Penalty: 730.173096 Iteration 20F: 3 clusters Score -145528 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -145536.843750 Penalty: 730.173096 Iteration 21Q: 3 clusters Score -145536.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -145543.000000 Penalty: 730.173096 Iteration 22Q: 3 clusters Score -145543 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -145549.562500 Penalty: 730.173096 Iteration 23Q: 3 clusters Score -145549.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -145555.250000 Penalty: 730.173096 Iteration 24Q: 3 clusters Score -145555.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -145564.796875 Penalty: 730.173096 Iteration 25Q: 3 clusters Score -145564.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -145574.312500 Penalty: 730.173096 Iteration 26Q: 3 clusters Score -145574.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -145583.421875 Penalty: 730.173096 Iteration 27Q: 3 clusters Score -145583.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -145593.156250 Penalty: 730.173096 Iteration 28Q: 3 clusters Score -145593.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -145596.703125 Penalty: 730.173096 Iteration 29Q: 3 clusters Score -145596.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -145602.781250 Penalty: 730.173096 Iteration 30Q: 3 clusters Score -145602.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -145617.578125 Penalty: 730.173096 Iteration 31Q: 3 clusters Score -145617.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -145637.609375 Penalty: 730.173096 Iteration 32Q: 3 clusters Score -145637.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -145653.109375 Penalty: 730.173096 Iteration 33Q: 3 clusters Score -145653.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -145659.796875 Penalty: 730.173096 Iteration 34Q: 3 clusters Score -145659.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -145660.921875 Penalty: 730.173096 Iteration 35Q: 3 clusters Score -145660.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -145660.906250 Penalty: 730.173096 Iteration 36Q: 3 clusters Score -145660.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -145661.406250 Penalty: 730.173096 Iteration 37F: 3 clusters Score -145661.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -145661.906250 Penalty: 730.173096 Iteration 38Q: 3 clusters Score -145661.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -145664.171875 Penalty: 730.173096 Iteration 39Q: 3 clusters Score -145664.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -145666.359375 Penalty: 730.173096 Iteration 40F: 3 clusters Score -145666.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -145667.562500 Penalty: 730.173096 Iteration 41Q: 3 clusters Score -145667.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -145669.718750 Penalty: 730.173096 Iteration 42Q: 3 clusters Score -145669.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -145671.218750 Penalty: 730.173096 Iteration 43Q: 3 clusters Score -145671.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -145672.343750 Penalty: 730.173096 Iteration 44Q: 3 clusters Score -145672.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -145674.250000 Penalty: 730.173096 Iteration 45Q: 3 clusters Score -145674.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -145679.625000 Penalty: 730.173096 Iteration 46Q: 3 clusters Score -145679.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -145685.718750 Penalty: 730.173096 Iteration 47Q: 3 clusters Score -145685.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -145688.312500 Penalty: 730.173096 Iteration 48Q: 3 clusters Score -145688.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -145692.375000 Penalty: 730.173096 Iteration 49Q: 3 clusters Score -145692.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -145699.015625 Penalty: 730.173096 Iteration 50Q: 3 clusters Score -145699 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -145704.171875 Penalty: 730.173096 Iteration 51Q: 3 clusters Score -145704.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -145708.484375 Penalty: 730.173096 Iteration 52Q: 3 clusters Score -145708.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -145710.734375 Penalty: 730.173096 Iteration 53Q: 3 clusters Score -145710.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -145711.921875 Penalty: 730.173096 Iteration 54Q: 3 clusters Score -145711.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -145712.968750 Penalty: 730.173096 Iteration 55Q: 3 clusters Score -145713 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -145713.937500 Penalty: 730.173096 Iteration 56Q: 3 clusters Score -145713.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -145714.953125 Penalty: 730.173096 Iteration 57Q: 3 clusters Score -145715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -145715.000000 Penalty: 730.173096 Iteration 58F: 3 clusters Score -145715 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -145715.687500 Penalty: 730.173096 Iteration 59Q: 3 clusters Score -145715.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -145717.203125 Penalty: 730.173096 Iteration 60F: 3 clusters Score -145717.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -145718.000000 Penalty: 730.173096 Iteration 61Q: 3 clusters Score -145718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -145717.984375 Penalty: 730.173096 Iteration 62Q: 3 clusters Score -145718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -145718.296875 Penalty: 730.173096 Iteration 63Q: 3 clusters Score -145718.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -145718.890625 Penalty: 730.173096 Iteration 64Q: 3 clusters Score -145718.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -145719.156250 Penalty: 730.173096 Iteration 65Q: 3 clusters Score -145719.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -145719.390625 Penalty: 730.173096 Iteration 66Q: 3 clusters Score -145719.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -145719.546875 Penalty: 730.173096 Iteration 67Q: 3 clusters Score -145719.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -145719.546875 Penalty: 730.173096 Iteration 68F: 3 clusters Score -145719.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (28575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28575 members Entering Unmasked Estep Score: -1340101.750000 Penalty: 466.843079 Iteration 0F: 2 clusters Score -1340102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14273 members Mstep: Class 2 contains 14302 members Entering Unmasked Estep Score: -1321031.250000 Penalty: 933.686157 Iteration 0F: 3 clusters Score -1321031 nChanged 13605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14384 members Mstep: Class 2 contains 14191 members Entering Unmasked Estep Score: -1329334.000000 Penalty: 933.686157 Iteration 1F: 3 clusters Score -1329334 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14490 members Mstep: Class 2 contains 14085 members Entering Unmasked Estep Score: -1329894.875000 Penalty: 933.686157 Iteration 2Q: 3 clusters Score -1329895 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 14029 members Entering Unmasked Estep Score: -1330563.500000 Penalty: 933.686157 Iteration 3Q: 3 clusters Score -1330564 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 14045 members Entering Unmasked Estep Score: -1331296.625000 Penalty: 933.686157 Iteration 4F: 3 clusters Score -1331297 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14441 members Mstep: Class 2 contains 14134 members Entering Unmasked Estep Score: -1332059.750000 Penalty: 933.686157 Iteration 5F: 3 clusters Score -1332060 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14379 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -1332658.500000 Penalty: 933.686157 Iteration 6F: 3 clusters Score -1332658 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14311 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -1333108.250000 Penalty: 933.686157 Iteration 7Q: 3 clusters Score -1333108 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -1333485.250000 Penalty: 933.686157 Iteration 8Q: 3 clusters Score -1333485 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -1333849.750000 Penalty: 933.686157 Iteration 9Q: 3 clusters Score -1333850 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -1334274.625000 Penalty: 933.686157 Iteration 10Q: 3 clusters Score -1334275 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14553 members Mstep: Class 2 contains 14022 members Entering Unmasked Estep Score: -1334812.500000 Penalty: 933.686157 Iteration 11Q: 3 clusters Score -1334812 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14970 members Mstep: Class 2 contains 13605 members Entering Unmasked Estep Score: -1335324.750000 Penalty: 933.686157 Iteration 12Q: 3 clusters Score -1335325 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -1335605.875000 Penalty: 933.686157 Iteration 13Q: 3 clusters Score -1335606 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -1335758.750000 Penalty: 933.686157 Iteration 14Q: 3 clusters Score -1335759 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16291 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -1335880.500000 Penalty: 933.686157 Iteration 15Q: 3 clusters Score -1335880 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 11855 members Entering Unmasked Estep Score: -1335981.250000 Penalty: 933.686157 Iteration 16Q: 3 clusters Score -1335981 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17173 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -1336089.750000 Penalty: 933.686157 Iteration 17Q: 3 clusters Score -1336090 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 10913 members Entering Unmasked Estep Score: -1336212.500000 Penalty: 933.686157 Iteration 18Q: 3 clusters Score -1336212 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18135 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -1336334.125000 Penalty: 933.686157 Iteration 19Q: 3 clusters Score -1336334 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18630 members Mstep: Class 2 contains 9945 members Entering Unmasked Estep Score: -1336470.375000 Penalty: 933.686157 Iteration 20F: 3 clusters Score -1336470 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19140 members Mstep: Class 2 contains 9435 members Entering Unmasked Estep Score: -1336604.875000 Penalty: 933.686157 Iteration 21Q: 3 clusters Score -1336605 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19597 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -1336718.125000 Penalty: 933.686157 Iteration 22Q: 3 clusters Score -1336718 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -1336851.625000 Penalty: 933.686157 Iteration 23Q: 3 clusters Score -1336852 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20565 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -1336987.625000 Penalty: 933.686157 Iteration 24Q: 3 clusters Score -1336988 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21022 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -1337107.250000 Penalty: 933.686157 Iteration 25Q: 3 clusters Score -1337107 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21514 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -1337252.000000 Penalty: 933.686157 Iteration 26Q: 3 clusters Score -1337252 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22033 members Mstep: Class 2 contains 6542 members Entering Unmasked Estep Score: -1337417.500000 Penalty: 933.686157 Iteration 27Q: 3 clusters Score -1337418 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22567 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -1337610.625000 Penalty: 933.686157 Iteration 28Q: 3 clusters Score -1337611 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23104 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1337810.750000 Penalty: 933.686157 Iteration 29Q: 3 clusters Score -1337811 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -1337996.875000 Penalty: 933.686157 Iteration 30Q: 3 clusters Score -1337997 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24077 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1338168.625000 Penalty: 933.686157 Iteration 31Q: 3 clusters Score -1338169 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24518 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1338332.875000 Penalty: 933.686157 Iteration 32Q: 3 clusters Score -1338333 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24954 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1338511.500000 Penalty: 933.686157 Iteration 33Q: 3 clusters Score -1338512 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25367 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -1338677.750000 Penalty: 933.686157 Iteration 34Q: 3 clusters Score -1338678 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1338829.000000 Penalty: 933.686157 Iteration 35Q: 3 clusters Score -1338829 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26089 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -1338961.625000 Penalty: 933.686157 Iteration 36Q: 3 clusters Score -1338962 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26417 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1339105.375000 Penalty: 933.686157 Iteration 37Q: 3 clusters Score -1339105 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1339239.875000 Penalty: 933.686157 Iteration 38Q: 3 clusters Score -1339240 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26967 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1339346.750000 Penalty: 933.686157 Iteration 39Q: 3 clusters Score -1339347 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27194 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1339472.250000 Penalty: 933.686157 Iteration 40F: 3 clusters Score -1339472 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27393 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1339574.125000 Penalty: 933.686157 Iteration 41Q: 3 clusters Score -1339574 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27548 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -1339646.250000 Penalty: 933.686157 Iteration 42Q: 3 clusters Score -1339646 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27661 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1339700.125000 Penalty: 933.686157 Iteration 43Q: 3 clusters Score -1339700 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27741 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1339730.750000 Penalty: 933.686157 Iteration 44Q: 3 clusters Score -1339731 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27797 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1339755.750000 Penalty: 933.686157 Iteration 45Q: 3 clusters Score -1339756 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27850 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -1339778.375000 Penalty: 933.686157 Iteration 46Q: 3 clusters Score -1339778 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27894 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -1339800.625000 Penalty: 933.686157 Iteration 47Q: 3 clusters Score -1339801 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27929 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -1339808.500000 Penalty: 933.686157 Iteration 48Q: 3 clusters Score -1339808 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27954 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1339816.250000 Penalty: 933.686157 Iteration 49Q: 3 clusters Score -1339816 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27967 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1339822.625000 Penalty: 933.686157 Iteration 50Q: 3 clusters Score -1339823 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27971 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1339826.375000 Penalty: 933.686157 Iteration 51Q: 3 clusters Score -1339826 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27980 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1339831.125000 Penalty: 933.686157 Iteration 52Q: 3 clusters Score -1339831 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27997 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1339832.250000 Penalty: 933.686157 Iteration 53Q: 3 clusters Score -1339832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28003 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1339836.125000 Penalty: 933.686157 Iteration 54Q: 3 clusters Score -1339836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28009 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1339837.000000 Penalty: 933.686157 Iteration 55Q: 3 clusters Score -1339837 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28014 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1339838.625000 Penalty: 933.686157 Iteration 56Q: 3 clusters Score -1339839 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28018 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1339837.375000 Penalty: 933.686157 Iteration 57Q: 3 clusters Score -1339837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28020 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1339839.500000 Penalty: 933.686157 Iteration 58Q: 3 clusters Score -1339840 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28020 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -1339839.500000 Penalty: 933.686157 Iteration 59F: 3 clusters Score -1339840 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -19363.271484 Penalty: 275.583679 Iteration 0F: 2 clusters Score -19363.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -18944.146484 Penalty: 551.167358 Iteration 0F: 3 clusters Score -18944.15 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -19127.457031 Penalty: 551.167358 Iteration 1F: 3 clusters Score -19127.46 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -19198.099609 Penalty: 551.167358 Iteration 2F: 3 clusters Score -19198.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -19248.621094 Penalty: 551.167358 Iteration 3F: 3 clusters Score -19248.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -19274.767578 Penalty: 551.167358 Iteration 4Q: 3 clusters Score -19274.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19298.785156 Penalty: 551.167358 Iteration 5Q: 3 clusters Score -19298.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -19318.330078 Penalty: 551.167358 Iteration 6Q: 3 clusters Score -19318.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -19333.302734 Penalty: 551.167358 Iteration 7Q: 3 clusters Score -19333.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -19336.443359 Penalty: 551.167358 Iteration 8Q: 3 clusters Score -19336.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -19337.193359 Penalty: 551.167358 Iteration 9Q: 3 clusters Score -19337.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -19337.193359 Penalty: 551.167358 Iteration 10F: 3 clusters Score -19337.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Entering Unmasked Estep Score: -98955.953125 Penalty: 343.912506 Iteration 0F: 2 clusters Score -98955.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -97574.054688 Penalty: 687.825012 Iteration 0F: 3 clusters Score -97574.05 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -98031.054688 Penalty: 687.825012 Iteration 1F: 3 clusters Score -98031.05 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -98131.375000 Penalty: 687.825012 Iteration 2F: 3 clusters Score -98131.38 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -98219.609375 Penalty: 687.825012 Iteration 3F: 3 clusters Score -98219.61 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -98313.000000 Penalty: 687.825012 Iteration 4F: 3 clusters Score -98313 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -98391.046875 Penalty: 687.825012 Iteration 5F: 3 clusters Score -98391.05 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -98469.742188 Penalty: 687.825012 Iteration 6F: 3 clusters Score -98469.74 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -98532.429688 Penalty: 687.825012 Iteration 7Q: 3 clusters Score -98532.43 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -98586.257812 Penalty: 687.825012 Iteration 8Q: 3 clusters Score -98586.26 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -98621.601562 Penalty: 687.825012 Iteration 9Q: 3 clusters Score -98621.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -98641.875000 Penalty: 687.825012 Iteration 10Q: 3 clusters Score -98641.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -98655.257812 Penalty: 687.825012 Iteration 11Q: 3 clusters Score -98655.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -98664.601562 Penalty: 687.825012 Iteration 12Q: 3 clusters Score -98664.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -98670.992188 Penalty: 687.825012 Iteration 13Q: 3 clusters Score -98670.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -98674.179688 Penalty: 687.825012 Iteration 14Q: 3 clusters Score -98674.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -98676.570312 Penalty: 687.825012 Iteration 15Q: 3 clusters Score -98676.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -98677.593750 Penalty: 687.825012 Iteration 16Q: 3 clusters Score -98677.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -98677.742188 Penalty: 687.825012 Iteration 17Q: 3 clusters Score -98677.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -98677.742188 Penalty: 687.825012 Iteration 18F: 3 clusters Score -98677.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7753.448242 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7753.448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7482.470703 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7482.471 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7552.136230 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7552.136 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7562.096680 Penalty: 474.559143 Iteration 2F: 3 clusters Score -7562.097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -7569.340332 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7569.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7571.151367 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7571.151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7579.938477 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7579.938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7596.086914 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -7596.087 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7609.928223 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -7609.928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7621.389648 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -7621.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7626.891113 Penalty: 474.559143 Iteration 9Q: 3 clusters Score -7626.891 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7632.293945 Penalty: 474.559143 Iteration 10Q: 3 clusters Score -7632.294 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -7653.548828 Penalty: 474.559143 Iteration 11Q: 3 clusters Score -7653.549 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7684.889648 Penalty: 474.559143 Iteration 12Q: 3 clusters Score -7684.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7745.761230 Penalty: 474.559143 Iteration 13Q: 3 clusters Score -7745.761 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7792.293945 Penalty: 474.559143 Iteration 14Q: 3 clusters Score -7792.294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7879.616699 Penalty: 474.559143 Iteration 15Q: 3 clusters Score -7879.617 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7885.113770 Penalty: 474.559143 Iteration 16Q: 3 clusters Score -7885.114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7887.990723 Penalty: 474.559143 Iteration 17Q: 3 clusters Score -7887.991 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7888.369629 Penalty: 474.559143 Iteration 18F: 3 clusters Score -7888.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7890.800293 Penalty: 474.559143 Iteration 19Q: 3 clusters Score -7890.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -7890.800293 Penalty: 474.559143 Iteration 20F: 3 clusters Score -7890.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49520 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2676 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28575 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 71 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200667 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Mstep: Class 27 contains 113 members Entering Unmasked Estep Score: -24241564.000000 Penalty: 16134.754883 Splitting cluster 14 changes total score from -24241812.000000 to -24241564.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (3915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Entering Unmasked Estep Score: -188103.453125 Penalty: 376.401978 Iteration 0F: 2 clusters Score -188103.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -185437.421875 Penalty: 752.803955 Iteration 0F: 3 clusters Score -185437.4 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -186340.859375 Penalty: 752.803955 Iteration 1F: 3 clusters Score -186340.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -186480.171875 Penalty: 752.803955 Iteration 2F: 3 clusters Score -186480.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -186630.187500 Penalty: 752.803955 Iteration 3F: 3 clusters Score -186630.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -186762.234375 Penalty: 752.803955 Iteration 4F: 3 clusters Score -186762.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -186905.437500 Penalty: 752.803955 Iteration 5F: 3 clusters Score -186905.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -187092.281250 Penalty: 752.803955 Iteration 6Q: 3 clusters Score -187092.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -187350.859375 Penalty: 752.803955 Iteration 7Q: 3 clusters Score -187350.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -187527.812500 Penalty: 752.803955 Iteration 8Q: 3 clusters Score -187527.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -187588.328125 Penalty: 752.803955 Iteration 9Q: 3 clusters Score -187588.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -187615.218750 Penalty: 752.803955 Iteration 10Q: 3 clusters Score -187615.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -187637.828125 Penalty: 752.803955 Iteration 11Q: 3 clusters Score -187637.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -187661.796875 Penalty: 752.803955 Iteration 12Q: 3 clusters Score -187661.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -187678.609375 Penalty: 752.803955 Iteration 13Q: 3 clusters Score -187678.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -187690.203125 Penalty: 752.803955 Iteration 14Q: 3 clusters Score -187690.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -187700.203125 Penalty: 752.803955 Iteration 15Q: 3 clusters Score -187700.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -187713.031250 Penalty: 752.803955 Iteration 16Q: 3 clusters Score -187713 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -187727.984375 Penalty: 752.803955 Iteration 17Q: 3 clusters Score -187728 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -187738.921875 Penalty: 752.803955 Iteration 18Q: 3 clusters Score -187738.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -187746.250000 Penalty: 752.803955 Iteration 19Q: 3 clusters Score -187746.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -187750.031250 Penalty: 752.803955 Iteration 20F: 3 clusters Score -187750 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -187752.437500 Penalty: 752.803955 Iteration 21Q: 3 clusters Score -187752.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -187753.875000 Penalty: 752.803955 Iteration 22Q: 3 clusters Score -187753.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -187755.390625 Penalty: 752.803955 Iteration 23Q: 3 clusters Score -187755.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -187756.328125 Penalty: 752.803955 Iteration 24Q: 3 clusters Score -187756.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -187757.171875 Penalty: 752.803955 Iteration 25Q: 3 clusters Score -187757.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -187758.031250 Penalty: 752.803955 Iteration 26Q: 3 clusters Score -187758 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -187759.546875 Penalty: 752.803955 Iteration 27Q: 3 clusters Score -187759.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -187761.359375 Penalty: 752.803955 Iteration 28Q: 3 clusters Score -187761.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -187762.703125 Penalty: 752.803955 Iteration 29Q: 3 clusters Score -187762.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -187764.718750 Penalty: 752.803955 Iteration 30Q: 3 clusters Score -187764.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -187767.453125 Penalty: 752.803955 Iteration 31Q: 3 clusters Score -187767.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -187770.171875 Penalty: 752.803955 Iteration 32Q: 3 clusters Score -187770.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -187772.312500 Penalty: 752.803955 Iteration 33Q: 3 clusters Score -187772.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -187772.921875 Penalty: 752.803955 Iteration 34Q: 3 clusters Score -187772.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -187773.562500 Penalty: 752.803955 Iteration 35Q: 3 clusters Score -187773.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -187773.734375 Penalty: 752.803955 Iteration 36Q: 3 clusters Score -187773.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -187774.390625 Penalty: 752.803955 Iteration 37Q: 3 clusters Score -187774.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -187774.796875 Penalty: 752.803955 Iteration 38Q: 3 clusters Score -187774.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -187775.296875 Penalty: 752.803955 Iteration 39Q: 3 clusters Score -187775.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -187775.484375 Penalty: 752.803955 Iteration 40F: 3 clusters Score -187775.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -187776.296875 Penalty: 752.803955 Iteration 41Q: 3 clusters Score -187776.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -187776.953125 Penalty: 752.803955 Iteration 42Q: 3 clusters Score -187777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -187778.000000 Penalty: 752.803955 Iteration 43Q: 3 clusters Score -187778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -187778.062500 Penalty: 752.803955 Iteration 44Q: 3 clusters Score -187778.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -187778.234375 Penalty: 752.803955 Iteration 45Q: 3 clusters Score -187778.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -187778.234375 Penalty: 752.803955 Iteration 46F: 3 clusters Score -187778.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (200667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200667 members Entering Unmasked Estep Score: -9878994.000000 Penalty: 555.527771 Iteration 0F: 2 clusters Score -9878994 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100043 members Mstep: Class 2 contains 100624 members Entering Unmasked Estep Score: -9744302.000000 Penalty: 1111.055542 Iteration 0F: 3 clusters Score -9744302 nChanged 99003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88384 members Mstep: Class 2 contains 112283 members Entering Unmasked Estep Score: -9807881.000000 Penalty: 1111.055542 Iteration 1F: 3 clusters Score -9807881 nChanged 10551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80479 members Mstep: Class 2 contains 120188 members Entering Unmasked Estep Score: -9814162.000000 Penalty: 1111.055542 Iteration 2F: 3 clusters Score -9814162 nChanged 12514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70555 members Mstep: Class 2 contains 130112 members Entering Unmasked Estep Score: -9824066.000000 Penalty: 1111.055542 Iteration 3F: 3 clusters Score -9824066 nChanged 13049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60646 members Mstep: Class 2 contains 140021 members Entering Unmasked Estep Score: -9835918.000000 Penalty: 1111.055542 Iteration 4F: 3 clusters Score -9835918 nChanged 11872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52890 members Mstep: Class 2 contains 147777 members Entering Unmasked Estep Score: -9845800.000000 Penalty: 1111.055542 Iteration 5F: 3 clusters Score -9845800 nChanged 9290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47268 members Mstep: Class 2 contains 153399 members Entering Unmasked Estep Score: -9851355.000000 Penalty: 1111.055542 Iteration 6Q: 3 clusters Score -9851355 nChanged 6329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42513 members Mstep: Class 2 contains 158154 members Entering Unmasked Estep Score: -9854089.000000 Penalty: 1111.055542 Iteration 7Q: 3 clusters Score -9854089 nChanged 4924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37923 members Mstep: Class 2 contains 162744 members Entering Unmasked Estep Score: -9856153.000000 Penalty: 1111.055542 Iteration 8Q: 3 clusters Score -9856153 nChanged 4567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33376 members Mstep: Class 2 contains 167291 members Entering Unmasked Estep Score: -9858026.000000 Penalty: 1111.055542 Iteration 9Q: 3 clusters Score -9858026 nChanged 4440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28936 members Mstep: Class 2 contains 171731 members Entering Unmasked Estep Score: -9860162.000000 Penalty: 1111.055542 Iteration 10Q: 3 clusters Score -9860162 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24524 members Mstep: Class 2 contains 176143 members Entering Unmasked Estep Score: -9862459.000000 Penalty: 1111.055542 Iteration 11Q: 3 clusters Score -9862459 nChanged 4307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20217 members Mstep: Class 2 contains 180450 members Entering Unmasked Estep Score: -9864755.000000 Penalty: 1111.055542 Iteration 12Q: 3 clusters Score -9864755 nChanged 3925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16292 members Mstep: Class 2 contains 184375 members Entering Unmasked Estep Score: -9867062.000000 Penalty: 1111.055542 Iteration 13Q: 3 clusters Score -9867062 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 188008 members Entering Unmasked Estep Score: -9869403.000000 Penalty: 1111.055542 Iteration 14Q: 3 clusters Score -9869403 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 191215 members Entering Unmasked Estep Score: -9871641.000000 Penalty: 1111.055542 Iteration 15Q: 3 clusters Score -9871641 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 194001 members Entering Unmasked Estep Score: -9873556.000000 Penalty: 1111.055542 Iteration 16Q: 3 clusters Score -9873556 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 196190 members Entering Unmasked Estep Score: -9875087.000000 Penalty: 1111.055542 Iteration 17Q: 3 clusters Score -9875087 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 197869 members Entering Unmasked Estep Score: -9876344.000000 Penalty: 1111.055542 Iteration 18Q: 3 clusters Score -9876344 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 199100 members Entering Unmasked Estep Score: -9877324.000000 Penalty: 1111.055542 Iteration 19Q: 3 clusters Score -9877324 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 199856 members Entering Unmasked Estep Score: -9877863.000000 Penalty: 1111.055542 Iteration 20F: 3 clusters Score -9877863 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 200214 members Entering Unmasked Estep Score: -9878171.000000 Penalty: 1111.055542 Iteration 21Q: 3 clusters Score -9878171 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 200387 members Entering Unmasked Estep Score: -9878325.000000 Penalty: 1111.055542 Iteration 22Q: 3 clusters Score -9878325 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 200481 members Entering Unmasked Estep Score: -9878415.000000 Penalty: 1111.055542 Iteration 23Q: 3 clusters Score -9878415 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 200528 members Entering Unmasked Estep Score: -9878445.000000 Penalty: 1111.055542 Iteration 24Q: 3 clusters Score -9878445 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 200548 members Entering Unmasked Estep Score: -9878458.000000 Penalty: 1111.055542 Iteration 25Q: 3 clusters Score -9878458 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 200563 members Entering Unmasked Estep Score: -9878474.000000 Penalty: 1111.055542 Iteration 26Q: 3 clusters Score -9878474 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 200570 members Entering Unmasked Estep Score: -9878487.000000 Penalty: 1111.055542 Iteration 27Q: 3 clusters Score -9878487 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 200574 members Entering Unmasked Estep Score: -9878492.000000 Penalty: 1111.055542 Iteration 28Q: 3 clusters Score -9878492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 200577 members Entering Unmasked Estep Score: -9878489.000000 Penalty: 1111.055542 Iteration 29Q: 3 clusters Score -9878489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 200578 members Entering Unmasked Estep Score: -9878496.000000 Penalty: 1111.055542 Iteration 30Q: 3 clusters Score -9878496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 200579 members Entering Unmasked Estep Score: -9878497.000000 Penalty: 1111.055542 Iteration 31Q: 3 clusters Score -9878497 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 200579 members Entering Unmasked Estep Score: -9878497.000000 Penalty: 1111.055542 Iteration 32F: 3 clusters Score -9878497 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Entering Unmasked Estep Score: -410606.781250 Penalty: 409.729156 Iteration 0F: 2 clusters Score -410606.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -405128.093750 Penalty: 819.458313 Iteration 0F: 3 clusters Score -405128.1 nChanged 3836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -407277.531250 Penalty: 819.458313 Iteration 1F: 3 clusters Score -407277.5 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -407430.156250 Penalty: 819.458313 Iteration 2Q: 3 clusters Score -407430.2 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -407611.406250 Penalty: 819.458313 Iteration 3F: 3 clusters Score -407611.4 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -407798.562500 Penalty: 819.458313 Iteration 4Q: 3 clusters Score -407798.6 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -407998.531250 Penalty: 819.458313 Iteration 5Q: 3 clusters Score -407998.5 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 4769 members Entering Unmasked Estep Score: -408257.281250 Penalty: 819.458313 Iteration 6Q: 3 clusters Score -408257.3 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -408604.375000 Penalty: 819.458313 Iteration 7F: 3 clusters Score -408604.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -408960.281250 Penalty: 819.458313 Iteration 8F: 3 clusters Score -408960.3 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -409200.656250 Penalty: 819.458313 Iteration 9Q: 3 clusters Score -409200.7 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -409333.000000 Penalty: 819.458313 Iteration 10Q: 3 clusters Score -409333 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -409411.312500 Penalty: 819.458313 Iteration 11Q: 3 clusters Score -409411.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -409450.687500 Penalty: 819.458313 Iteration 12Q: 3 clusters Score -409450.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -409481.750000 Penalty: 819.458313 Iteration 13Q: 3 clusters Score -409481.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -409507.937500 Penalty: 819.458313 Iteration 14Q: 3 clusters Score -409507.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -409538.562500 Penalty: 819.458313 Iteration 15Q: 3 clusters Score -409538.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -409568.625000 Penalty: 819.458313 Iteration 16Q: 3 clusters Score -409568.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -409597.062500 Penalty: 819.458313 Iteration 17Q: 3 clusters Score -409597.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 6223 members Entering Unmasked Estep Score: -409634.375000 Penalty: 819.458313 Iteration 18Q: 3 clusters Score -409634.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -409671.593750 Penalty: 819.458313 Iteration 19Q: 3 clusters Score -409671.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -409696.937500 Penalty: 819.458313 Iteration 20F: 3 clusters Score -409696.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -409715.843750 Penalty: 819.458313 Iteration 21Q: 3 clusters Score -409715.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -409739.437500 Penalty: 819.458313 Iteration 22Q: 3 clusters Score -409739.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -409764.468750 Penalty: 819.458313 Iteration 23Q: 3 clusters Score -409764.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -409787.500000 Penalty: 819.458313 Iteration 24Q: 3 clusters Score -409787.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -409808.843750 Penalty: 819.458313 Iteration 25Q: 3 clusters Score -409808.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -409831.156250 Penalty: 819.458313 Iteration 26Q: 3 clusters Score -409831.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -409860.625000 Penalty: 819.458313 Iteration 27Q: 3 clusters Score -409860.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -409895.156250 Penalty: 819.458313 Iteration 28Q: 3 clusters Score -409895.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -409924.937500 Penalty: 819.458313 Iteration 29Q: 3 clusters Score -409924.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -409960.062500 Penalty: 819.458313 Iteration 30Q: 3 clusters Score -409960.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -410005.656250 Penalty: 819.458313 Iteration 31Q: 3 clusters Score -410005.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -410045.187500 Penalty: 819.458313 Iteration 32Q: 3 clusters Score -410045.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -410073.000000 Penalty: 819.458313 Iteration 33Q: 3 clusters Score -410073 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -410096.468750 Penalty: 819.458313 Iteration 34Q: 3 clusters Score -410096.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -410117.093750 Penalty: 819.458313 Iteration 35Q: 3 clusters Score -410117.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -410131.593750 Penalty: 819.458313 Iteration 36Q: 3 clusters Score -410131.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -410144.781250 Penalty: 819.458313 Iteration 37Q: 3 clusters Score -410144.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -410158.125000 Penalty: 819.458313 Iteration 38Q: 3 clusters Score -410158.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -410170.937500 Penalty: 819.458313 Iteration 39Q: 3 clusters Score -410170.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -410181.281250 Penalty: 819.458313 Iteration 40F: 3 clusters Score -410181.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -410193.937500 Penalty: 819.458313 Iteration 41Q: 3 clusters Score -410193.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -410201.812500 Penalty: 819.458313 Iteration 42Q: 3 clusters Score -410201.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -410211.218750 Penalty: 819.458313 Iteration 43Q: 3 clusters Score -410211.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -410224.250000 Penalty: 819.458313 Iteration 44Q: 3 clusters Score -410224.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -410229.750000 Penalty: 819.458313 Iteration 45Q: 3 clusters Score -410229.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -410236.437500 Penalty: 819.458313 Iteration 46Q: 3 clusters Score -410236.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -410239.031250 Penalty: 819.458313 Iteration 47Q: 3 clusters Score -410239 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -410240.437500 Penalty: 819.458313 Iteration 48Q: 3 clusters Score -410240.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -410243.781250 Penalty: 819.458313 Iteration 49Q: 3 clusters Score -410243.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -410245.218750 Penalty: 819.458313 Iteration 50Q: 3 clusters Score -410245.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -410246.812500 Penalty: 819.458313 Iteration 51Q: 3 clusters Score -410246.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -410246.812500 Penalty: 819.458313 Iteration 52F: 3 clusters Score -410246.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Entering Unmasked Estep Score: -77775.304688 Penalty: 341.148163 Iteration 0F: 2 clusters Score -77775.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -76458.054688 Penalty: 682.296326 Iteration 0F: 3 clusters Score -76458.05 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -76899.718750 Penalty: 682.296326 Iteration 1F: 3 clusters Score -76899.72 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -77001.007812 Penalty: 682.296326 Iteration 2F: 3 clusters Score -77001.01 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -77093.179688 Penalty: 682.296326 Iteration 3F: 3 clusters Score -77093.18 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -77166.351562 Penalty: 682.296326 Iteration 4F: 3 clusters Score -77166.35 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -77255.101562 Penalty: 682.296326 Iteration 5F: 3 clusters Score -77255.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -77359.195312 Penalty: 682.296326 Iteration 6F: 3 clusters Score -77359.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -77441.000000 Penalty: 682.296326 Iteration 7Q: 3 clusters Score -77441 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -77495.328125 Penalty: 682.296326 Iteration 8Q: 3 clusters Score -77495.33 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -77523.039062 Penalty: 682.296326 Iteration 9Q: 3 clusters Score -77523.04 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -77536.312500 Penalty: 682.296326 Iteration 10Q: 3 clusters Score -77536.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -77543.656250 Penalty: 682.296326 Iteration 11Q: 3 clusters Score -77543.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -77547.335938 Penalty: 682.296326 Iteration 12Q: 3 clusters Score -77547.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -77553.429688 Penalty: 682.296326 Iteration 13Q: 3 clusters Score -77553.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -77559.109375 Penalty: 682.296326 Iteration 14Q: 3 clusters Score -77559.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -77563.265625 Penalty: 682.296326 Iteration 15Q: 3 clusters Score -77563.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -77568.273438 Penalty: 682.296326 Iteration 16Q: 3 clusters Score -77568.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -77571.484375 Penalty: 682.296326 Iteration 17Q: 3 clusters Score -77571.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -77574.242188 Penalty: 682.296326 Iteration 18Q: 3 clusters Score -77574.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -77575.906250 Penalty: 682.296326 Iteration 19Q: 3 clusters Score -77575.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -77576.710938 Penalty: 682.296326 Iteration 20F: 3 clusters Score -77576.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -77576.890625 Penalty: 682.296326 Iteration 21Q: 3 clusters Score -77576.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -77577.312500 Penalty: 682.296326 Iteration 22Q: 3 clusters Score -77577.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -77577.757812 Penalty: 682.296326 Iteration 23Q: 3 clusters Score -77577.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -77577.757812 Penalty: 682.296326 Iteration 24F: 3 clusters Score -77577.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Entering Unmasked Estep Score: -86243.945312 Penalty: 344.337738 Iteration 0F: 2 clusters Score -86243.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -84903.429688 Penalty: 688.675476 Iteration 0F: 3 clusters Score -84903.43 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -85514.164062 Penalty: 688.675476 Iteration 1F: 3 clusters Score -85514.16 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -85693.437500 Penalty: 688.675476 Iteration 2F: 3 clusters Score -85693.44 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -85829.554688 Penalty: 688.675476 Iteration 3F: 3 clusters Score -85829.55 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -85924.171875 Penalty: 688.675476 Iteration 4F: 3 clusters Score -85924.17 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -85996.281250 Penalty: 688.675476 Iteration 5Q: 3 clusters Score -85996.28 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -86055.148438 Penalty: 688.675476 Iteration 6Q: 3 clusters Score -86055.15 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -86091.835938 Penalty: 688.675476 Iteration 7Q: 3 clusters Score -86091.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -86115.859375 Penalty: 688.675476 Iteration 8Q: 3 clusters Score -86115.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -86123.312500 Penalty: 688.675476 Iteration 9Q: 3 clusters Score -86123.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -86127.703125 Penalty: 688.675476 Iteration 10Q: 3 clusters Score -86127.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -86130.250000 Penalty: 688.675476 Iteration 11Q: 3 clusters Score -86130.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -86131.289062 Penalty: 688.675476 Iteration 12Q: 3 clusters Score -86131.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -86131.804688 Penalty: 688.675476 Iteration 13Q: 3 clusters Score -86131.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -86131.804688 Penalty: 688.675476 Iteration 14F: 3 clusters Score -86131.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -8894.707031 Penalty: 239.216034 Iteration 0F: 2 clusters Score -8894.707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -8639.386719 Penalty: 478.432068 Iteration 0F: 3 clusters Score -8639.387 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -8701.875000 Penalty: 478.432068 Iteration 1F: 3 clusters Score -8701.875 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -8724.959961 Penalty: 478.432068 Iteration 2F: 3 clusters Score -8724.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -8733.256836 Penalty: 478.432068 Iteration 3Q: 3 clusters Score -8733.257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -8739.520508 Penalty: 478.432068 Iteration 4Q: 3 clusters Score -8739.521 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -8740.971680 Penalty: 478.432068 Iteration 5Q: 3 clusters Score -8740.972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -8740.971680 Penalty: 478.432068 Iteration 6F: 3 clusters Score -8740.972 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4581.086914 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4581.087 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4370.633789 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4370.634 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4408.831543 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4408.832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -4414.903320 Penalty: 429.383392 Iteration 2Q: 3 clusters Score -4414.903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4416.984375 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4416.984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -4416.984375 Penalty: 429.383392 Iteration 4F: 3 clusters Score -4416.984 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (150848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150848 members Entering Unmasked Estep Score: -7625749.000000 Penalty: 542.543274 Iteration 0F: 2 clusters Score -7625749 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75326 members Mstep: Class 2 contains 75522 members Entering Unmasked Estep Score: -7531659.000000 Penalty: 1085.086548 Iteration 0F: 3 clusters Score -7531659 nChanged 74147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67299 members Mstep: Class 2 contains 83549 members Entering Unmasked Estep Score: -7576084.500000 Penalty: 1085.086548 Iteration 1F: 3 clusters Score -7576084 nChanged 5990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62185 members Mstep: Class 2 contains 88663 members Entering Unmasked Estep Score: -7577934.000000 Penalty: 1085.086548 Iteration 2Q: 3 clusters Score -7577934 nChanged 8120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54423 members Mstep: Class 2 contains 96425 members Entering Unmasked Estep Score: -7581651.500000 Penalty: 1085.086548 Iteration 3F: 3 clusters Score -7581652 nChanged 11214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43331 members Mstep: Class 2 contains 107517 members Entering Unmasked Estep Score: -7588596.500000 Penalty: 1085.086548 Iteration 4F: 3 clusters Score -7588596 nChanged 14416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28945 members Mstep: Class 2 contains 121903 members Entering Unmasked Estep Score: -7599831.500000 Penalty: 1085.086548 Iteration 5F: 3 clusters Score -7599832 nChanged 14352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14597 members Mstep: Class 2 contains 136251 members Entering Unmasked Estep Score: -7612322.500000 Penalty: 1085.086548 Iteration 6F: 3 clusters Score -7612322 nChanged 9564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 145815 members Entering Unmasked Estep Score: -7620822.500000 Penalty: 1085.086548 Iteration 7F: 3 clusters Score -7620822 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 149630 members Entering Unmasked Estep Score: -7624114.000000 Penalty: 1085.086548 Iteration 8Q: 3 clusters Score -7624114 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 150572 members Entering Unmasked Estep Score: -7624990.500000 Penalty: 1085.086548 Iteration 9Q: 3 clusters Score -7624990 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 150761 members Entering Unmasked Estep Score: -7625176.500000 Penalty: 1085.086548 Iteration 10Q: 3 clusters Score -7625176 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 150796 members Entering Unmasked Estep Score: -7625219.500000 Penalty: 1085.086548 Iteration 11Q: 3 clusters Score -7625220 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 150807 members Entering Unmasked Estep Score: -7625245.500000 Penalty: 1085.086548 Iteration 12Q: 3 clusters Score -7625246 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 150810 members Entering Unmasked Estep Score: -7625250.000000 Penalty: 1085.086548 Iteration 13Q: 3 clusters Score -7625250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 150811 members Entering Unmasked Estep Score: -7625252.000000 Penalty: 1085.086548 Iteration 14Q: 3 clusters Score -7625252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 150812 members Entering Unmasked Estep Score: -7625254.000000 Penalty: 1085.086548 Iteration 15Q: 3 clusters Score -7625254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 150813 members Entering Unmasked Estep Score: -7625267.500000 Penalty: 1085.086548 Iteration 16Q: 3 clusters Score -7625268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 150814 members Entering Unmasked Estep Score: -7625266.500000 Penalty: 1085.086548 Iteration 17Q: 3 clusters Score -7625266 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 150814 members Entering Unmasked Estep Score: -7625266.500000 Penalty: 1085.086548 Iteration 18F: 3 clusters Score -7625266 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Entering Unmasked Estep Score: -33516.531250 Penalty: 302.822540 Iteration 0F: 2 clusters Score -33516.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -32835.015625 Penalty: 605.645081 Iteration 0F: 3 clusters Score -32835.02 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -33039.574219 Penalty: 605.645081 Iteration 1F: 3 clusters Score -33039.57 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -33120.605469 Penalty: 605.645081 Iteration 2F: 3 clusters Score -33120.61 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -33219.890625 Penalty: 605.645081 Iteration 3F: 3 clusters Score -33219.89 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -33310.781250 Penalty: 605.645081 Iteration 4F: 3 clusters Score -33310.78 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -33381.136719 Penalty: 605.645081 Iteration 5F: 3 clusters Score -33381.14 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -33451.312500 Penalty: 605.645081 Iteration 6F: 3 clusters Score -33451.31 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -33514.242188 Penalty: 605.645081 Iteration 7F: 3 clusters Score -33514.24 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -33530.324219 Penalty: 605.645081 Iteration 8Q: 3 clusters Score -33530.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -33539.191406 Penalty: 605.645081 Iteration 9Q: 3 clusters Score -33539.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -33542.449219 Penalty: 605.645081 Iteration 10Q: 3 clusters Score -33542.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -33543.550781 Penalty: 605.645081 Iteration 11Q: 3 clusters Score -33543.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -33545.082031 Penalty: 605.645081 Iteration 12Q: 3 clusters Score -33545.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -33546.046875 Penalty: 605.645081 Iteration 13Q: 3 clusters Score -33546.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -33546.542969 Penalty: 605.645081 Iteration 14Q: 3 clusters Score -33546.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -33546.542969 Penalty: 605.645081 Iteration 15F: 3 clusters Score -33546.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49520 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2676 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28575 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200667 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 204 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Mstep: Class 27 contains 573 members Entering Unmasked Estep Score: -24241524.000000 Penalty: 16134.754883 Splitting cluster 23 changes total score from -24241812.000000 to -24241524.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (46 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Entering Unmasked Estep Score: -1684.348022 Penalty: 174.203186 Iteration 0F: 2 clusters Score -1684.348 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 25 members Entering Unmasked Estep Score: -1530.223145 Penalty: 348.406372 Iteration 0F: 3 clusters Score -1530.223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -1536.939209 Penalty: 348.406372 Iteration 1Q: 3 clusters Score -1536.939 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -1540.489746 Penalty: 348.406372 Iteration 2Q: 3 clusters Score -1540.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18 members Mstep: Class 2 contains 28 members Entering Unmasked Estep Score: -1540.489746 Penalty: 348.406372 Iteration 3F: 3 clusters Score -1540.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Entering Unmasked Estep Score: -16960.013672 Penalty: 268.817780 Iteration 0F: 2 clusters Score -16960.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16540.689453 Penalty: 537.635559 Iteration 0F: 3 clusters Score -16540.69 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -16650.681641 Penalty: 537.635559 Iteration 1F: 3 clusters Score -16650.68 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -16683.679688 Penalty: 537.635559 Iteration 2F: 3 clusters Score -16683.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16696.718750 Penalty: 537.635559 Iteration 3Q: 3 clusters Score -16696.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -16704.947266 Penalty: 537.635559 Iteration 4Q: 3 clusters Score -16704.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16714.298828 Penalty: 537.635559 Iteration 5Q: 3 clusters Score -16714.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16719.343750 Penalty: 537.635559 Iteration 6Q: 3 clusters Score -16719.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16722.775391 Penalty: 537.635559 Iteration 7Q: 3 clusters Score -16722.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16724.437500 Penalty: 537.635559 Iteration 8Q: 3 clusters Score -16724.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16724.898438 Penalty: 537.635559 Iteration 9Q: 3 clusters Score -16724.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -16726.123047 Penalty: 537.635559 Iteration 10Q: 3 clusters Score -16726.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -16727.853516 Penalty: 537.635559 Iteration 11Q: 3 clusters Score -16727.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -16730.425781 Penalty: 537.635559 Iteration 12Q: 3 clusters Score -16730.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -16735.640625 Penalty: 537.635559 Iteration 13Q: 3 clusters Score -16735.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -16738.619141 Penalty: 537.635559 Iteration 14Q: 3 clusters Score -16738.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16739.664062 Penalty: 537.635559 Iteration 15Q: 3 clusters Score -16739.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -16741.728516 Penalty: 537.635559 Iteration 16Q: 3 clusters Score -16741.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16742.562500 Penalty: 537.635559 Iteration 17Q: 3 clusters Score -16742.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16742.562500 Penalty: 537.635559 Iteration 18F: 3 clusters Score -16742.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Entering Unmasked Estep Score: -10110.412109 Penalty: 244.994537 Iteration 0F: 2 clusters Score -10110.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9793.532227 Penalty: 489.989075 Iteration 0F: 3 clusters Score -9793.532 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -9858.807617 Penalty: 489.989075 Iteration 1F: 3 clusters Score -9858.808 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9881.903320 Penalty: 489.989075 Iteration 2F: 3 clusters Score -9881.903 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -9895.103516 Penalty: 489.989075 Iteration 3F: 3 clusters Score -9895.104 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9907.153320 Penalty: 489.989075 Iteration 4Q: 3 clusters Score -9907.153 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -9908.913086 Penalty: 489.989075 Iteration 5Q: 3 clusters Score -9908.913 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9909.584961 Penalty: 489.989075 Iteration 6Q: 3 clusters Score -9909.585 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -9910.660156 Penalty: 489.989075 Iteration 7Q: 3 clusters Score -9910.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9911.355469 Penalty: 489.989075 Iteration 8Q: 3 clusters Score -9911.355 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9911.355469 Penalty: 489.989075 Iteration 9F: 3 clusters Score -9911.355 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49520 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2676 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28575 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200667 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241792.000000 Penalty: 15537.170898 Iteration 239Q: 27 clusters Score -2.424179e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49528 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28574 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200661 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241794.000000 Penalty: 15537.170898 Iteration 240F: 27 clusters Score -2.424179e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49534 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28574 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200655 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150848 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241798.000000 Penalty: 15537.170898 Iteration 241Q: 27 clusters Score -2.42418e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49537 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28574 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200651 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150849 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241800.000000 Penalty: 15537.170898 Iteration 242Q: 27 clusters Score -2.42418e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49538 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28574 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200650 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150849 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241796.000000 Penalty: 15537.170898 Iteration 243Q: 27 clusters Score -2.42418e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49538 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28574 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200650 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150849 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -24241796.000000 Penalty: 15537.170898 Iteration 244F: 27 clusters Score -2.42418e+07 nChanged 0 Entering ConstructFrom: Score: -24241796.000000 Penalty: 15537.170898 Entering ConstructFrom: Trying to split cluster 1 (1790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Entering Unmasked Estep Score: -80783.554688 Penalty: 340.793671 Iteration 0F: 2 clusters Score -80783.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -79448.781250 Penalty: 681.587341 Iteration 0F: 3 clusters Score -79448.78 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -79852.382812 Penalty: 681.587341 Iteration 1F: 3 clusters Score -79852.38 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -79908.617188 Penalty: 681.587341 Iteration 2F: 3 clusters Score -79908.62 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -79947.500000 Penalty: 681.587341 Iteration 3F: 3 clusters Score -79947.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -79979.156250 Penalty: 681.587341 Iteration 4Q: 3 clusters Score -79979.16 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -80000.054688 Penalty: 681.587341 Iteration 5Q: 3 clusters Score -80000.05 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -80021.593750 Penalty: 681.587341 Iteration 6Q: 3 clusters Score -80021.59 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -80044.515625 Penalty: 681.587341 Iteration 7Q: 3 clusters Score -80044.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -80059.781250 Penalty: 681.587341 Iteration 8Q: 3 clusters Score -80059.78 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -80077.492188 Penalty: 681.587341 Iteration 9Q: 3 clusters Score -80077.49 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -80096.289062 Penalty: 681.587341 Iteration 10Q: 3 clusters Score -80096.29 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -80110.085938 Penalty: 681.587341 Iteration 11Q: 3 clusters Score -80110.09 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -80121.539062 Penalty: 681.587341 Iteration 12Q: 3 clusters Score -80121.54 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -80131.882812 Penalty: 681.587341 Iteration 13Q: 3 clusters Score -80131.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -80141.710938 Penalty: 681.587341 Iteration 14Q: 3 clusters Score -80141.71 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -80152.406250 Penalty: 681.587341 Iteration 15Q: 3 clusters Score -80152.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -80164.882812 Penalty: 681.587341 Iteration 16Q: 3 clusters Score -80164.88 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -80180.960938 Penalty: 681.587341 Iteration 17Q: 3 clusters Score -80180.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -80196.046875 Penalty: 681.587341 Iteration 18Q: 3 clusters Score -80196.05 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -80213.648438 Penalty: 681.587341 Iteration 19Q: 3 clusters Score -80213.65 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -80229.726562 Penalty: 681.587341 Iteration 20F: 3 clusters Score -80229.73 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -80247.539062 Penalty: 681.587341 Iteration 21Q: 3 clusters Score -80247.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -80267.515625 Penalty: 681.587341 Iteration 22Q: 3 clusters Score -80267.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -80279.109375 Penalty: 681.587341 Iteration 23Q: 3 clusters Score -80279.11 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -80288.617188 Penalty: 681.587341 Iteration 24Q: 3 clusters Score -80288.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -80296.351562 Penalty: 681.587341 Iteration 25Q: 3 clusters Score -80296.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -80303.218750 Penalty: 681.587341 Iteration 26Q: 3 clusters Score -80303.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -80310.906250 Penalty: 681.587341 Iteration 27Q: 3 clusters Score -80310.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -80320.859375 Penalty: 681.587341 Iteration 28Q: 3 clusters Score -80320.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -80331.070312 Penalty: 681.587341 Iteration 29Q: 3 clusters Score -80331.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -80344.367188 Penalty: 681.587341 Iteration 30Q: 3 clusters Score -80344.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -80351.445312 Penalty: 681.587341 Iteration 31Q: 3 clusters Score -80351.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -80360.468750 Penalty: 681.587341 Iteration 32Q: 3 clusters Score -80360.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -80364.882812 Penalty: 681.587341 Iteration 33Q: 3 clusters Score -80364.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -80374.664062 Penalty: 681.587341 Iteration 34Q: 3 clusters Score -80374.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -80385.406250 Penalty: 681.587341 Iteration 35Q: 3 clusters Score -80385.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -80393.671875 Penalty: 681.587341 Iteration 36Q: 3 clusters Score -80393.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -80400.718750 Penalty: 681.587341 Iteration 37Q: 3 clusters Score -80400.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -80403.015625 Penalty: 681.587341 Iteration 38Q: 3 clusters Score -80403.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -80405.437500 Penalty: 681.587341 Iteration 39Q: 3 clusters Score -80405.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -80406.968750 Penalty: 681.587341 Iteration 40F: 3 clusters Score -80406.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -80407.632812 Penalty: 681.587341 Iteration 41Q: 3 clusters Score -80407.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -80408.210938 Penalty: 681.587341 Iteration 42Q: 3 clusters Score -80408.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -80408.976562 Penalty: 681.587341 Iteration 43Q: 3 clusters Score -80408.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -80410.476562 Penalty: 681.587341 Iteration 44Q: 3 clusters Score -80410.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -80411.437500 Penalty: 681.587341 Iteration 45Q: 3 clusters Score -80411.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -80411.453125 Penalty: 681.587341 Iteration 46Q: 3 clusters Score -80411.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -80412.695312 Penalty: 681.587341 Iteration 47Q: 3 clusters Score -80412.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -80413.164062 Penalty: 681.587341 Iteration 48Q: 3 clusters Score -80413.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -80413.632812 Penalty: 681.587341 Iteration 49Q: 3 clusters Score -80413.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -80414.507812 Penalty: 681.587341 Iteration 50Q: 3 clusters Score -80414.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -80415.078125 Penalty: 681.587341 Iteration 51Q: 3 clusters Score -80415.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -80415.546875 Penalty: 681.587341 Iteration 52Q: 3 clusters Score -80415.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -80415.625000 Penalty: 681.587341 Iteration 53Q: 3 clusters Score -80415.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -80415.625000 Penalty: 681.587341 Iteration 54F: 3 clusters Score -80415.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Entering Unmasked Estep Score: -196040.343750 Penalty: 376.494812 Iteration 0F: 2 clusters Score -196040.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -193393.078125 Penalty: 752.989624 Iteration 0F: 3 clusters Score -193393.1 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -194224.718750 Penalty: 752.989624 Iteration 1F: 3 clusters Score -194224.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -194315.062500 Penalty: 752.989624 Iteration 2F: 3 clusters Score -194315.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -194412.796875 Penalty: 752.989624 Iteration 3F: 3 clusters Score -194412.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -194528.843750 Penalty: 752.989624 Iteration 4F: 3 clusters Score -194528.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -194612.015625 Penalty: 752.989624 Iteration 5Q: 3 clusters Score -194612 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -194678.437500 Penalty: 752.989624 Iteration 6Q: 3 clusters Score -194678.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -194736.015625 Penalty: 752.989624 Iteration 7Q: 3 clusters Score -194736 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -194784.671875 Penalty: 752.989624 Iteration 8Q: 3 clusters Score -194784.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -194828.109375 Penalty: 752.989624 Iteration 9Q: 3 clusters Score -194828.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -194861.890625 Penalty: 752.989624 Iteration 10Q: 3 clusters Score -194861.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -194891.015625 Penalty: 752.989624 Iteration 11Q: 3 clusters Score -194891 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -194912.671875 Penalty: 752.989624 Iteration 12Q: 3 clusters Score -194912.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -194929.609375 Penalty: 752.989624 Iteration 13Q: 3 clusters Score -194929.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -194941.625000 Penalty: 752.989624 Iteration 14Q: 3 clusters Score -194941.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -194951.250000 Penalty: 752.989624 Iteration 15Q: 3 clusters Score -194951.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -194962.984375 Penalty: 752.989624 Iteration 16Q: 3 clusters Score -194963 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -194971.265625 Penalty: 752.989624 Iteration 17Q: 3 clusters Score -194971.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -194978.312500 Penalty: 752.989624 Iteration 18Q: 3 clusters Score -194978.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -194984.046875 Penalty: 752.989624 Iteration 19Q: 3 clusters Score -194984 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -194989.921875 Penalty: 752.989624 Iteration 20F: 3 clusters Score -194989.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -194993.875000 Penalty: 752.989624 Iteration 21Q: 3 clusters Score -194993.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -194998.421875 Penalty: 752.989624 Iteration 22Q: 3 clusters Score -194998.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -195004.140625 Penalty: 752.989624 Iteration 23Q: 3 clusters Score -195004.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -195013.343750 Penalty: 752.989624 Iteration 24Q: 3 clusters Score -195013.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -195028.421875 Penalty: 752.989624 Iteration 25Q: 3 clusters Score -195028.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -195050.531250 Penalty: 752.989624 Iteration 26Q: 3 clusters Score -195050.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -195073.828125 Penalty: 752.989624 Iteration 27Q: 3 clusters Score -195073.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -195100.640625 Penalty: 752.989624 Iteration 28Q: 3 clusters Score -195100.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -195122.078125 Penalty: 752.989624 Iteration 29Q: 3 clusters Score -195122.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -195145.250000 Penalty: 752.989624 Iteration 30Q: 3 clusters Score -195145.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -195173.203125 Penalty: 752.989624 Iteration 31Q: 3 clusters Score -195173.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -195217.437500 Penalty: 752.989624 Iteration 32Q: 3 clusters Score -195217.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -195257.453125 Penalty: 752.989624 Iteration 33Q: 3 clusters Score -195257.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -195297.328125 Penalty: 752.989624 Iteration 34Q: 3 clusters Score -195297.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -195346.984375 Penalty: 752.989624 Iteration 35Q: 3 clusters Score -195347 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -195398.781250 Penalty: 752.989624 Iteration 36Q: 3 clusters Score -195398.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -195436.250000 Penalty: 752.989624 Iteration 37Q: 3 clusters Score -195436.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -195473.468750 Penalty: 752.989624 Iteration 38Q: 3 clusters Score -195473.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -195501.656250 Penalty: 752.989624 Iteration 39Q: 3 clusters Score -195501.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -195537.671875 Penalty: 752.989624 Iteration 40F: 3 clusters Score -195537.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -195563.515625 Penalty: 752.989624 Iteration 41Q: 3 clusters Score -195563.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -195574.328125 Penalty: 752.989624 Iteration 42Q: 3 clusters Score -195574.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -195581.921875 Penalty: 752.989624 Iteration 43Q: 3 clusters Score -195581.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -195586.937500 Penalty: 752.989624 Iteration 44Q: 3 clusters Score -195586.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -195593.703125 Penalty: 752.989624 Iteration 45Q: 3 clusters Score -195593.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -195598.875000 Penalty: 752.989624 Iteration 46Q: 3 clusters Score -195598.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -195604.109375 Penalty: 752.989624 Iteration 47Q: 3 clusters Score -195604.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -195609.359375 Penalty: 752.989624 Iteration 48Q: 3 clusters Score -195609.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -195616.656250 Penalty: 752.989624 Iteration 49Q: 3 clusters Score -195616.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -195620.953125 Penalty: 752.989624 Iteration 50Q: 3 clusters Score -195621 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -195624.140625 Penalty: 752.989624 Iteration 51Q: 3 clusters Score -195624.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -195626.203125 Penalty: 752.989624 Iteration 52Q: 3 clusters Score -195626.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -195627.250000 Penalty: 752.989624 Iteration 53Q: 3 clusters Score -195627.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -195627.687500 Penalty: 752.989624 Iteration 54Q: 3 clusters Score -195627.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -195629.515625 Penalty: 752.989624 Iteration 55Q: 3 clusters Score -195629.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -195631.187500 Penalty: 752.989624 Iteration 56Q: 3 clusters Score -195631.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -195635.562500 Penalty: 752.989624 Iteration 57Q: 3 clusters Score -195635.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -195637.359375 Penalty: 752.989624 Iteration 58Q: 3 clusters Score -195637.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -195638.171875 Penalty: 752.989624 Iteration 59Q: 3 clusters Score -195638.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -195638.906250 Penalty: 752.989624 Iteration 60F: 3 clusters Score -195638.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -195640.812500 Penalty: 752.989624 Iteration 61Q: 3 clusters Score -195640.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -195641.156250 Penalty: 752.989624 Iteration 62Q: 3 clusters Score -195641.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -195642.406250 Penalty: 752.989624 Iteration 63Q: 3 clusters Score -195642.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -195643.078125 Penalty: 752.989624 Iteration 64Q: 3 clusters Score -195643.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -195643.234375 Penalty: 752.989624 Iteration 65Q: 3 clusters Score -195643.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -195643.234375 Penalty: 752.989624 Iteration 66F: 3 clusters Score -195643.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (21312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21312 members Entering Unmasked Estep Score: -1029044.312500 Penalty: 453.499664 Iteration 0F: 2 clusters Score -1029044 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 10587 members Entering Unmasked Estep Score: -1014752.312500 Penalty: 906.999329 Iteration 0F: 3 clusters Score -1014752 nChanged 10222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -1021626.375000 Penalty: 906.999329 Iteration 1F: 3 clusters Score -1021626 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13565 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1022679.562500 Penalty: 906.999329 Iteration 2F: 3 clusters Score -1022680 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14669 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -1023799.187500 Penalty: 906.999329 Iteration 3F: 3 clusters Score -1023799 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15700 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1024851.187500 Penalty: 906.999329 Iteration 4F: 3 clusters Score -1024851 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1025881.687500 Penalty: 906.999329 Iteration 5F: 3 clusters Score -1025882 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17235 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1026729.312500 Penalty: 906.999329 Iteration 6Q: 3 clusters Score -1026729 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17699 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1027194.125000 Penalty: 906.999329 Iteration 7Q: 3 clusters Score -1027194 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18100 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1027472.812500 Penalty: 906.999329 Iteration 8Q: 3 clusters Score -1027473 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18442 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -1027691.437500 Penalty: 906.999329 Iteration 9Q: 3 clusters Score -1027691 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18762 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1027921.875000 Penalty: 906.999329 Iteration 10Q: 3 clusters Score -1027922 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19037 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1028124.500000 Penalty: 906.999329 Iteration 11Q: 3 clusters Score -1028124 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19274 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -1028281.062500 Penalty: 906.999329 Iteration 12Q: 3 clusters Score -1028281 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19459 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1028391.625000 Penalty: 906.999329 Iteration 13Q: 3 clusters Score -1028392 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19614 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1028467.187500 Penalty: 906.999329 Iteration 14Q: 3 clusters Score -1028467 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19745 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1028527.312500 Penalty: 906.999329 Iteration 15Q: 3 clusters Score -1028527 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19842 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1028562.250000 Penalty: 906.999329 Iteration 16Q: 3 clusters Score -1028562 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -1028590.187500 Penalty: 906.999329 Iteration 17Q: 3 clusters Score -1028590 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20012 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1028619.062500 Penalty: 906.999329 Iteration 18Q: 3 clusters Score -1028619 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20079 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1028641.625000 Penalty: 906.999329 Iteration 19Q: 3 clusters Score -1028642 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20131 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1028657.250000 Penalty: 906.999329 Iteration 20F: 3 clusters Score -1028657 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20177 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1028666.187500 Penalty: 906.999329 Iteration 21Q: 3 clusters Score -1028666 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20213 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1028680.500000 Penalty: 906.999329 Iteration 22Q: 3 clusters Score -1028680 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20264 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1028689.375000 Penalty: 906.999329 Iteration 23Q: 3 clusters Score -1028689 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20305 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1028696.687500 Penalty: 906.999329 Iteration 24Q: 3 clusters Score -1028697 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20340 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1028705.062500 Penalty: 906.999329 Iteration 25Q: 3 clusters Score -1028705 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1028709.500000 Penalty: 906.999329 Iteration 26Q: 3 clusters Score -1028710 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20394 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1028719.750000 Penalty: 906.999329 Iteration 27Q: 3 clusters Score -1028720 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20416 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -1028723.125000 Penalty: 906.999329 Iteration 28Q: 3 clusters Score -1028723 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20438 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -1028726.625000 Penalty: 906.999329 Iteration 29Q: 3 clusters Score -1028727 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20452 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1028728.875000 Penalty: 906.999329 Iteration 30Q: 3 clusters Score -1028729 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20463 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1028732.625000 Penalty: 906.999329 Iteration 31Q: 3 clusters Score -1028733 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20477 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1028735.062500 Penalty: 906.999329 Iteration 32Q: 3 clusters Score -1028735 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1028737.687500 Penalty: 906.999329 Iteration 33Q: 3 clusters Score -1028738 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20500 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1028738.750000 Penalty: 906.999329 Iteration 34Q: 3 clusters Score -1028739 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20513 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1028744.812500 Penalty: 906.999329 Iteration 35Q: 3 clusters Score -1028745 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20528 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1028747.125000 Penalty: 906.999329 Iteration 36Q: 3 clusters Score -1028747 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20540 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1028751.187500 Penalty: 906.999329 Iteration 37Q: 3 clusters Score -1028751 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20546 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1028752.562500 Penalty: 906.999329 Iteration 38Q: 3 clusters Score -1028753 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20555 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1028752.125000 Penalty: 906.999329 Iteration 39Q: 3 clusters Score -1028752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20558 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1028753.687500 Penalty: 906.999329 Iteration 40F: 3 clusters Score -1028754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20560 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1028752.750000 Penalty: 906.999329 Iteration 41Q: 3 clusters Score -1028753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20561 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1028753.562500 Penalty: 906.999329 Iteration 42Q: 3 clusters Score -1028754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1028752.375000 Penalty: 906.999329 Iteration 43Q: 3 clusters Score -1028752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20562 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -1028752.375000 Penalty: 906.999329 Iteration 44F: 3 clusters Score -1028752 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (49538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49538 members Entering Unmasked Estep Score: -2596099.250000 Penalty: 491.877533 Iteration 0F: 2 clusters Score -2596099 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24720 members Mstep: Class 2 contains 24818 members Entering Unmasked Estep Score: -2562642.250000 Penalty: 983.755066 Iteration 0F: 3 clusters Score -2562642 nChanged 24230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23844 members Mstep: Class 2 contains 25694 members Entering Unmasked Estep Score: -2577365.750000 Penalty: 983.755066 Iteration 1F: 3 clusters Score -2577366 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23432 members Mstep: Class 2 contains 26106 members Entering Unmasked Estep Score: -2578811.000000 Penalty: 983.755066 Iteration 2F: 3 clusters Score -2578811 nChanged 3277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22801 members Mstep: Class 2 contains 26737 members Entering Unmasked Estep Score: -2581199.500000 Penalty: 983.755066 Iteration 3F: 3 clusters Score -2581200 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22133 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -2584368.750000 Penalty: 983.755066 Iteration 4F: 3 clusters Score -2584369 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21646 members Mstep: Class 2 contains 27892 members Entering Unmasked Estep Score: -2586964.250000 Penalty: 983.755066 Iteration 5F: 3 clusters Score -2586964 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21367 members Mstep: Class 2 contains 28171 members Entering Unmasked Estep Score: -2588019.500000 Penalty: 983.755066 Iteration 6F: 3 clusters Score -2588020 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21159 members Mstep: Class 2 contains 28379 members Entering Unmasked Estep Score: -2588322.250000 Penalty: 983.755066 Iteration 7Q: 3 clusters Score -2588322 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20896 members Mstep: Class 2 contains 28642 members Entering Unmasked Estep Score: -2588490.500000 Penalty: 983.755066 Iteration 8Q: 3 clusters Score -2588490 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20563 members Mstep: Class 2 contains 28975 members Entering Unmasked Estep Score: -2588607.750000 Penalty: 983.755066 Iteration 9Q: 3 clusters Score -2588608 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20202 members Mstep: Class 2 contains 29336 members Entering Unmasked Estep Score: -2588731.500000 Penalty: 983.755066 Iteration 10Q: 3 clusters Score -2588732 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19798 members Mstep: Class 2 contains 29740 members Entering Unmasked Estep Score: -2588870.250000 Penalty: 983.755066 Iteration 11Q: 3 clusters Score -2588870 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 30147 members Entering Unmasked Estep Score: -2589038.750000 Penalty: 983.755066 Iteration 12Q: 3 clusters Score -2589039 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18928 members Mstep: Class 2 contains 30610 members Entering Unmasked Estep Score: -2589182.250000 Penalty: 983.755066 Iteration 13Q: 3 clusters Score -2589182 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18392 members Mstep: Class 2 contains 31146 members Entering Unmasked Estep Score: -2589413.500000 Penalty: 983.755066 Iteration 14Q: 3 clusters Score -2589414 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17801 members Mstep: Class 2 contains 31737 members Entering Unmasked Estep Score: -2589642.250000 Penalty: 983.755066 Iteration 15Q: 3 clusters Score -2589642 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17155 members Mstep: Class 2 contains 32383 members Entering Unmasked Estep Score: -2589900.750000 Penalty: 983.755066 Iteration 16Q: 3 clusters Score -2589901 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16490 members Mstep: Class 2 contains 33048 members Entering Unmasked Estep Score: -2590144.000000 Penalty: 983.755066 Iteration 17Q: 3 clusters Score -2590144 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15832 members Mstep: Class 2 contains 33706 members Entering Unmasked Estep Score: -2590379.000000 Penalty: 983.755066 Iteration 18Q: 3 clusters Score -2590379 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15171 members Mstep: Class 2 contains 34367 members Entering Unmasked Estep Score: -2590633.000000 Penalty: 983.755066 Iteration 19Q: 3 clusters Score -2590633 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14495 members Mstep: Class 2 contains 35043 members Entering Unmasked Estep Score: -2590920.500000 Penalty: 983.755066 Iteration 20F: 3 clusters Score -2590920 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 35732 members Entering Unmasked Estep Score: -2591194.000000 Penalty: 983.755066 Iteration 21Q: 3 clusters Score -2591194 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13154 members Mstep: Class 2 contains 36384 members Entering Unmasked Estep Score: -2591474.500000 Penalty: 983.755066 Iteration 22Q: 3 clusters Score -2591474 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 37088 members Entering Unmasked Estep Score: -2591765.500000 Penalty: 983.755066 Iteration 23Q: 3 clusters Score -2591766 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11740 members Mstep: Class 2 contains 37798 members Entering Unmasked Estep Score: -2592091.500000 Penalty: 983.755066 Iteration 24Q: 3 clusters Score -2592092 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11069 members Mstep: Class 2 contains 38469 members Entering Unmasked Estep Score: -2592376.250000 Penalty: 983.755066 Iteration 25Q: 3 clusters Score -2592376 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10421 members Mstep: Class 2 contains 39117 members Entering Unmasked Estep Score: -2592629.500000 Penalty: 983.755066 Iteration 26Q: 3 clusters Score -2592630 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 39721 members Entering Unmasked Estep Score: -2592847.750000 Penalty: 983.755066 Iteration 27Q: 3 clusters Score -2592848 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 40303 members Entering Unmasked Estep Score: -2593045.000000 Penalty: 983.755066 Iteration 28Q: 3 clusters Score -2593045 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 40899 members Entering Unmasked Estep Score: -2593244.750000 Penalty: 983.755066 Iteration 29Q: 3 clusters Score -2593245 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 41469 members Entering Unmasked Estep Score: -2593425.250000 Penalty: 983.755066 Iteration 30Q: 3 clusters Score -2593425 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 42012 members Entering Unmasked Estep Score: -2593594.750000 Penalty: 983.755066 Iteration 31Q: 3 clusters Score -2593595 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 42534 members Entering Unmasked Estep Score: -2593768.500000 Penalty: 983.755066 Iteration 32Q: 3 clusters Score -2593768 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 43001 members Entering Unmasked Estep Score: -2593897.250000 Penalty: 983.755066 Iteration 33Q: 3 clusters Score -2593897 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 43458 members Entering Unmasked Estep Score: -2594041.000000 Penalty: 983.755066 Iteration 34Q: 3 clusters Score -2594041 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 43888 members Entering Unmasked Estep Score: -2594156.750000 Penalty: 983.755066 Iteration 35Q: 3 clusters Score -2594157 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 44283 members Entering Unmasked Estep Score: -2594278.000000 Penalty: 983.755066 Iteration 36Q: 3 clusters Score -2594278 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 44692 members Entering Unmasked Estep Score: -2594406.750000 Penalty: 983.755066 Iteration 37Q: 3 clusters Score -2594407 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 45074 members Entering Unmasked Estep Score: -2594538.500000 Penalty: 983.755066 Iteration 38Q: 3 clusters Score -2594538 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 45455 members Entering Unmasked Estep Score: -2594664.750000 Penalty: 983.755066 Iteration 39Q: 3 clusters Score -2594665 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 45813 members Entering Unmasked Estep Score: -2594775.250000 Penalty: 983.755066 Iteration 40F: 3 clusters Score -2594775 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 46114 members Entering Unmasked Estep Score: -2594867.750000 Penalty: 983.755066 Iteration 41Q: 3 clusters Score -2594868 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 46434 members Entering Unmasked Estep Score: -2594977.000000 Penalty: 983.755066 Iteration 42Q: 3 clusters Score -2594977 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 46704 members Entering Unmasked Estep Score: -2595072.250000 Penalty: 983.755066 Iteration 43Q: 3 clusters Score -2595072 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 46948 members Entering Unmasked Estep Score: -2595137.750000 Penalty: 983.755066 Iteration 44Q: 3 clusters Score -2595138 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 47142 members Entering Unmasked Estep Score: -2595193.500000 Penalty: 983.755066 Iteration 45Q: 3 clusters Score -2595194 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 47319 members Entering Unmasked Estep Score: -2595241.000000 Penalty: 983.755066 Iteration 46Q: 3 clusters Score -2595241 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 47491 members Entering Unmasked Estep Score: -2595311.250000 Penalty: 983.755066 Iteration 47Q: 3 clusters Score -2595311 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 47638 members Entering Unmasked Estep Score: -2595352.000000 Penalty: 983.755066 Iteration 48Q: 3 clusters Score -2595352 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 47778 members Entering Unmasked Estep Score: -2595395.000000 Penalty: 983.755066 Iteration 49Q: 3 clusters Score -2595395 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 47901 members Entering Unmasked Estep Score: -2595429.000000 Penalty: 983.755066 Iteration 50Q: 3 clusters Score -2595429 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 48008 members Entering Unmasked Estep Score: -2595460.750000 Penalty: 983.755066 Iteration 51Q: 3 clusters Score -2595461 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 48108 members Entering Unmasked Estep Score: -2595490.250000 Penalty: 983.755066 Iteration 52Q: 3 clusters Score -2595490 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 48183 members Entering Unmasked Estep Score: -2595512.500000 Penalty: 983.755066 Iteration 53Q: 3 clusters Score -2595512 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 48269 members Entering Unmasked Estep Score: -2595539.750000 Penalty: 983.755066 Iteration 54Q: 3 clusters Score -2595540 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 48345 members Entering Unmasked Estep Score: -2595548.750000 Penalty: 983.755066 Iteration 55Q: 3 clusters Score -2595549 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 48412 members Entering Unmasked Estep Score: -2595557.250000 Penalty: 983.755066 Iteration 56Q: 3 clusters Score -2595557 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 48466 members Entering Unmasked Estep Score: -2595568.500000 Penalty: 983.755066 Iteration 57Q: 3 clusters Score -2595568 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 48507 members Entering Unmasked Estep Score: -2595580.250000 Penalty: 983.755066 Iteration 58Q: 3 clusters Score -2595580 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 48549 members Entering Unmasked Estep Score: -2595590.500000 Penalty: 983.755066 Iteration 59Q: 3 clusters Score -2595590 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 48584 members Entering Unmasked Estep Score: -2595596.000000 Penalty: 983.755066 Iteration 60F: 3 clusters Score -2595596 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 48612 members Entering Unmasked Estep Score: -2595599.000000 Penalty: 983.755066 Iteration 61Q: 3 clusters Score -2595599 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 48634 members Entering Unmasked Estep Score: -2595598.000000 Penalty: 983.755066 Iteration 62Q: 3 clusters Score -2595598 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 48653 members Entering Unmasked Estep Score: -2595605.500000 Penalty: 983.755066 Iteration 63Q: 3 clusters Score -2595606 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 48668 members Entering Unmasked Estep Score: -2595608.500000 Penalty: 983.755066 Iteration 64Q: 3 clusters Score -2595608 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 48686 members Entering Unmasked Estep Score: -2595613.750000 Penalty: 983.755066 Iteration 65Q: 3 clusters Score -2595614 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 48710 members Entering Unmasked Estep Score: -2595622.750000 Penalty: 983.755066 Iteration 66Q: 3 clusters Score -2595623 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 48729 members Entering Unmasked Estep Score: -2595624.750000 Penalty: 983.755066 Iteration 67Q: 3 clusters Score -2595625 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 48747 members Entering Unmasked Estep Score: -2595624.000000 Penalty: 983.755066 Iteration 68Q: 3 clusters Score -2595624 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 48764 members Entering Unmasked Estep Score: -2595633.250000 Penalty: 983.755066 Iteration 69Q: 3 clusters Score -2595633 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 48776 members Entering Unmasked Estep Score: -2595634.500000 Penalty: 983.755066 Iteration 70Q: 3 clusters Score -2595634 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 48788 members Entering Unmasked Estep Score: -2595641.250000 Penalty: 983.755066 Iteration 71Q: 3 clusters Score -2595641 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 48798 members Entering Unmasked Estep Score: -2595638.250000 Penalty: 983.755066 Iteration 72Q: 3 clusters Score -2595638 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 48811 members Entering Unmasked Estep Score: -2595647.250000 Penalty: 983.755066 Iteration 73Q: 3 clusters Score -2595647 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 48824 members Entering Unmasked Estep Score: -2595650.000000 Penalty: 983.755066 Iteration 74Q: 3 clusters Score -2595650 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 48841 members Entering Unmasked Estep Score: -2595656.500000 Penalty: 983.755066 Iteration 75Q: 3 clusters Score -2595656 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 48855 members Entering Unmasked Estep Score: -2595655.000000 Penalty: 983.755066 Iteration 76Q: 3 clusters Score -2595655 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 48869 members Entering Unmasked Estep Score: -2595659.750000 Penalty: 983.755066 Iteration 77Q: 3 clusters Score -2595660 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 48883 members Entering Unmasked Estep Score: -2595661.000000 Penalty: 983.755066 Iteration 78Q: 3 clusters Score -2595661 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 48896 members Entering Unmasked Estep Score: -2595665.000000 Penalty: 983.755066 Iteration 79Q: 3 clusters Score -2595665 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 48907 members Entering Unmasked Estep Score: -2595667.000000 Penalty: 983.755066 Iteration 80F: 3 clusters Score -2595667 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 48912 members Entering Unmasked Estep Score: -2595660.500000 Penalty: 983.755066 Iteration 81Q: 3 clusters Score -2595660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 48915 members Entering Unmasked Estep Score: -2595659.750000 Penalty: 983.755066 Iteration 82Q: 3 clusters Score -2595660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 48917 members Entering Unmasked Estep Score: -2595661.250000 Penalty: 983.755066 Iteration 83Q: 3 clusters Score -2595661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 48918 members Entering Unmasked Estep Score: -2595660.250000 Penalty: 983.755066 Iteration 84Q: 3 clusters Score -2595660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 48920 members Entering Unmasked Estep Score: -2595659.500000 Penalty: 983.755066 Iteration 85Q: 3 clusters Score -2595660 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 48920 members Entering Unmasked Estep Score: -2595659.500000 Penalty: 983.755066 Iteration 86F: 3 clusters Score -2595660 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Entering Unmasked Estep Score: -129320.781250 Penalty: 355.130554 Iteration 0F: 2 clusters Score -129320.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -127591.281250 Penalty: 710.261108 Iteration 0F: 3 clusters Score -127591.3 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -128240.343750 Penalty: 710.261108 Iteration 1F: 3 clusters Score -128240.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -128360.398438 Penalty: 710.261108 Iteration 2F: 3 clusters Score -128360.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -128473.953125 Penalty: 710.261108 Iteration 3F: 3 clusters Score -128474 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -128586.414062 Penalty: 710.261108 Iteration 4F: 3 clusters Score -128586.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -128686.906250 Penalty: 710.261108 Iteration 5Q: 3 clusters Score -128686.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -128766.968750 Penalty: 710.261108 Iteration 6Q: 3 clusters Score -128767 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -128826.125000 Penalty: 710.261108 Iteration 7Q: 3 clusters Score -128826.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -128880.726562 Penalty: 710.261108 Iteration 8Q: 3 clusters Score -128880.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -128926.210938 Penalty: 710.261108 Iteration 9Q: 3 clusters Score -128926.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -128959.375000 Penalty: 710.261108 Iteration 10Q: 3 clusters Score -128959.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -128977.015625 Penalty: 710.261108 Iteration 11Q: 3 clusters Score -128977 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -128984.679688 Penalty: 710.261108 Iteration 12Q: 3 clusters Score -128984.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -128988.648438 Penalty: 710.261108 Iteration 13Q: 3 clusters Score -128988.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -128991.429688 Penalty: 710.261108 Iteration 14Q: 3 clusters Score -128991.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -128996.257812 Penalty: 710.261108 Iteration 15Q: 3 clusters Score -128996.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -129000.984375 Penalty: 710.261108 Iteration 16Q: 3 clusters Score -129001 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -129004.515625 Penalty: 710.261108 Iteration 17Q: 3 clusters Score -129004.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -129006.593750 Penalty: 710.261108 Iteration 18Q: 3 clusters Score -129006.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -129009.132812 Penalty: 710.261108 Iteration 19Q: 3 clusters Score -129009.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -129011.773438 Penalty: 710.261108 Iteration 20F: 3 clusters Score -129011.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -129013.093750 Penalty: 710.261108 Iteration 21Q: 3 clusters Score -129013.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -129013.828125 Penalty: 710.261108 Iteration 22Q: 3 clusters Score -129013.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -129014.679688 Penalty: 710.261108 Iteration 23Q: 3 clusters Score -129014.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -129014.804688 Penalty: 710.261108 Iteration 24Q: 3 clusters Score -129014.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -129014.914062 Penalty: 710.261108 Iteration 25Q: 3 clusters Score -129014.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -129014.914062 Penalty: 710.261108 Iteration 26F: 3 clusters Score -129014.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Entering Unmasked Estep Score: -109680.539062 Penalty: 351.139496 Iteration 0F: 2 clusters Score -109680.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -108055.359375 Penalty: 702.278992 Iteration 0F: 3 clusters Score -108055.4 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -108635.335938 Penalty: 702.278992 Iteration 1F: 3 clusters Score -108635.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -108725.664062 Penalty: 702.278992 Iteration 2F: 3 clusters Score -108725.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -108806.726562 Penalty: 702.278992 Iteration 3F: 3 clusters Score -108806.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -108892.804688 Penalty: 702.278992 Iteration 4F: 3 clusters Score -108892.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -108968.500000 Penalty: 702.278992 Iteration 5Q: 3 clusters Score -108968.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -109057.140625 Penalty: 702.278992 Iteration 6Q: 3 clusters Score -109057.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -109148.304688 Penalty: 702.278992 Iteration 7Q: 3 clusters Score -109148.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -109209.742188 Penalty: 702.278992 Iteration 8Q: 3 clusters Score -109209.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -109244.140625 Penalty: 702.278992 Iteration 9Q: 3 clusters Score -109244.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -109272.109375 Penalty: 702.278992 Iteration 10Q: 3 clusters Score -109272.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -109287.820312 Penalty: 702.278992 Iteration 11Q: 3 clusters Score -109287.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -109298.585938 Penalty: 702.278992 Iteration 12Q: 3 clusters Score -109298.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -109308.257812 Penalty: 702.278992 Iteration 13Q: 3 clusters Score -109308.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -109319.187500 Penalty: 702.278992 Iteration 14Q: 3 clusters Score -109319.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -109329.203125 Penalty: 702.278992 Iteration 15Q: 3 clusters Score -109329.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -109341.046875 Penalty: 702.278992 Iteration 16Q: 3 clusters Score -109341 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -109359.398438 Penalty: 702.278992 Iteration 17Q: 3 clusters Score -109359.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -109368.867188 Penalty: 702.278992 Iteration 18Q: 3 clusters Score -109368.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -109377.367188 Penalty: 702.278992 Iteration 19Q: 3 clusters Score -109377.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -109393.953125 Penalty: 702.278992 Iteration 20F: 3 clusters Score -109394 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -109409.578125 Penalty: 702.278992 Iteration 21Q: 3 clusters Score -109409.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -109419.242188 Penalty: 702.278992 Iteration 22Q: 3 clusters Score -109419.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -109429.710938 Penalty: 702.278992 Iteration 23Q: 3 clusters Score -109429.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -109435.773438 Penalty: 702.278992 Iteration 24Q: 3 clusters Score -109435.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -109440.226562 Penalty: 702.278992 Iteration 25Q: 3 clusters Score -109440.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -109444.578125 Penalty: 702.278992 Iteration 26Q: 3 clusters Score -109444.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -109448.656250 Penalty: 702.278992 Iteration 27Q: 3 clusters Score -109448.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -109451.718750 Penalty: 702.278992 Iteration 28Q: 3 clusters Score -109451.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -109453.789062 Penalty: 702.278992 Iteration 29Q: 3 clusters Score -109453.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -109454.890625 Penalty: 702.278992 Iteration 30Q: 3 clusters Score -109454.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -109455.375000 Penalty: 702.278992 Iteration 31Q: 3 clusters Score -109455.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -109455.710938 Penalty: 702.278992 Iteration 32Q: 3 clusters Score -109455.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -109455.984375 Penalty: 702.278992 Iteration 33Q: 3 clusters Score -109456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -109455.984375 Penalty: 702.278992 Iteration 34F: 3 clusters Score -109456 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Entering Unmasked Estep Score: -4428.040527 Penalty: 213.456345 Iteration 0F: 2 clusters Score -4428.041 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4229.289551 Penalty: 426.912689 Iteration 0F: 3 clusters Score -4229.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4281.488281 Penalty: 426.912689 Iteration 1F: 3 clusters Score -4281.488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4298.115234 Penalty: 426.912689 Iteration 2F: 3 clusters Score -4298.115 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4318.365234 Penalty: 426.912689 Iteration 3Q: 3 clusters Score -4318.365 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4321.886230 Penalty: 426.912689 Iteration 4Q: 3 clusters Score -4321.886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4321.886230 Penalty: 426.912689 Iteration 5F: 3 clusters Score -4321.886 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Entering Unmasked Estep Score: -143128.234375 Penalty: 359.072571 Iteration 0F: 2 clusters Score -143128.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -141252.531250 Penalty: 718.145142 Iteration 0F: 3 clusters Score -141252.5 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -141873.671875 Penalty: 718.145142 Iteration 1F: 3 clusters Score -141873.7 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -141987.609375 Penalty: 718.145142 Iteration 2F: 3 clusters Score -141987.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -142106.390625 Penalty: 718.145142 Iteration 3F: 3 clusters Score -142106.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -142224.359375 Penalty: 718.145142 Iteration 4F: 3 clusters Score -142224.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -142363.109375 Penalty: 718.145142 Iteration 5F: 3 clusters Score -142363.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -142506.625000 Penalty: 718.145142 Iteration 6F: 3 clusters Score -142506.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -142615.406250 Penalty: 718.145142 Iteration 7Q: 3 clusters Score -142615.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -142693.343750 Penalty: 718.145142 Iteration 8Q: 3 clusters Score -142693.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -142745.125000 Penalty: 718.145142 Iteration 9Q: 3 clusters Score -142745.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -142770.015625 Penalty: 718.145142 Iteration 10Q: 3 clusters Score -142770 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -142781.078125 Penalty: 718.145142 Iteration 11Q: 3 clusters Score -142781.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -142789.953125 Penalty: 718.145142 Iteration 12Q: 3 clusters Score -142790 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -142795.953125 Penalty: 718.145142 Iteration 13Q: 3 clusters Score -142796 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -142801.093750 Penalty: 718.145142 Iteration 14Q: 3 clusters Score -142801.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -142801.703125 Penalty: 718.145142 Iteration 15Q: 3 clusters Score -142801.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -142803.703125 Penalty: 718.145142 Iteration 16Q: 3 clusters Score -142803.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -142805.765625 Penalty: 718.145142 Iteration 17Q: 3 clusters Score -142805.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -142808.125000 Penalty: 718.145142 Iteration 18Q: 3 clusters Score -142808.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -142809.359375 Penalty: 718.145142 Iteration 19Q: 3 clusters Score -142809.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -142811.718750 Penalty: 718.145142 Iteration 20F: 3 clusters Score -142811.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -142812.734375 Penalty: 718.145142 Iteration 21Q: 3 clusters Score -142812.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -142813.343750 Penalty: 718.145142 Iteration 22Q: 3 clusters Score -142813.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -142813.343750 Penalty: 718.145142 Iteration 23F: 3 clusters Score -142813.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -889500.812500 Penalty: 443.909943 Iteration 0F: 2 clusters Score -889500.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 8731 members Entering Unmasked Estep Score: -878046.500000 Penalty: 887.819885 Iteration 0F: 3 clusters Score -878046.5 nChanged 8145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -882578.687500 Penalty: 887.819885 Iteration 1F: 3 clusters Score -882578.7 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -882947.000000 Penalty: 887.819885 Iteration 2Q: 3 clusters Score -882947 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -883677.812500 Penalty: 887.819885 Iteration 3F: 3 clusters Score -883677.8 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -884936.937500 Penalty: 887.819885 Iteration 4F: 3 clusters Score -884936.9 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 14906 members Entering Unmasked Estep Score: -886622.937500 Penalty: 887.819885 Iteration 5F: 3 clusters Score -886622.9 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 16260 members Entering Unmasked Estep Score: -888089.000000 Penalty: 887.819885 Iteration 6F: 3 clusters Score -888089 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 16955 members Entering Unmasked Estep Score: -888815.812500 Penalty: 887.819885 Iteration 7Q: 3 clusters Score -888815.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 17155 members Entering Unmasked Estep Score: -889014.375000 Penalty: 887.819885 Iteration 8Q: 3 clusters Score -889014.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 17201 members Entering Unmasked Estep Score: -889057.000000 Penalty: 887.819885 Iteration 9Q: 3 clusters Score -889057 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 17213 members Entering Unmasked Estep Score: -889083.937500 Penalty: 887.819885 Iteration 10Q: 3 clusters Score -889083.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 17217 members Entering Unmasked Estep Score: -889091.875000 Penalty: 887.819885 Iteration 11Q: 3 clusters Score -889091.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 17218 members Entering Unmasked Estep Score: -889095.250000 Penalty: 887.819885 Iteration 12Q: 3 clusters Score -889095.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 17220 members Entering Unmasked Estep Score: -889097.250000 Penalty: 887.819885 Iteration 13Q: 3 clusters Score -889097.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 17222 members Entering Unmasked Estep Score: -889102.375000 Penalty: 887.819885 Iteration 14Q: 3 clusters Score -889102.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 17222 members Entering Unmasked Estep Score: -889102.375000 Penalty: 887.819885 Iteration 15F: 3 clusters Score -889102.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Entering Unmasked Estep Score: -145824.718750 Penalty: 365.086548 Iteration 0F: 2 clusters Score -145824.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -143747.062500 Penalty: 730.173096 Iteration 0F: 3 clusters Score -143747.1 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -144442.531250 Penalty: 730.173096 Iteration 1F: 3 clusters Score -144442.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -144532.359375 Penalty: 730.173096 Iteration 2F: 3 clusters Score -144532.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -144610.250000 Penalty: 730.173096 Iteration 3Q: 3 clusters Score -144610.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -144692.468750 Penalty: 730.173096 Iteration 4Q: 3 clusters Score -144692.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -144766.187500 Penalty: 730.173096 Iteration 5Q: 3 clusters Score -144766.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -144846.453125 Penalty: 730.173096 Iteration 6Q: 3 clusters Score -144846.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -144931.390625 Penalty: 730.173096 Iteration 7Q: 3 clusters Score -144931.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -144995.250000 Penalty: 730.173096 Iteration 8Q: 3 clusters Score -144995.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -145040.171875 Penalty: 730.173096 Iteration 9Q: 3 clusters Score -145040.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -145078.546875 Penalty: 730.173096 Iteration 10Q: 3 clusters Score -145078.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -145106.765625 Penalty: 730.173096 Iteration 11Q: 3 clusters Score -145106.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -145131.890625 Penalty: 730.173096 Iteration 12Q: 3 clusters Score -145131.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -145160.234375 Penalty: 730.173096 Iteration 13Q: 3 clusters Score -145160.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -145179.062500 Penalty: 730.173096 Iteration 14Q: 3 clusters Score -145179.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -145203.093750 Penalty: 730.173096 Iteration 15Q: 3 clusters Score -145203.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -145237.390625 Penalty: 730.173096 Iteration 16Q: 3 clusters Score -145237.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -145278.921875 Penalty: 730.173096 Iteration 17Q: 3 clusters Score -145278.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -145321.984375 Penalty: 730.173096 Iteration 18Q: 3 clusters Score -145322 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -145370.875000 Penalty: 730.173096 Iteration 19Q: 3 clusters Score -145370.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -145432.468750 Penalty: 730.173096 Iteration 20F: 3 clusters Score -145432.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -145487.796875 Penalty: 730.173096 Iteration 21Q: 3 clusters Score -145487.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -145551.343750 Penalty: 730.173096 Iteration 22Q: 3 clusters Score -145551.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -145621.703125 Penalty: 730.173096 Iteration 23Q: 3 clusters Score -145621.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -145689.281250 Penalty: 730.173096 Iteration 24Q: 3 clusters Score -145689.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -145744.765625 Penalty: 730.173096 Iteration 25Q: 3 clusters Score -145744.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -145772.656250 Penalty: 730.173096 Iteration 26Q: 3 clusters Score -145772.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -145789.968750 Penalty: 730.173096 Iteration 27Q: 3 clusters Score -145790 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -145794.890625 Penalty: 730.173096 Iteration 28Q: 3 clusters Score -145794.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -145797.515625 Penalty: 730.173096 Iteration 29Q: 3 clusters Score -145797.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -145801.140625 Penalty: 730.173096 Iteration 30Q: 3 clusters Score -145801.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -145803.031250 Penalty: 730.173096 Iteration 31Q: 3 clusters Score -145803 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -145804.468750 Penalty: 730.173096 Iteration 32Q: 3 clusters Score -145804.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -145805.031250 Penalty: 730.173096 Iteration 33Q: 3 clusters Score -145805 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -145805.312500 Penalty: 730.173096 Iteration 34Q: 3 clusters Score -145805.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -145805.375000 Penalty: 730.173096 Iteration 35Q: 3 clusters Score -145805.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -145805.687500 Penalty: 730.173096 Iteration 36Q: 3 clusters Score -145805.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -145805.921875 Penalty: 730.173096 Iteration 37Q: 3 clusters Score -145805.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -145806.062500 Penalty: 730.173096 Iteration 38Q: 3 clusters Score -145806.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -145806.234375 Penalty: 730.173096 Iteration 39F: 3 clusters Score -145806.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -145806.250000 Penalty: 730.173096 Iteration 40F: 3 clusters Score -145806.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (28574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28574 members Entering Unmasked Estep Score: -1340051.500000 Penalty: 466.841522 Iteration 0F: 2 clusters Score -1340052 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14209 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -1320955.250000 Penalty: 933.683044 Iteration 0F: 3 clusters Score -1320955 nChanged 13645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13006 members Mstep: Class 2 contains 15568 members Entering Unmasked Estep Score: -1328806.500000 Penalty: 933.683044 Iteration 1F: 3 clusters Score -1328806 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11974 members Mstep: Class 2 contains 16600 members Entering Unmasked Estep Score: -1329354.500000 Penalty: 933.683044 Iteration 2Q: 3 clusters Score -1329354 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 18219 members Entering Unmasked Estep Score: -1330384.000000 Penalty: 933.683044 Iteration 3F: 3 clusters Score -1330384 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -1332044.500000 Penalty: 933.683044 Iteration 4F: 3 clusters Score -1332044 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 22894 members Entering Unmasked Estep Score: -1334235.250000 Penalty: 933.683044 Iteration 5F: 3 clusters Score -1334235 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 25155 members Entering Unmasked Estep Score: -1336464.875000 Penalty: 933.683044 Iteration 6F: 3 clusters Score -1336465 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 26820 members Entering Unmasked Estep Score: -1338104.125000 Penalty: 933.683044 Iteration 7F: 3 clusters Score -1338104 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -1338975.625000 Penalty: 933.683044 Iteration 8Q: 3 clusters Score -1338976 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 28158 members Entering Unmasked Estep Score: -1339338.625000 Penalty: 933.683044 Iteration 9Q: 3 clusters Score -1339339 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 28349 members Entering Unmasked Estep Score: -1339504.000000 Penalty: 933.683044 Iteration 10Q: 3 clusters Score -1339504 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 28429 members Entering Unmasked Estep Score: -1339569.875000 Penalty: 933.683044 Iteration 11Q: 3 clusters Score -1339570 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 28461 members Entering Unmasked Estep Score: -1339625.625000 Penalty: 933.683044 Iteration 12Q: 3 clusters Score -1339626 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 28472 members Entering Unmasked Estep Score: -1339658.625000 Penalty: 933.683044 Iteration 13Q: 3 clusters Score -1339659 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 28470 members Entering Unmasked Estep Score: -1339681.875000 Penalty: 933.683044 Iteration 14Q: 3 clusters Score -1339682 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 28468 members Entering Unmasked Estep Score: -1339689.500000 Penalty: 933.683044 Iteration 15Q: 3 clusters Score -1339690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 28467 members Entering Unmasked Estep Score: -1339693.250000 Penalty: 933.683044 Iteration 16Q: 3 clusters Score -1339693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 28465 members Entering Unmasked Estep Score: -1339694.625000 Penalty: 933.683044 Iteration 17Q: 3 clusters Score -1339695 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 28465 members Entering Unmasked Estep Score: -1339696.625000 Penalty: 933.683044 Iteration 18Q: 3 clusters Score -1339697 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 28463 members Entering Unmasked Estep Score: -1339699.375000 Penalty: 933.683044 Iteration 19Q: 3 clusters Score -1339699 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 28463 members Entering Unmasked Estep Score: -1339699.375000 Penalty: 933.683044 Iteration 20F: 3 clusters Score -1339699 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Entering Unmasked Estep Score: -19363.271484 Penalty: 275.583679 Iteration 0F: 2 clusters Score -19363.27 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 205 members Entering Unmasked Estep Score: -18943.457031 Penalty: 551.167358 Iteration 0F: 3 clusters Score -18943.46 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -19199.341797 Penalty: 551.167358 Iteration 1F: 3 clusters Score -19199.34 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -19278.695312 Penalty: 551.167358 Iteration 2F: 3 clusters Score -19278.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -19314.310547 Penalty: 551.167358 Iteration 3F: 3 clusters Score -19314.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -19332.011719 Penalty: 551.167358 Iteration 4Q: 3 clusters Score -19332.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -19344.685547 Penalty: 551.167358 Iteration 5Q: 3 clusters Score -19344.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -19356.943359 Penalty: 551.167358 Iteration 6Q: 3 clusters Score -19356.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -19362.884766 Penalty: 551.167358 Iteration 7Q: 3 clusters Score -19362.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -19370.990234 Penalty: 551.167358 Iteration 8Q: 3 clusters Score -19370.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -19378.296875 Penalty: 551.167358 Iteration 9Q: 3 clusters Score -19378.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -19378.296875 Penalty: 551.167358 Iteration 10F: 3 clusters Score -19378.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49538 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28574 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200650 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150849 members Mstep: Class 23 contains 777 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Mstep: Class 27 contains 34 members Entering Unmasked Estep Score: -24241494.000000 Penalty: 16134.754883 Splitting cluster 12 changes total score from -24241796.000000 to -24241494.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (1917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Entering Unmasked Estep Score: -98955.953125 Penalty: 343.912506 Iteration 0F: 2 clusters Score -98955.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -97552.000000 Penalty: 687.825012 Iteration 0F: 3 clusters Score -97552 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -97960.312500 Penalty: 687.825012 Iteration 1F: 3 clusters Score -97960.31 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -98011.210938 Penalty: 687.825012 Iteration 2F: 3 clusters Score -98011.21 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -98060.671875 Penalty: 687.825012 Iteration 3F: 3 clusters Score -98060.67 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -98099.796875 Penalty: 687.825012 Iteration 4Q: 3 clusters Score -98099.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -98139.710938 Penalty: 687.825012 Iteration 5Q: 3 clusters Score -98139.71 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -98180.421875 Penalty: 687.825012 Iteration 6Q: 3 clusters Score -98180.42 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -98227.062500 Penalty: 687.825012 Iteration 7Q: 3 clusters Score -98227.06 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -98282.937500 Penalty: 687.825012 Iteration 8Q: 3 clusters Score -98282.94 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -98341.640625 Penalty: 687.825012 Iteration 9Q: 3 clusters Score -98341.64 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -98387.414062 Penalty: 687.825012 Iteration 10Q: 3 clusters Score -98387.41 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -98422.125000 Penalty: 687.825012 Iteration 11Q: 3 clusters Score -98422.12 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -98446.945312 Penalty: 687.825012 Iteration 12Q: 3 clusters Score -98446.95 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -98467.750000 Penalty: 687.825012 Iteration 13Q: 3 clusters Score -98467.75 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -98489.789062 Penalty: 687.825012 Iteration 14Q: 3 clusters Score -98489.79 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -98511.179688 Penalty: 687.825012 Iteration 15Q: 3 clusters Score -98511.18 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -98526.898438 Penalty: 687.825012 Iteration 16Q: 3 clusters Score -98526.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -98539.750000 Penalty: 687.825012 Iteration 17Q: 3 clusters Score -98539.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -98548.984375 Penalty: 687.825012 Iteration 18Q: 3 clusters Score -98548.98 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -98559.304688 Penalty: 687.825012 Iteration 19Q: 3 clusters Score -98559.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -98566.492188 Penalty: 687.825012 Iteration 20F: 3 clusters Score -98566.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -98568.609375 Penalty: 687.825012 Iteration 21Q: 3 clusters Score -98568.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -98570.515625 Penalty: 687.825012 Iteration 22Q: 3 clusters Score -98570.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -98571.328125 Penalty: 687.825012 Iteration 23Q: 3 clusters Score -98571.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -98572.203125 Penalty: 687.825012 Iteration 24Q: 3 clusters Score -98572.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -98574.101562 Penalty: 687.825012 Iteration 25Q: 3 clusters Score -98574.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -98576.062500 Penalty: 687.825012 Iteration 26Q: 3 clusters Score -98576.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -98578.500000 Penalty: 687.825012 Iteration 27Q: 3 clusters Score -98578.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -98579.406250 Penalty: 687.825012 Iteration 28Q: 3 clusters Score -98579.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -98580.085938 Penalty: 687.825012 Iteration 29Q: 3 clusters Score -98580.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -98581.242188 Penalty: 687.825012 Iteration 30Q: 3 clusters Score -98581.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -98585.117188 Penalty: 687.825012 Iteration 31Q: 3 clusters Score -98585.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -98589.578125 Penalty: 687.825012 Iteration 32Q: 3 clusters Score -98589.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -98593.218750 Penalty: 687.825012 Iteration 33Q: 3 clusters Score -98593.22 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -98596.992188 Penalty: 687.825012 Iteration 34Q: 3 clusters Score -98596.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -98599.484375 Penalty: 687.825012 Iteration 35Q: 3 clusters Score -98599.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -98601.703125 Penalty: 687.825012 Iteration 36Q: 3 clusters Score -98601.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -98603.570312 Penalty: 687.825012 Iteration 37Q: 3 clusters Score -98603.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -98605.257812 Penalty: 687.825012 Iteration 38Q: 3 clusters Score -98605.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -98606.703125 Penalty: 687.825012 Iteration 39Q: 3 clusters Score -98606.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -98609.039062 Penalty: 687.825012 Iteration 40F: 3 clusters Score -98609.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -98611.054688 Penalty: 687.825012 Iteration 41Q: 3 clusters Score -98611.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -98611.359375 Penalty: 687.825012 Iteration 42Q: 3 clusters Score -98611.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -98612.429688 Penalty: 687.825012 Iteration 43Q: 3 clusters Score -98612.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -98613.578125 Penalty: 687.825012 Iteration 44Q: 3 clusters Score -98613.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -98613.992188 Penalty: 687.825012 Iteration 45Q: 3 clusters Score -98613.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -98615.007812 Penalty: 687.825012 Iteration 46Q: 3 clusters Score -98615.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -98615.851562 Penalty: 687.825012 Iteration 47Q: 3 clusters Score -98615.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -98617.843750 Penalty: 687.825012 Iteration 48Q: 3 clusters Score -98617.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -98620.039062 Penalty: 687.825012 Iteration 49Q: 3 clusters Score -98620.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -98622.664062 Penalty: 687.825012 Iteration 50Q: 3 clusters Score -98622.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -98625.937500 Penalty: 687.825012 Iteration 51Q: 3 clusters Score -98625.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -98628.890625 Penalty: 687.825012 Iteration 52Q: 3 clusters Score -98628.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -98631.093750 Penalty: 687.825012 Iteration 53Q: 3 clusters Score -98631.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -98632.250000 Penalty: 687.825012 Iteration 54Q: 3 clusters Score -98632.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -98632.679688 Penalty: 687.825012 Iteration 55Q: 3 clusters Score -98632.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -98633.062500 Penalty: 687.825012 Iteration 56Q: 3 clusters Score -98633.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -98633.359375 Penalty: 687.825012 Iteration 57Q: 3 clusters Score -98633.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -98633.476562 Penalty: 687.825012 Iteration 58Q: 3 clusters Score -98633.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -98633.562500 Penalty: 687.825012 Iteration 59Q: 3 clusters Score -98633.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -98633.562500 Penalty: 687.825012 Iteration 60F: 3 clusters Score -98633.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Entering Unmasked Estep Score: -7753.448242 Penalty: 237.279572 Iteration 0F: 2 clusters Score -7753.448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -7486.834961 Penalty: 474.559143 Iteration 0F: 3 clusters Score -7486.835 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7568.358887 Penalty: 474.559143 Iteration 1F: 3 clusters Score -7568.359 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -7590.199707 Penalty: 474.559143 Iteration 2F: 3 clusters Score -7590.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7602.108398 Penalty: 474.559143 Iteration 3Q: 3 clusters Score -7602.108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7608.330078 Penalty: 474.559143 Iteration 4Q: 3 clusters Score -7608.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -7617.208496 Penalty: 474.559143 Iteration 5Q: 3 clusters Score -7617.208 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -7622.806641 Penalty: 474.559143 Iteration 6Q: 3 clusters Score -7622.807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7628.078613 Penalty: 474.559143 Iteration 7Q: 3 clusters Score -7628.079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -7636.290527 Penalty: 474.559143 Iteration 8Q: 3 clusters Score -7636.291 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -7641.131348 Penalty: 474.559143 Iteration 9Q: 3 clusters Score -7641.131 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -7646.067383 Penalty: 474.559143 Iteration 10Q: 3 clusters Score -7646.067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -7647.931641 Penalty: 474.559143 Iteration 11Q: 3 clusters Score -7647.932 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -7647.931641 Penalty: 474.559143 Iteration 12F: 3 clusters Score -7647.932 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Entering Unmasked Estep Score: -188103.453125 Penalty: 376.401978 Iteration 0F: 2 clusters Score -188103.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -185390.859375 Penalty: 752.803955 Iteration 0F: 3 clusters Score -185390.9 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -186408.609375 Penalty: 752.803955 Iteration 1F: 3 clusters Score -186408.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -186532.234375 Penalty: 752.803955 Iteration 2F: 3 clusters Score -186532.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -186644.234375 Penalty: 752.803955 Iteration 3F: 3 clusters Score -186644.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -186796.906250 Penalty: 752.803955 Iteration 4F: 3 clusters Score -186796.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -187009.046875 Penalty: 752.803955 Iteration 5F: 3 clusters Score -187009 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -187207.171875 Penalty: 752.803955 Iteration 6F: 3 clusters Score -187207.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -187335.515625 Penalty: 752.803955 Iteration 7Q: 3 clusters Score -187335.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -187449.015625 Penalty: 752.803955 Iteration 8Q: 3 clusters Score -187449 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -187523.515625 Penalty: 752.803955 Iteration 9Q: 3 clusters Score -187523.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -187573.109375 Penalty: 752.803955 Iteration 10Q: 3 clusters Score -187573.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -187616.625000 Penalty: 752.803955 Iteration 11Q: 3 clusters Score -187616.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -187642.843750 Penalty: 752.803955 Iteration 12Q: 3 clusters Score -187642.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -187658.640625 Penalty: 752.803955 Iteration 13Q: 3 clusters Score -187658.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -187665.671875 Penalty: 752.803955 Iteration 14Q: 3 clusters Score -187665.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -187672.171875 Penalty: 752.803955 Iteration 15Q: 3 clusters Score -187672.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -187679.687500 Penalty: 752.803955 Iteration 16Q: 3 clusters Score -187679.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -187684.125000 Penalty: 752.803955 Iteration 17Q: 3 clusters Score -187684.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -187696.921875 Penalty: 752.803955 Iteration 18Q: 3 clusters Score -187696.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -187709.000000 Penalty: 752.803955 Iteration 19Q: 3 clusters Score -187709 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -187717.046875 Penalty: 752.803955 Iteration 20F: 3 clusters Score -187717 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -187721.796875 Penalty: 752.803955 Iteration 21Q: 3 clusters Score -187721.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -187727.218750 Penalty: 752.803955 Iteration 22Q: 3 clusters Score -187727.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -187732.656250 Penalty: 752.803955 Iteration 23Q: 3 clusters Score -187732.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -187739.312500 Penalty: 752.803955 Iteration 24Q: 3 clusters Score -187739.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -187743.031250 Penalty: 752.803955 Iteration 25Q: 3 clusters Score -187743 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -187747.328125 Penalty: 752.803955 Iteration 26Q: 3 clusters Score -187747.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -187751.718750 Penalty: 752.803955 Iteration 27Q: 3 clusters Score -187751.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -187752.750000 Penalty: 752.803955 Iteration 28Q: 3 clusters Score -187752.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -187753.515625 Penalty: 752.803955 Iteration 29Q: 3 clusters Score -187753.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -187754.937500 Penalty: 752.803955 Iteration 30Q: 3 clusters Score -187754.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -187755.843750 Penalty: 752.803955 Iteration 31Q: 3 clusters Score -187755.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -187756.906250 Penalty: 752.803955 Iteration 32Q: 3 clusters Score -187756.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -187760.156250 Penalty: 752.803955 Iteration 33Q: 3 clusters Score -187760.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -187761.734375 Penalty: 752.803955 Iteration 34Q: 3 clusters Score -187761.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -187764.703125 Penalty: 752.803955 Iteration 35Q: 3 clusters Score -187764.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -187766.828125 Penalty: 752.803955 Iteration 36Q: 3 clusters Score -187766.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -187768.625000 Penalty: 752.803955 Iteration 37Q: 3 clusters Score -187768.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -187768.953125 Penalty: 752.803955 Iteration 38Q: 3 clusters Score -187769 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -187768.953125 Penalty: 752.803955 Iteration 39F: 3 clusters Score -187769 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (200650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200650 members Entering Unmasked Estep Score: -9878135.000000 Penalty: 555.523926 Iteration 0F: 2 clusters Score -9878135 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100590 members Mstep: Class 2 contains 100060 members Entering Unmasked Estep Score: -9743333.000000 Penalty: 1111.047852 Iteration 0F: 3 clusters Score -9743333 nChanged 98691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114051 members Mstep: Class 2 contains 86599 members Entering Unmasked Estep Score: -9804742.000000 Penalty: 1111.047852 Iteration 1F: 3 clusters Score -9804742 nChanged 9953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123032 members Mstep: Class 2 contains 77618 members Entering Unmasked Estep Score: -9809573.000000 Penalty: 1111.047852 Iteration 2Q: 3 clusters Score -9809573 nChanged 13319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135895 members Mstep: Class 2 contains 64755 members Entering Unmasked Estep Score: -9818341.000000 Penalty: 1111.047852 Iteration 3F: 3 clusters Score -9818341 nChanged 16480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152195 members Mstep: Class 2 contains 48455 members Entering Unmasked Estep Score: -9832297.000000 Penalty: 1111.047852 Iteration 4F: 3 clusters Score -9832297 nChanged 17185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169272 members Mstep: Class 2 contains 31378 members Entering Unmasked Estep Score: -9848692.000000 Penalty: 1111.047852 Iteration 5F: 3 clusters Score -9848692 nChanged 13375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182613 members Mstep: Class 2 contains 18037 members Entering Unmasked Estep Score: -9861504.000000 Penalty: 1111.047852 Iteration 6F: 3 clusters Score -9861504 nChanged 8320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190929 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -9869440.000000 Penalty: 1111.047852 Iteration 7Q: 3 clusters Score -9869440 nChanged 4747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195674 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -9873589.000000 Penalty: 1111.047852 Iteration 8Q: 3 clusters Score -9873589 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198384 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -9875727.000000 Penalty: 1111.047852 Iteration 9Q: 3 clusters Score -9875727 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199708 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -9876915.000000 Penalty: 1111.047852 Iteration 10Q: 3 clusters Score -9876915 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200292 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -9877338.000000 Penalty: 1111.047852 Iteration 11Q: 3 clusters Score -9877338 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200516 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9877522.000000 Penalty: 1111.047852 Iteration 12Q: 3 clusters Score -9877522 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200584 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9877621.000000 Penalty: 1111.047852 Iteration 13Q: 3 clusters Score -9877621 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200592 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -9877641.000000 Penalty: 1111.047852 Iteration 14Q: 3 clusters Score -9877641 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200592 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -9877651.000000 Penalty: 1111.047852 Iteration 15Q: 3 clusters Score -9877651 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200596 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -9877669.000000 Penalty: 1111.047852 Iteration 16Q: 3 clusters Score -9877669 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200599 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -9877679.000000 Penalty: 1111.047852 Iteration 17Q: 3 clusters Score -9877679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200600 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -9877680.000000 Penalty: 1111.047852 Iteration 18Q: 3 clusters Score -9877680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200601 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -9877680.000000 Penalty: 1111.047852 Iteration 19Q: 3 clusters Score -9877680 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200601 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -9877680.000000 Penalty: 1111.047852 Iteration 20F: 3 clusters Score -9877680 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Entering Unmasked Estep Score: -410606.781250 Penalty: 409.729156 Iteration 0F: 2 clusters Score -410606.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -405199.562500 Penalty: 819.458313 Iteration 0F: 3 clusters Score -405199.6 nChanged 3729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -407228.718750 Penalty: 819.458313 Iteration 1F: 3 clusters Score -407228.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -407351.625000 Penalty: 819.458313 Iteration 2Q: 3 clusters Score -407351.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -407516.062500 Penalty: 819.458313 Iteration 3Q: 3 clusters Score -407516.1 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -407738.500000 Penalty: 819.458313 Iteration 4F: 3 clusters Score -407738.5 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -408035.125000 Penalty: 819.458313 Iteration 5F: 3 clusters Score -408035.1 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -408412.687500 Penalty: 819.458313 Iteration 6F: 3 clusters Score -408412.7 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -408860.937500 Penalty: 819.458313 Iteration 7F: 3 clusters Score -408860.9 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -409332.031250 Penalty: 819.458313 Iteration 8F: 3 clusters Score -409332 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -409763.625000 Penalty: 819.458313 Iteration 9Q: 3 clusters Score -409763.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -410019.781250 Penalty: 819.458313 Iteration 10Q: 3 clusters Score -410019.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -410117.875000 Penalty: 819.458313 Iteration 11Q: 3 clusters Score -410117.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 6561 members Entering Unmasked Estep Score: -410161.000000 Penalty: 819.458313 Iteration 12Q: 3 clusters Score -410161 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -410187.125000 Penalty: 819.458313 Iteration 13Q: 3 clusters Score -410187.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -410195.250000 Penalty: 819.458313 Iteration 14Q: 3 clusters Score -410195.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -410202.968750 Penalty: 819.458313 Iteration 15Q: 3 clusters Score -410203 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -410206.843750 Penalty: 819.458313 Iteration 16Q: 3 clusters Score -410206.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -410211.468750 Penalty: 819.458313 Iteration 17Q: 3 clusters Score -410211.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -410218.468750 Penalty: 819.458313 Iteration 18Q: 3 clusters Score -410218.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -410223.843750 Penalty: 819.458313 Iteration 19Q: 3 clusters Score -410223.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -410229.031250 Penalty: 819.458313 Iteration 20F: 3 clusters Score -410229 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -410232.781250 Penalty: 819.458313 Iteration 21Q: 3 clusters Score -410232.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -410239.312500 Penalty: 819.458313 Iteration 22Q: 3 clusters Score -410239.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -410242.718750 Penalty: 819.458313 Iteration 23Q: 3 clusters Score -410242.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -410246.781250 Penalty: 819.458313 Iteration 24Q: 3 clusters Score -410246.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -410248.718750 Penalty: 819.458313 Iteration 25Q: 3 clusters Score -410248.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -410249.000000 Penalty: 819.458313 Iteration 26Q: 3 clusters Score -410249 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -410250.031250 Penalty: 819.458313 Iteration 27Q: 3 clusters Score -410250 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -410251.156250 Penalty: 819.458313 Iteration 28Q: 3 clusters Score -410251.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -410250.656250 Penalty: 819.458313 Iteration 29Q: 3 clusters Score -410250.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -410250.656250 Penalty: 819.458313 Iteration 30F: 3 clusters Score -410250.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Entering Unmasked Estep Score: -77775.304688 Penalty: 341.148163 Iteration 0F: 2 clusters Score -77775.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -76488.101562 Penalty: 682.296326 Iteration 0F: 3 clusters Score -76488.1 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -76951.601562 Penalty: 682.296326 Iteration 1F: 3 clusters Score -76951.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -77114.296875 Penalty: 682.296326 Iteration 2F: 3 clusters Score -77114.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -77253.093750 Penalty: 682.296326 Iteration 3F: 3 clusters Score -77253.09 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -77346.132812 Penalty: 682.296326 Iteration 4F: 3 clusters Score -77346.13 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -77432.593750 Penalty: 682.296326 Iteration 5F: 3 clusters Score -77432.59 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -77491.601562 Penalty: 682.296326 Iteration 6Q: 3 clusters Score -77491.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -77513.593750 Penalty: 682.296326 Iteration 7Q: 3 clusters Score -77513.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -77525.593750 Penalty: 682.296326 Iteration 8Q: 3 clusters Score -77525.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -77532.234375 Penalty: 682.296326 Iteration 9Q: 3 clusters Score -77532.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -77536.203125 Penalty: 682.296326 Iteration 10Q: 3 clusters Score -77536.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -77539.648438 Penalty: 682.296326 Iteration 11Q: 3 clusters Score -77539.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -77542.765625 Penalty: 682.296326 Iteration 12Q: 3 clusters Score -77542.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -77543.757812 Penalty: 682.296326 Iteration 13Q: 3 clusters Score -77543.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -77544.898438 Penalty: 682.296326 Iteration 14Q: 3 clusters Score -77544.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -77546.304688 Penalty: 682.296326 Iteration 15Q: 3 clusters Score -77546.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -77548.304688 Penalty: 682.296326 Iteration 16Q: 3 clusters Score -77548.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -77550.718750 Penalty: 682.296326 Iteration 17Q: 3 clusters Score -77550.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -77553.015625 Penalty: 682.296326 Iteration 18Q: 3 clusters Score -77553.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -77553.632812 Penalty: 682.296326 Iteration 19Q: 3 clusters Score -77553.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -77554.625000 Penalty: 682.296326 Iteration 20F: 3 clusters Score -77554.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -77554.960938 Penalty: 682.296326 Iteration 21Q: 3 clusters Score -77554.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -77555.062500 Penalty: 682.296326 Iteration 22Q: 3 clusters Score -77555.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -77555.210938 Penalty: 682.296326 Iteration 23Q: 3 clusters Score -77555.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -77555.453125 Penalty: 682.296326 Iteration 24Q: 3 clusters Score -77555.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -77555.773438 Penalty: 682.296326 Iteration 25Q: 3 clusters Score -77555.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -77556.664062 Penalty: 682.296326 Iteration 26Q: 3 clusters Score -77556.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -77556.945312 Penalty: 682.296326 Iteration 27Q: 3 clusters Score -77556.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -77557.406250 Penalty: 682.296326 Iteration 28Q: 3 clusters Score -77557.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -77557.468750 Penalty: 682.296326 Iteration 29Q: 3 clusters Score -77557.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -77557.414062 Penalty: 682.296326 Iteration 30Q: 3 clusters Score -77557.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -77557.562500 Penalty: 682.296326 Iteration 31Q: 3 clusters Score -77557.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -77557.562500 Penalty: 682.296326 Iteration 32F: 3 clusters Score -77557.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Entering Unmasked Estep Score: -86243.945312 Penalty: 344.337738 Iteration 0F: 2 clusters Score -86243.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -84828.648438 Penalty: 688.675476 Iteration 0F: 3 clusters Score -84828.65 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -85251.039062 Penalty: 688.675476 Iteration 1F: 3 clusters Score -85251.04 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -85316.460938 Penalty: 688.675476 Iteration 2F: 3 clusters Score -85316.46 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -85369.710938 Penalty: 688.675476 Iteration 3F: 3 clusters Score -85369.71 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -85423.187500 Penalty: 688.675476 Iteration 4Q: 3 clusters Score -85423.19 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -85487.914062 Penalty: 688.675476 Iteration 5Q: 3 clusters Score -85487.91 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -85565.171875 Penalty: 688.675476 Iteration 6Q: 3 clusters Score -85565.17 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -85632.039062 Penalty: 688.675476 Iteration 7Q: 3 clusters Score -85632.04 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -85705.226562 Penalty: 688.675476 Iteration 8Q: 3 clusters Score -85705.23 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -85763.843750 Penalty: 688.675476 Iteration 9Q: 3 clusters Score -85763.84 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -85812.398438 Penalty: 688.675476 Iteration 10Q: 3 clusters Score -85812.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -85845.421875 Penalty: 688.675476 Iteration 11Q: 3 clusters Score -85845.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -85859.648438 Penalty: 688.675476 Iteration 12Q: 3 clusters Score -85859.65 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -85872.679688 Penalty: 688.675476 Iteration 13Q: 3 clusters Score -85872.68 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -85880.406250 Penalty: 688.675476 Iteration 14Q: 3 clusters Score -85880.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -85886.593750 Penalty: 688.675476 Iteration 15Q: 3 clusters Score -85886.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -85890.164062 Penalty: 688.675476 Iteration 16Q: 3 clusters Score -85890.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -85891.343750 Penalty: 688.675476 Iteration 17Q: 3 clusters Score -85891.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -85893.734375 Penalty: 688.675476 Iteration 18Q: 3 clusters Score -85893.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -85895.289062 Penalty: 688.675476 Iteration 19Q: 3 clusters Score -85895.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -85896.000000 Penalty: 688.675476 Iteration 20F: 3 clusters Score -85896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -85896.171875 Penalty: 688.675476 Iteration 21Q: 3 clusters Score -85896.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -85896.265625 Penalty: 688.675476 Iteration 22Q: 3 clusters Score -85896.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -85896.351562 Penalty: 688.675476 Iteration 23Q: 3 clusters Score -85896.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -85896.976562 Penalty: 688.675476 Iteration 24Q: 3 clusters Score -85896.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -85897.796875 Penalty: 688.675476 Iteration 25Q: 3 clusters Score -85897.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -85898.031250 Penalty: 688.675476 Iteration 26Q: 3 clusters Score -85898.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -85898.031250 Penalty: 688.675476 Iteration 27F: 3 clusters Score -85898.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Entering Unmasked Estep Score: -8894.707031 Penalty: 239.216034 Iteration 0F: 2 clusters Score -8894.707 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -8618.462891 Penalty: 478.432068 Iteration 0F: 3 clusters Score -8618.463 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8670.612305 Penalty: 478.432068 Iteration 1F: 3 clusters Score -8670.612 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8685.828125 Penalty: 478.432068 Iteration 2F: 3 clusters Score -8685.828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -8696.808594 Penalty: 478.432068 Iteration 3Q: 3 clusters Score -8696.809 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8699.911133 Penalty: 478.432068 Iteration 4Q: 3 clusters Score -8699.911 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8702.761719 Penalty: 478.432068 Iteration 5Q: 3 clusters Score -8702.762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -8702.761719 Penalty: 478.432068 Iteration 6F: 3 clusters Score -8702.762 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Entering Unmasked Estep Score: -4581.086914 Penalty: 214.691696 Iteration 0F: 2 clusters Score -4581.087 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -4355.595703 Penalty: 429.383392 Iteration 0F: 3 clusters Score -4355.596 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4408.071777 Penalty: 429.383392 Iteration 1F: 3 clusters Score -4408.072 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -4415.310059 Penalty: 429.383392 Iteration 2F: 3 clusters Score -4415.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -4417.688965 Penalty: 429.383392 Iteration 3Q: 3 clusters Score -4417.689 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4421.089355 Penalty: 429.383392 Iteration 4Q: 3 clusters Score -4421.089 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4421.089355 Penalty: 429.383392 Iteration 5F: 3 clusters Score -4421.089 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (150849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150849 members Entering Unmasked Estep Score: -7625797.500000 Penalty: 542.543579 Iteration 0F: 2 clusters Score -7625798 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75408 members Mstep: Class 2 contains 75441 members Entering Unmasked Estep Score: -7531900.500000 Penalty: 1085.087158 Iteration 0F: 3 clusters Score -7531900 nChanged 74105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74733 members Mstep: Class 2 contains 76116 members Entering Unmasked Estep Score: -7577256.000000 Penalty: 1085.087158 Iteration 1F: 3 clusters Score -7577256 nChanged 5873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75012 members Mstep: Class 2 contains 75837 members Entering Unmasked Estep Score: -7579472.000000 Penalty: 1085.087158 Iteration 2Q: 3 clusters Score -7579472 nChanged 6953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75407 members Mstep: Class 2 contains 75442 members Entering Unmasked Estep Score: -7582875.000000 Penalty: 1085.087158 Iteration 3Q: 3 clusters Score -7582875 nChanged 8384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75837 members Mstep: Class 2 contains 75012 members Entering Unmasked Estep Score: -7588170.000000 Penalty: 1085.087158 Iteration 4F: 3 clusters Score -7588170 nChanged 9502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76227 members Mstep: Class 2 contains 74622 members Entering Unmasked Estep Score: -7595391.000000 Penalty: 1085.087158 Iteration 5F: 3 clusters Score -7595391 nChanged 9654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76413 members Mstep: Class 2 contains 74436 members Entering Unmasked Estep Score: -7601844.000000 Penalty: 1085.087158 Iteration 6F: 3 clusters Score -7601844 nChanged 7235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76640 members Mstep: Class 2 contains 74209 members Entering Unmasked Estep Score: -7604707.500000 Penalty: 1085.087158 Iteration 7Q: 3 clusters Score -7604708 nChanged 3925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76975 members Mstep: Class 2 contains 73874 members Entering Unmasked Estep Score: -7605373.500000 Penalty: 1085.087158 Iteration 8Q: 3 clusters Score -7605374 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77303 members Mstep: Class 2 contains 73546 members Entering Unmasked Estep Score: -7605542.500000 Penalty: 1085.087158 Iteration 9Q: 3 clusters Score -7605542 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77641 members Mstep: Class 2 contains 73208 members Entering Unmasked Estep Score: -7605579.500000 Penalty: 1085.087158 Iteration 10Q: 3 clusters Score -7605580 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78025 members Mstep: Class 2 contains 72824 members Entering Unmasked Estep Score: -7605597.000000 Penalty: 1085.087158 Iteration 11Q: 3 clusters Score -7605597 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78471 members Mstep: Class 2 contains 72378 members Entering Unmasked Estep Score: -7605630.500000 Penalty: 1085.087158 Iteration 12Q: 3 clusters Score -7605630 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78954 members Mstep: Class 2 contains 71895 members Entering Unmasked Estep Score: -7605648.500000 Penalty: 1085.087158 Iteration 13Q: 3 clusters Score -7605648 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79494 members Mstep: Class 2 contains 71355 members Entering Unmasked Estep Score: -7605707.000000 Penalty: 1085.087158 Iteration 14Q: 3 clusters Score -7605707 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80066 members Mstep: Class 2 contains 70783 members Entering Unmasked Estep Score: -7605707.000000 Penalty: 1085.087158 Iteration 15Q: 3 clusters Score -7605707 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80686 members Mstep: Class 2 contains 70163 members Entering Unmasked Estep Score: -7605764.500000 Penalty: 1085.087158 Iteration 16Q: 3 clusters Score -7605764 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81343 members Mstep: Class 2 contains 69506 members Entering Unmasked Estep Score: -7605838.500000 Penalty: 1085.087158 Iteration 17Q: 3 clusters Score -7605838 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82036 members Mstep: Class 2 contains 68813 members Entering Unmasked Estep Score: -7605911.000000 Penalty: 1085.087158 Iteration 18Q: 3 clusters Score -7605911 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82759 members Mstep: Class 2 contains 68090 members Entering Unmasked Estep Score: -7605981.000000 Penalty: 1085.087158 Iteration 19Q: 3 clusters Score -7605981 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83579 members Mstep: Class 2 contains 67270 members Entering Unmasked Estep Score: -7606061.000000 Penalty: 1085.087158 Iteration 20F: 3 clusters Score -7606061 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84506 members Mstep: Class 2 contains 66343 members Entering Unmasked Estep Score: -7606158.500000 Penalty: 1085.087158 Iteration 21Q: 3 clusters Score -7606158 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85471 members Mstep: Class 2 contains 65378 members Entering Unmasked Estep Score: -7606238.000000 Penalty: 1085.087158 Iteration 22Q: 3 clusters Score -7606238 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86520 members Mstep: Class 2 contains 64329 members Entering Unmasked Estep Score: -7606315.000000 Penalty: 1085.087158 Iteration 23Q: 3 clusters Score -7606315 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87649 members Mstep: Class 2 contains 63200 members Entering Unmasked Estep Score: -7606443.000000 Penalty: 1085.087158 Iteration 24Q: 3 clusters Score -7606443 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88867 members Mstep: Class 2 contains 61982 members Entering Unmasked Estep Score: -7606613.000000 Penalty: 1085.087158 Iteration 25Q: 3 clusters Score -7606613 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90173 members Mstep: Class 2 contains 60676 members Entering Unmasked Estep Score: -7606806.000000 Penalty: 1085.087158 Iteration 26Q: 3 clusters Score -7606806 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91558 members Mstep: Class 2 contains 59291 members Entering Unmasked Estep Score: -7607056.000000 Penalty: 1085.087158 Iteration 27Q: 3 clusters Score -7607056 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93062 members Mstep: Class 2 contains 57787 members Entering Unmasked Estep Score: -7607298.000000 Penalty: 1085.087158 Iteration 28Q: 3 clusters Score -7607298 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94746 members Mstep: Class 2 contains 56103 members Entering Unmasked Estep Score: -7607693.500000 Penalty: 1085.087158 Iteration 29Q: 3 clusters Score -7607694 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96610 members Mstep: Class 2 contains 54239 members Entering Unmasked Estep Score: -7608069.500000 Penalty: 1085.087158 Iteration 30Q: 3 clusters Score -7608070 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98936 members Mstep: Class 2 contains 51913 members Entering Unmasked Estep Score: -7608621.500000 Penalty: 1085.087158 Iteration 31Q: 3 clusters Score -7608622 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101882 members Mstep: Class 2 contains 48967 members Entering Unmasked Estep Score: -7609274.500000 Penalty: 1085.087158 Iteration 32Q: 3 clusters Score -7609274 nChanged 3612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105494 members Mstep: Class 2 contains 45355 members Entering Unmasked Estep Score: -7610159.000000 Penalty: 1085.087158 Iteration 33Q: 3 clusters Score -7610159 nChanged 4253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109747 members Mstep: Class 2 contains 41102 members Entering Unmasked Estep Score: -7611262.500000 Penalty: 1085.087158 Iteration 34Q: 3 clusters Score -7611262 nChanged 4774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114521 members Mstep: Class 2 contains 36328 members Entering Unmasked Estep Score: -7612482.000000 Penalty: 1085.087158 Iteration 35Q: 3 clusters Score -7612482 nChanged 5029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119550 members Mstep: Class 2 contains 31299 members Entering Unmasked Estep Score: -7613915.000000 Penalty: 1085.087158 Iteration 36Q: 3 clusters Score -7613915 nChanged 5283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124833 members Mstep: Class 2 contains 26016 members Entering Unmasked Estep Score: -7615436.500000 Penalty: 1085.087158 Iteration 37Q: 3 clusters Score -7615436 nChanged 5159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129992 members Mstep: Class 2 contains 20857 members Entering Unmasked Estep Score: -7616939.500000 Penalty: 1085.087158 Iteration 38Q: 3 clusters Score -7616940 nChanged 4678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134670 members Mstep: Class 2 contains 16179 members Entering Unmasked Estep Score: -7618404.000000 Penalty: 1085.087158 Iteration 39Q: 3 clusters Score -7618404 nChanged 3973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138643 members Mstep: Class 2 contains 12206 members Entering Unmasked Estep Score: -7620355.500000 Penalty: 1085.087158 Iteration 40F: 3 clusters Score -7620356 nChanged 3963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142606 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -7622102.500000 Penalty: 1085.087158 Iteration 41Q: 3 clusters Score -7622102 nChanged 3032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145638 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -7623283.500000 Penalty: 1085.087158 Iteration 42Q: 3 clusters Score -7623284 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147820 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -7624139.000000 Penalty: 1085.087158 Iteration 43Q: 3 clusters Score -7624139 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149256 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -7624588.500000 Penalty: 1085.087158 Iteration 44Q: 3 clusters Score -7624588 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150079 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -7624936.500000 Penalty: 1085.087158 Iteration 45Q: 3 clusters Score -7624936 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150456 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -7625108.500000 Penalty: 1085.087158 Iteration 46Q: 3 clusters Score -7625108 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150627 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -7625208.000000 Penalty: 1085.087158 Iteration 47Q: 3 clusters Score -7625208 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150712 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -7625256.000000 Penalty: 1085.087158 Iteration 48Q: 3 clusters Score -7625256 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150737 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7625288.500000 Penalty: 1085.087158 Iteration 49Q: 3 clusters Score -7625288 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150756 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7625305.000000 Penalty: 1085.087158 Iteration 50Q: 3 clusters Score -7625305 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150763 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7625312.500000 Penalty: 1085.087158 Iteration 51Q: 3 clusters Score -7625312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150767 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7625318.500000 Penalty: 1085.087158 Iteration 52Q: 3 clusters Score -7625318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150767 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7625316.000000 Penalty: 1085.087158 Iteration 53Q: 3 clusters Score -7625316 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150767 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7625316.000000 Penalty: 1085.087158 Iteration 54F: 3 clusters Score -7625316 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Entering Unmasked Estep Score: -33516.531250 Penalty: 302.822540 Iteration 0F: 2 clusters Score -33516.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -32845.425781 Penalty: 605.645081 Iteration 0F: 3 clusters Score -32845.43 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -33041.765625 Penalty: 605.645081 Iteration 1F: 3 clusters Score -33041.77 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -33111.898438 Penalty: 605.645081 Iteration 2F: 3 clusters Score -33111.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -33184.265625 Penalty: 605.645081 Iteration 3F: 3 clusters Score -33184.27 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -33256.632812 Penalty: 605.645081 Iteration 4F: 3 clusters Score -33256.63 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -33300.472656 Penalty: 605.645081 Iteration 5F: 3 clusters Score -33300.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -33338.996094 Penalty: 605.645081 Iteration 6Q: 3 clusters Score -33339 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -33368.109375 Penalty: 605.645081 Iteration 7Q: 3 clusters Score -33368.11 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -33407.714844 Penalty: 605.645081 Iteration 8F: 3 clusters Score -33407.71 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -33448.261719 Penalty: 605.645081 Iteration 9Q: 3 clusters Score -33448.26 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -33470.445312 Penalty: 605.645081 Iteration 10Q: 3 clusters Score -33470.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -33498.578125 Penalty: 605.645081 Iteration 11Q: 3 clusters Score -33498.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -33514.144531 Penalty: 605.645081 Iteration 12Q: 3 clusters Score -33514.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -33519.472656 Penalty: 605.645081 Iteration 13Q: 3 clusters Score -33519.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -33522.925781 Penalty: 605.645081 Iteration 14Q: 3 clusters Score -33522.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -33525.753906 Penalty: 605.645081 Iteration 15Q: 3 clusters Score -33525.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -33530.015625 Penalty: 605.645081 Iteration 16Q: 3 clusters Score -33530.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -33531.964844 Penalty: 605.645081 Iteration 17Q: 3 clusters Score -33531.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -33533.605469 Penalty: 605.645081 Iteration 18Q: 3 clusters Score -33533.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -33536.199219 Penalty: 605.645081 Iteration 19Q: 3 clusters Score -33536.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -33537.578125 Penalty: 605.645081 Iteration 20F: 3 clusters Score -33537.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -33539.523438 Penalty: 605.645081 Iteration 21Q: 3 clusters Score -33539.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -33540.402344 Penalty: 605.645081 Iteration 22Q: 3 clusters Score -33540.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -33544.328125 Penalty: 605.645081 Iteration 23Q: 3 clusters Score -33544.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -33548.312500 Penalty: 605.645081 Iteration 24Q: 3 clusters Score -33548.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -33550.578125 Penalty: 605.645081 Iteration 25Q: 3 clusters Score -33550.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -33553.242188 Penalty: 605.645081 Iteration 26Q: 3 clusters Score -33553.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -33556.238281 Penalty: 605.645081 Iteration 27Q: 3 clusters Score -33556.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -33556.742188 Penalty: 605.645081 Iteration 28Q: 3 clusters Score -33556.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -33558.035156 Penalty: 605.645081 Iteration 29Q: 3 clusters Score -33558.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -33559.453125 Penalty: 605.645081 Iteration 30Q: 3 clusters Score -33559.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -33561.351562 Penalty: 605.645081 Iteration 31Q: 3 clusters Score -33561.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -33563.484375 Penalty: 605.645081 Iteration 32Q: 3 clusters Score -33563.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -33567.679688 Penalty: 605.645081 Iteration 33Q: 3 clusters Score -33567.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -33570.617188 Penalty: 605.645081 Iteration 34Q: 3 clusters Score -33570.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -33573.390625 Penalty: 605.645081 Iteration 35Q: 3 clusters Score -33573.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -33574.937500 Penalty: 605.645081 Iteration 36Q: 3 clusters Score -33574.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -33575.531250 Penalty: 605.645081 Iteration 37Q: 3 clusters Score -33575.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -33578.984375 Penalty: 605.645081 Iteration 38Q: 3 clusters Score -33578.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -33584.257812 Penalty: 605.645081 Iteration 39Q: 3 clusters Score -33584.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -33590.078125 Penalty: 605.645081 Iteration 40F: 3 clusters Score -33590.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -33598.128906 Penalty: 605.645081 Iteration 41Q: 3 clusters Score -33598.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -33604.257812 Penalty: 605.645081 Iteration 42Q: 3 clusters Score -33604.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -33605.886719 Penalty: 605.645081 Iteration 43Q: 3 clusters Score -33605.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -33605.886719 Penalty: 605.645081 Iteration 44F: 3 clusters Score -33605.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 1228 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3923 members Mstep: Class 3 contains 21312 members Mstep: Class 4 contains 49538 members Mstep: Class 5 contains 2453 members Mstep: Class 6 contains 2247 members Mstep: Class 7 contains 109 members Mstep: Class 8 contains 2675 members Mstep: Class 9 contains 17262 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 28574 members Mstep: Class 12 contains 427 members Mstep: Class 13 contains 1917 members Mstep: Class 14 contains 184 members Mstep: Class 15 contains 3915 members Mstep: Class 16 contains 200650 members Mstep: Class 17 contains 8144 members Mstep: Class 18 contains 1804 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 192 members Mstep: Class 21 contains 112 members Mstep: Class 22 contains 150849 members Mstep: Class 23 contains 158 members Mstep: Class 24 contains 46 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 218 members Mstep: Class 27 contains 619 members Entering Unmasked Estep Score: -24241596.000000 Penalty: 16134.754883 Splitting cluster 23 changes total score from -24241796.000000 to -24241596.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (46 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Entering Unmasked Estep Score: -1684.348022 Penalty: 174.203186 Iteration 0F: 2 clusters Score -1684.348 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1548.281982 Penalty: 348.406372 Iteration 0F: 3 clusters Score -1548.282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1561.283691 Penalty: 348.406372 Iteration 1Q: 3 clusters Score -1561.284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22 members Mstep: Class 2 contains 24 members Entering Unmasked Estep Score: -1561.283691 Penalty: 348.406372 Iteration 2F: 3 clusters Score -1561.284 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Entering Unmasked Estep Score: -16960.013672 Penalty: 268.817780 Iteration 0F: 2 clusters Score -16960.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16568.298828 Penalty: 537.635559 Iteration 0F: 3 clusters Score -16568.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -16665.888672 Penalty: 537.635559 Iteration 1F: 3 clusters Score -16665.89 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -16708.136719 Penalty: 537.635559 Iteration 2F: 3 clusters Score -16708.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -16734.222656 Penalty: 537.635559 Iteration 3Q: 3 clusters Score -16734.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -16751.308594 Penalty: 537.635559 Iteration 4F: 3 clusters Score -16751.31 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -16761.232422 Penalty: 537.635559 Iteration 5Q: 3 clusters Score -16761.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -16764.167969 Penalty: 537.635559 Iteration 6Q: 3 clusters Score -16764.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -16765.712891 Penalty: 537.635559 Iteration 7Q: 3 clusters Score -16765.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16768.917969 Penalty: 537.635559 Iteration 8Q: 3 clusters Score -16768.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16769.253906 Penalty: 537.635559 Iteration 9Q: 3 clusters Score -16769.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16769.253906 Penalty: 537.635559 Iteration 10F: 3 clusters Score -16769.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Entering Unmasked Estep Score: -10110.412109 Penalty: 244.994537 Iteration 0F: 2 clusters Score -10110.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9808.739258 Penalty: 489.989075 Iteration 0F: 3 clusters Score -9808.739 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9867.649414 Penalty: 489.989075 Iteration 1F: 3 clusters Score -9867.649 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9890.798828 Penalty: 489.989075 Iteration 2F: 3 clusters Score -9890.799 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -9893.762695 Penalty: 489.989075 Iteration 3Q: 3 clusters Score -9893.763 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9898.940430 Penalty: 489.989075 Iteration 4Q: 3 clusters Score -9898.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9905.584961 Penalty: 489.989075 Iteration 5Q: 3 clusters Score -9905.585 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -9905.584961 Penalty: 489.989075 Iteration 6F: 3 clusters Score -9905.585 nChanged 0 --- Evaluating fit on full set of 1517107 points --- Entering Unmasked Estep Score: -72726720.000000 Penalty: 16836.830078 23->27 Clusters: Score -72726720.000000, best is -72845912.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 505702 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21921 members Mstep: Class 2 contains 21826 members Mstep: Class 3 contains 21803 members Mstep: Class 4 contains 21952 members Mstep: Class 5 contains 22085 members Mstep: Class 6 contains 22076 members Mstep: Class 7 contains 21939 members Mstep: Class 8 contains 21951 members Mstep: Class 9 contains 22063 members Mstep: Class 10 contains 22057 members Mstep: Class 11 contains 22164 members Mstep: Class 12 contains 22001 members Mstep: Class 13 contains 21974 members Mstep: Class 14 contains 22246 members Mstep: Class 15 contains 21986 members Mstep: Class 16 contains 21878 members Mstep: Class 17 contains 21942 members Mstep: Class 18 contains 21918 members Mstep: Class 19 contains 21832 members Mstep: Class 20 contains 21973 members Mstep: Class 21 contains 21957 members Mstep: Class 22 contains 22019 members Mstep: Class 23 contains 22139 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 1.903011 but Gain 597.583984 Score: -19715748.000000 Penalty: 13146.836914 Iteration 0F: 23 clusters Score -1.971575e+07 nChanged 483644 Entering Unmasked Mstep Mstep: Class 0 contains 2888 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 15466 members Mstep: Class 3 contains 1986 members Mstep: Class 4 contains 197083 members Mstep: Class 5 contains 7439 members Mstep: Class 6 contains 12497 members Mstep: Class 7 contains 38481 members Mstep: Class 8 contains 3923 members Mstep: Class 9 contains 1794 members Mstep: Class 10 contains 12101 members Mstep: Class 11 contains 10036 members Mstep: Class 12 contains 2288 members Mstep: Class 13 contains 83801 members Mstep: Class 14 contains 19512 members Mstep: Class 15 contains 2148 members Mstep: Class 16 contains 2450 members Mstep: Class 17 contains 1896 members Mstep: Class 18 contains 10579 members Mstep: Class 19 contains 4467 members Mstep: Class 20 contains 39607 members Mstep: Class 21 contains 25284 members Mstep: Class 22 contains 2392 members Entering Unmasked Estep ConsiderDeletion Score: -23476366.000000 Penalty: 13146.836914 Iteration 1F: 23 clusters Score -2.347637e+07 nChanged 175425 Entering Unmasked Mstep Mstep: Class 0 contains 2295 members Mstep: Class 1 contains 30352 members Mstep: Class 2 contains 24221 members Mstep: Class 3 contains 1100 members Mstep: Class 4 contains 247603 members Mstep: Class 5 contains 1141 members Mstep: Class 6 contains 5630 members Mstep: Class 7 contains 27636 members Mstep: Class 8 contains 886 members Mstep: Class 9 contains 888 members Mstep: Class 10 contains 2602 members Mstep: Class 11 contains 2787 members Mstep: Class 12 contains 1266 members Mstep: Class 13 contains 87503 members Mstep: Class 14 contains 4712 members Mstep: Class 15 contains 1697 members Mstep: Class 16 contains 1448 members Mstep: Class 17 contains 3062 members Mstep: Class 18 contains 11564 members Mstep: Class 19 contains 5214 members Mstep: Class 20 contains 28254 members Mstep: Class 21 contains 13443 members Mstep: Class 22 contains 398 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 266.422455 but Gain 597.583008 Score: -23797432.000000 Penalty: 12549.253906 Iteration 2F: 22 clusters Score -2.379743e+07 nChanged 96228 Entering Unmasked Mstep Mstep: Class 0 contains 2034 members Mstep: Class 1 contains 46958 members Mstep: Class 2 contains 32984 members Mstep: Class 3 contains 455 members Mstep: Class 4 contains 250375 members Mstep: Class 5 contains 459 members Mstep: Class 6 contains 2457 members Mstep: Class 7 contains 26279 members Mstep: Class 9 contains 831 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 1477 members Mstep: Class 12 contains 1766 members Mstep: Class 13 contains 89854 members Mstep: Class 14 contains 1043 members Mstep: Class 15 contains 967 members Mstep: Class 16 contains 885 members Mstep: Class 17 contains 2493 members Mstep: Class 18 contains 10732 members Mstep: Class 19 contains 6420 members Mstep: Class 20 contains 18911 members Mstep: Class 21 contains 6360 members Mstep: Class 22 contains 366 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 392.355286 but Gain 597.583984 Score: -23942020.000000 Penalty: 11951.669922 Iteration 3F: 21 clusters Score -2.394202e+07 nChanged 66685 Entering Unmasked Mstep Mstep: Class 0 contains 1565 members Mstep: Class 1 contains 53041 members Mstep: Class 2 contains 35945 members Mstep: Class 4 contains 230934 members Mstep: Class 5 contains 579 members Mstep: Class 6 contains 1300 members Mstep: Class 7 contains 30715 members Mstep: Class 9 contains 1263 members Mstep: Class 10 contains 1768 members Mstep: Class 11 contains 859 members Mstep: Class 12 contains 3121 members Mstep: Class 13 contains 107309 members Mstep: Class 14 contains 317 members Mstep: Class 15 contains 506 members Mstep: Class 16 contains 999 members Mstep: Class 17 contains 1099 members Mstep: Class 18 contains 8710 members Mstep: Class 19 contains 7574 members Mstep: Class 20 contains 15096 members Mstep: Class 21 contains 2617 members Mstep: Class 22 contains 385 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 471.114929 but Gain 597.583008 Score: -24026796.000000 Penalty: 11354.086914 Iteration 4F: 20 clusters Score -2.40268e+07 nChanged 54409 Entering Unmasked Mstep Mstep: Class 0 contains 1387 members Mstep: Class 1 contains 53596 members Mstep: Class 2 contains 35959 members Mstep: Class 4 contains 205989 members Mstep: Class 5 contains 1041 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 35961 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 2045 members Mstep: Class 11 contains 667 members Mstep: Class 12 contains 3830 members Mstep: Class 13 contains 131031 members Mstep: Class 14 contains 182 members Mstep: Class 16 contains 1435 members Mstep: Class 17 contains 402 members Mstep: Class 18 contains 6387 members Mstep: Class 19 contains 8317 members Mstep: Class 20 contains 13882 members Mstep: Class 21 contains 937 members Mstep: Class 22 contains 403 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 395.883240 but Gain 597.583984 Score: -24082524.000000 Penalty: 10756.502930 Iteration 5F: 19 clusters Score -2.408252e+07 nChanged 44289 Entering Unmasked Mstep Mstep: Class 0 contains 1135 members Mstep: Class 1 contains 52277 members Mstep: Class 2 contains 35517 members Mstep: Class 4 contains 182794 members Mstep: Class 5 contains 1686 members Mstep: Class 6 contains 626 members Mstep: Class 7 contains 40123 members Mstep: Class 9 contains 1533 members Mstep: Class 10 contains 2035 members Mstep: Class 11 contains 692 members Mstep: Class 12 contains 3921 members Mstep: Class 13 contains 154237 members Mstep: Class 14 contains 178 members Mstep: Class 16 contains 1842 members Mstep: Class 17 contains 398 members Mstep: Class 18 contains 4461 members Mstep: Class 19 contains 8728 members Mstep: Class 20 contains 13103 members Mstep: Class 22 contains 416 members Entering Unmasked Estep ConsiderDeletion Score: -24123238.000000 Penalty: 10756.502930 Iteration 6F: 19 clusters Score -2.412324e+07 nChanged 36926 Entering Unmasked Mstep Mstep: Class 0 contains 970 members Mstep: Class 1 contains 50787 members Mstep: Class 2 contains 34983 members Mstep: Class 4 contains 161410 members Mstep: Class 5 contains 2271 members Mstep: Class 6 contains 491 members Mstep: Class 7 contains 43477 members Mstep: Class 9 contains 1542 members Mstep: Class 10 contains 2005 members Mstep: Class 11 contains 789 members Mstep: Class 12 contains 3928 members Mstep: Class 13 contains 175370 members Mstep: Class 14 contains 195 members Mstep: Class 16 contains 2158 members Mstep: Class 17 contains 520 members Mstep: Class 18 contains 3134 members Mstep: Class 19 contains 9047 members Mstep: Class 20 contains 12202 members Mstep: Class 22 contains 423 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 584.082275 but Gain 597.583008 Score: -24167338.000000 Penalty: 10158.919922 Iteration 7F: 18 clusters Score -2.416734e+07 nChanged 32797 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 49450 members Mstep: Class 2 contains 34803 members Mstep: Class 4 contains 142615 members Mstep: Class 5 contains 2772 members Mstep: Class 7 contains 45837 members Mstep: Class 9 contains 1549 members Mstep: Class 10 contains 1950 members Mstep: Class 11 contains 1027 members Mstep: Class 12 contains 3929 members Mstep: Class 13 contains 194344 members Mstep: Class 14 contains 209 members Mstep: Class 16 contains 2383 members Mstep: Class 17 contains 1241 members Mstep: Class 18 contains 2265 members Mstep: Class 19 contains 9314 members Mstep: Class 20 contains 11362 members Mstep: Class 22 contains 434 members Entering Unmasked Estep ConsiderDeletion Score: -24200960.000000 Penalty: 10158.919922 Iteration 8F: 18 clusters Score -2.420096e+07 nChanged 25623 Entering Unmasked Mstep Mstep: Class 0 contains 185 members Mstep: Class 1 contains 48016 members Mstep: Class 2 contains 35064 members Mstep: Class 4 contains 128895 members Mstep: Class 5 contains 3171 members Mstep: Class 7 contains 46643 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1876 members Mstep: Class 11 contains 1317 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 208764 members Mstep: Class 14 contains 238 members Mstep: Class 16 contains 2519 members Mstep: Class 17 contains 1235 members Mstep: Class 18 contains 1712 members Mstep: Class 19 contains 9464 members Mstep: Class 20 contains 10679 members Mstep: Class 22 contains 442 members Entering Unmasked Estep ConsiderDeletion Score: -24217728.000000 Penalty: 10158.919922 Iteration 9F: 18 clusters Score -2.421773e+07 nChanged 18799 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 46788 members Mstep: Class 2 contains 35612 members Mstep: Class 4 contains 121734 members Mstep: Class 5 contains 3500 members Mstep: Class 7 contains 46129 members Mstep: Class 9 contains 1553 members Mstep: Class 10 contains 1814 members Mstep: Class 11 contains 1637 members Mstep: Class 12 contains 3930 members Mstep: Class 13 contains 217137 members Mstep: Class 14 contains 260 members Mstep: Class 16 contains 2641 members Mstep: Class 17 contains 1223 members Mstep: Class 18 contains 1377 members Mstep: Class 19 contains 9553 members Mstep: Class 20 contains 10194 members Mstep: Class 22 contains 446 members Entering Unmasked Estep ConsiderDeletion Score: -24227098.000000 Penalty: 10158.919922 Iteration 10Q: 18 clusters Score -2.42271e+07 nChanged 14160 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 45899 members Mstep: Class 2 contains 36146 members Mstep: Class 4 contains 118592 members Mstep: Class 5 contains 3774 members Mstep: Class 7 contains 44808 members Mstep: Class 9 contains 1553 members Mstep: Class 10 contains 1747 members Mstep: Class 11 contains 1906 members Mstep: Class 12 contains 3932 members Mstep: Class 13 contains 221843 members Mstep: Class 14 contains 270 members Mstep: Class 16 contains 2729 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 1164 members Mstep: Class 19 contains 9547 members Mstep: Class 20 contains 9955 members Mstep: Class 22 contains 446 members Entering Unmasked Estep ConsiderDeletion Score: -24232520.000000 Penalty: 10158.919922 Iteration 11Q: 18 clusters Score -2.423252e+07 nChanged 11268 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 45214 members Mstep: Class 2 contains 36516 members Mstep: Class 4 contains 116969 members Mstep: Class 5 contains 4060 members Mstep: Class 7 contains 43204 members Mstep: Class 9 contains 1552 members Mstep: Class 10 contains 1700 members Mstep: Class 11 contains 2077 members Mstep: Class 12 contains 3932 members Mstep: Class 13 contains 225074 members Mstep: Class 14 contains 271 members Mstep: Class 16 contains 2826 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 9481 members Mstep: Class 20 contains 9953 members Mstep: Class 22 contains 451 members Entering Unmasked Estep ConsiderDeletion Score: -24235854.000000 Penalty: 10158.919922 Iteration 12Q: 18 clusters Score -2.423585e+07 nChanged 9176 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 44652 members Mstep: Class 2 contains 36763 members Mstep: Class 4 contains 116268 members Mstep: Class 5 contains 4321 members Mstep: Class 7 contains 41551 members Mstep: Class 9 contains 1552 members Mstep: Class 10 contains 1666 members Mstep: Class 11 contains 2165 members Mstep: Class 12 contains 3932 members Mstep: Class 13 contains 227487 members Mstep: Class 14 contains 271 members Mstep: Class 16 contains 2923 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 921 members Mstep: Class 19 contains 9388 members Mstep: Class 20 contains 10003 members Mstep: Class 22 contains 449 members Entering Unmasked Estep ConsiderDeletion Score: -24238466.000000 Penalty: 10158.919922 Iteration 13Q: 18 clusters Score -2.423847e+07 nChanged 7809 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 44144 members Mstep: Class 2 contains 36966 members Mstep: Class 4 contains 116130 members Mstep: Class 5 contains 4557 members Mstep: Class 7 contains 39958 members Mstep: Class 9 contains 1552 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 2225 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 229276 members Mstep: Class 14 contains 271 members Mstep: Class 16 contains 3019 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 842 members Mstep: Class 19 contains 9258 members Mstep: Class 20 contains 10103 members Mstep: Class 22 contains 444 members Entering Unmasked Estep ConsiderDeletion Score: -24240264.000000 Penalty: 10158.919922 Iteration 14Q: 18 clusters Score -2.424026e+07 nChanged 6769 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 43624 members Mstep: Class 2 contains 37112 members Mstep: Class 4 contains 116363 members Mstep: Class 5 contains 4842 members Mstep: Class 7 contains 38459 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1600 members Mstep: Class 11 contains 2252 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 230649 members Mstep: Class 14 contains 269 members Mstep: Class 16 contains 3136 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 785 members Mstep: Class 19 contains 9100 members Mstep: Class 20 contains 10196 members Mstep: Class 22 contains 444 members Entering Unmasked Estep ConsiderDeletion Score: -24241812.000000 Penalty: 10158.919922 Iteration 15Q: 18 clusters Score -2.424181e+07 nChanged 5743 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 43125 members Mstep: Class 2 contains 37216 members Mstep: Class 4 contains 116770 members Mstep: Class 5 contains 5056 members Mstep: Class 7 contains 37060 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1556 members Mstep: Class 11 contains 2267 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 231802 members Mstep: Class 14 contains 269 members Mstep: Class 16 contains 3248 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 737 members Mstep: Class 19 contains 8959 members Mstep: Class 20 contains 10321 members Mstep: Class 22 contains 445 members Entering Unmasked Estep ConsiderDeletion Score: -24242892.000000 Penalty: 10158.919922 Iteration 16Q: 18 clusters Score -2.424289e+07 nChanged 4950 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 42612 members Mstep: Class 2 contains 37300 members Mstep: Class 4 contains 117406 members Mstep: Class 5 contains 5248 members Mstep: Class 7 contains 35726 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1528 members Mstep: Class 11 contains 2265 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 232695 members Mstep: Class 14 contains 269 members Mstep: Class 16 contains 3363 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 697 members Mstep: Class 19 contains 8834 members Mstep: Class 20 contains 10445 members Mstep: Class 22 contains 443 members Entering Unmasked Estep ConsiderDeletion Score: -24243998.000000 Penalty: 10158.919922 Iteration 17Q: 18 clusters Score -2.4244e+07 nChanged 4301 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 42110 members Mstep: Class 2 contains 37373 members Mstep: Class 4 contains 118169 members Mstep: Class 5 contains 5402 members Mstep: Class 7 contains 34529 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1509 members Mstep: Class 11 contains 2248 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233387 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 3477 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 671 members Mstep: Class 19 contains 8711 members Mstep: Class 20 contains 10536 members Mstep: Class 22 contains 441 members Entering Unmasked Estep ConsiderDeletion Score: -24244844.000000 Penalty: 10158.919922 Iteration 18Q: 18 clusters Score -2.424484e+07 nChanged 3800 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 41650 members Mstep: Class 2 contains 37445 members Mstep: Class 4 contains 119028 members Mstep: Class 5 contains 5523 members Mstep: Class 7 contains 33411 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1493 members Mstep: Class 11 contains 2233 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233924 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 3599 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 8578 members Mstep: Class 20 contains 10590 members Mstep: Class 22 contains 438 members Entering Unmasked Estep ConsiderDeletion Score: -24245568.000000 Penalty: 10158.919922 Iteration 19Q: 18 clusters Score -2.424557e+07 nChanged 3467 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 41206 members Mstep: Class 2 contains 37497 members Mstep: Class 4 contains 120000 members Mstep: Class 5 contains 5616 members Mstep: Class 7 contains 32355 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 2219 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234328 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 3756 members Mstep: Class 17 contains 1217 members Mstep: Class 18 contains 626 members Mstep: Class 19 contains 8444 members Mstep: Class 20 contains 10602 members Mstep: Class 22 contains 438 members Entering Unmasked Estep ConsiderDeletion Score: -24246160.000000 Penalty: 10158.919922 Iteration 20F: 18 clusters Score -2.424616e+07 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 40810 members Mstep: Class 2 contains 37530 members Mstep: Class 4 contains 121017 members Mstep: Class 5 contains 5694 members Mstep: Class 7 contains 31316 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1456 members Mstep: Class 11 contains 2207 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234601 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 3941 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 8314 members Mstep: Class 20 contains 10630 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24246732.000000 Penalty: 10158.919922 Iteration 21Q: 18 clusters Score -2.424673e+07 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 40413 members Mstep: Class 2 contains 37560 members Mstep: Class 4 contains 122058 members Mstep: Class 5 contains 5748 members Mstep: Class 7 contains 30295 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1437 members Mstep: Class 11 contains 2198 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234809 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 4159 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 596 members Mstep: Class 19 contains 8175 members Mstep: Class 20 contains 10676 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24247266.000000 Penalty: 10158.919922 Iteration 22Q: 18 clusters Score -2.424727e+07 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 40071 members Mstep: Class 2 contains 37569 members Mstep: Class 4 contains 123048 members Mstep: Class 5 contains 5797 members Mstep: Class 7 contains 29343 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1418 members Mstep: Class 11 contains 2195 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234925 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 4392 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 593 members Mstep: Class 19 contains 8037 members Mstep: Class 20 contains 10736 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24247744.000000 Penalty: 10158.919922 Iteration 23Q: 18 clusters Score -2.424774e+07 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 39750 members Mstep: Class 2 contains 37560 members Mstep: Class 4 contains 123966 members Mstep: Class 5 contains 5832 members Mstep: Class 7 contains 28502 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1403 members Mstep: Class 11 contains 2190 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 235017 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 4640 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 596 members Mstep: Class 19 contains 7918 members Mstep: Class 20 contains 10750 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24248294.000000 Penalty: 10158.919922 Iteration 24Q: 18 clusters Score -2.424829e+07 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 39471 members Mstep: Class 2 contains 37548 members Mstep: Class 4 contains 124885 members Mstep: Class 5 contains 5857 members Mstep: Class 7 contains 27674 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1388 members Mstep: Class 11 contains 2182 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 235051 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 4901 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 597 members Mstep: Class 19 contains 7824 members Mstep: Class 20 contains 10746 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24248774.000000 Penalty: 10158.919922 Iteration 25Q: 18 clusters Score -2.424877e+07 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 39199 members Mstep: Class 2 contains 37524 members Mstep: Class 4 contains 125838 members Mstep: Class 5 contains 5868 members Mstep: Class 7 contains 26826 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1374 members Mstep: Class 11 contains 2175 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 235047 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 5180 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 601 members Mstep: Class 19 contains 7724 members Mstep: Class 20 contains 10768 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24249108.000000 Penalty: 10158.919922 Iteration 26Q: 18 clusters Score -2.424911e+07 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 38914 members Mstep: Class 2 contains 37497 members Mstep: Class 4 contains 126814 members Mstep: Class 5 contains 5886 members Mstep: Class 7 contains 25960 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1364 members Mstep: Class 11 contains 2167 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 235022 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 5465 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 589 members Mstep: Class 19 contains 7626 members Mstep: Class 20 contains 10820 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24249644.000000 Penalty: 10158.919922 Iteration 27Q: 18 clusters Score -2.424964e+07 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 38660 members Mstep: Class 2 contains 37451 members Mstep: Class 4 contains 127756 members Mstep: Class 5 contains 5895 members Mstep: Class 7 contains 25107 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1352 members Mstep: Class 11 contains 2160 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234996 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 5773 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 580 members Mstep: Class 19 contains 7517 members Mstep: Class 20 contains 10877 members Mstep: Class 22 contains 437 members Entering Unmasked Estep ConsiderDeletion Score: -24249986.000000 Penalty: 10158.919922 Iteration 28Q: 18 clusters Score -2.424999e+07 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 38438 members Mstep: Class 2 contains 37405 members Mstep: Class 4 contains 128659 members Mstep: Class 5 contains 5903 members Mstep: Class 7 contains 24343 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1338 members Mstep: Class 11 contains 2153 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234923 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 6103 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 565 members Mstep: Class 19 contains 7409 members Mstep: Class 20 contains 10883 members Mstep: Class 22 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -24250380.000000 Penalty: 10158.919922 Iteration 29Q: 18 clusters Score -2.425038e+07 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 38161 members Mstep: Class 2 contains 37351 members Mstep: Class 4 contains 129523 members Mstep: Class 5 contains 5896 members Mstep: Class 7 contains 23666 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2143 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234811 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 6471 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 556 members Mstep: Class 19 contains 7302 members Mstep: Class 20 contains 10922 members Mstep: Class 22 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -24250896.000000 Penalty: 10158.919922 Iteration 30Q: 18 clusters Score -2.42509e+07 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 37872 members Mstep: Class 2 contains 37287 members Mstep: Class 4 contains 130351 members Mstep: Class 5 contains 5893 members Mstep: Class 7 contains 23036 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1302 members Mstep: Class 11 contains 2129 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234656 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 6866 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 551 members Mstep: Class 19 contains 7214 members Mstep: Class 20 contains 10965 members Mstep: Class 22 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -24251260.000000 Penalty: 10158.919922 Iteration 31Q: 18 clusters Score -2.425126e+07 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 37603 members Mstep: Class 2 contains 37207 members Mstep: Class 4 contains 131127 members Mstep: Class 5 contains 5889 members Mstep: Class 7 contains 22451 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 2116 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234473 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 7313 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 550 members Mstep: Class 19 contains 7106 members Mstep: Class 20 contains 11002 members Mstep: Class 22 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -24251790.000000 Penalty: 10158.919922 Iteration 32Q: 18 clusters Score -2.425179e+07 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 37363 members Mstep: Class 2 contains 37101 members Mstep: Class 4 contains 131883 members Mstep: Class 5 contains 5879 members Mstep: Class 7 contains 21880 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1268 members Mstep: Class 11 contains 2108 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234274 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 7790 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 547 members Mstep: Class 19 contains 6996 members Mstep: Class 20 contains 11033 members Mstep: Class 22 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -24252154.000000 Penalty: 10158.919922 Iteration 33Q: 18 clusters Score -2.425215e+07 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 37170 members Mstep: Class 2 contains 36970 members Mstep: Class 4 contains 132574 members Mstep: Class 5 contains 5867 members Mstep: Class 7 contains 21351 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1257 members Mstep: Class 11 contains 2103 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 234108 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 8257 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 544 members Mstep: Class 19 contains 6879 members Mstep: Class 20 contains 11041 members Mstep: Class 22 contains 440 members Entering Unmasked Estep ConsiderDeletion Score: -24252610.000000 Penalty: 10158.919922 Iteration 34Q: 18 clusters Score -2.425261e+07 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36975 members Mstep: Class 2 contains 36854 members Mstep: Class 4 contains 133240 members Mstep: Class 5 contains 5863 members Mstep: Class 7 contains 20858 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1241 members Mstep: Class 11 contains 2096 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233989 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 8659 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 543 members Mstep: Class 19 contains 6760 members Mstep: Class 20 contains 11043 members Mstep: Class 22 contains 440 members Entering Unmasked Estep ConsiderDeletion Score: -24253024.000000 Penalty: 10158.919922 Iteration 35Q: 18 clusters Score -2.425302e+07 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36760 members Mstep: Class 2 contains 36734 members Mstep: Class 4 contains 133844 members Mstep: Class 5 contains 5848 members Mstep: Class 7 contains 20439 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1225 members Mstep: Class 11 contains 2092 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233891 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 9058 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 541 members Mstep: Class 19 contains 6637 members Mstep: Class 20 contains 11052 members Mstep: Class 22 contains 440 members Entering Unmasked Estep ConsiderDeletion Score: -24253340.000000 Penalty: 10158.919922 Iteration 36Q: 18 clusters Score -2.425334e+07 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36573 members Mstep: Class 2 contains 36632 members Mstep: Class 4 contains 134453 members Mstep: Class 5 contains 5829 members Mstep: Class 7 contains 20011 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1218 members Mstep: Class 11 contains 2089 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233852 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 9375 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 537 members Mstep: Class 19 contains 6509 members Mstep: Class 20 contains 11043 members Mstep: Class 22 contains 440 members Entering Unmasked Estep ConsiderDeletion Score: -24253522.000000 Penalty: 10158.919922 Iteration 37Q: 18 clusters Score -2.425352e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36398 members Mstep: Class 2 contains 36540 members Mstep: Class 4 contains 134972 members Mstep: Class 5 contains 5811 members Mstep: Class 7 contains 19667 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1210 members Mstep: Class 11 contains 2086 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233837 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 9658 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 531 members Mstep: Class 19 contains 6384 members Mstep: Class 20 contains 11028 members Mstep: Class 22 contains 439 members Entering Unmasked Estep ConsiderDeletion Score: -24253814.000000 Penalty: 10158.919922 Iteration 38Q: 18 clusters Score -2.425381e+07 nChanged 1555 Entering ConstructFrom: Score: -24253814.000000 Penalty: 10158.919922 Entering ConstructFrom: Trying to split cluster 1 (36207 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36207 members Entering Unmasked Estep Score: -1731145.750000 Penalty: 477.613831 Iteration 0F: 2 clusters Score -1731146 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17937 members Mstep: Class 2 contains 18270 members Entering Unmasked Estep Score: -1706858.875000 Penalty: 955.227661 Iteration 0F: 3 clusters Score -1706859 nChanged 17556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 20292 members Entering Unmasked Estep Score: -1717208.250000 Penalty: 955.227661 Iteration 1F: 3 clusters Score -1717208 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14584 members Mstep: Class 2 contains 21623 members Entering Unmasked Estep Score: -1717880.750000 Penalty: 955.227661 Iteration 2Q: 3 clusters Score -1717881 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 23722 members Entering Unmasked Estep Score: -1719138.750000 Penalty: 955.227661 Iteration 3F: 3 clusters Score -1719139 nChanged 2990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 26700 members Entering Unmasked Estep Score: -1721452.375000 Penalty: 955.227661 Iteration 4F: 3 clusters Score -1721452 nChanged 3613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 30313 members Entering Unmasked Estep Score: -1724832.500000 Penalty: 955.227661 Iteration 5F: 3 clusters Score -1724832 nChanged 3129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 33442 members Entering Unmasked Estep Score: -1727998.125000 Penalty: 955.227661 Iteration 6F: 3 clusters Score -1727998 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 35252 members Entering Unmasked Estep Score: -1729805.375000 Penalty: 955.227661 Iteration 7Q: 3 clusters Score -1729805 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 35921 members Entering Unmasked Estep Score: -1730435.750000 Penalty: 955.227661 Iteration 8Q: 3 clusters Score -1730436 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 36103 members Entering Unmasked Estep Score: -1730626.125000 Penalty: 955.227661 Iteration 9Q: 3 clusters Score -1730626 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 36148 members Entering Unmasked Estep Score: -1730686.625000 Penalty: 955.227661 Iteration 10Q: 3 clusters Score -1730687 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 36159 members Entering Unmasked Estep Score: -1730700.875000 Penalty: 955.227661 Iteration 11Q: 3 clusters Score -1730701 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 36162 members Entering Unmasked Estep Score: -1730706.125000 Penalty: 955.227661 Iteration 12Q: 3 clusters Score -1730706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 36163 members Entering Unmasked Estep Score: -1730708.625000 Penalty: 955.227661 Iteration 13Q: 3 clusters Score -1730709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 36164 members Entering Unmasked Estep Score: -1730711.500000 Penalty: 955.227661 Iteration 14Q: 3 clusters Score -1730712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 36165 members Entering Unmasked Estep Score: -1730713.000000 Penalty: 955.227661 Iteration 15Q: 3 clusters Score -1730713 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 36165 members Entering Unmasked Estep Score: -1730713.000000 Penalty: 955.227661 Iteration 16F: 3 clusters Score -1730713 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (36462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36462 members Entering Unmasked Estep Score: -1696142.000000 Penalty: 477.933167 Iteration 0F: 2 clusters Score -1696142 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18278 members Mstep: Class 2 contains 18184 members Entering Unmasked Estep Score: -1671817.875000 Penalty: 955.866333 Iteration 0F: 3 clusters Score -1671818 nChanged 17515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21511 members Mstep: Class 2 contains 14951 members Entering Unmasked Estep Score: -1685656.875000 Penalty: 955.866333 Iteration 1F: 3 clusters Score -1685657 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23998 members Mstep: Class 2 contains 12464 members Entering Unmasked Estep Score: -1689738.500000 Penalty: 955.866333 Iteration 2F: 3 clusters Score -1689738 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26668 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -1693011.750000 Penalty: 955.866333 Iteration 3F: 3 clusters Score -1693012 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28984 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -1695236.875000 Penalty: 955.866333 Iteration 4F: 3 clusters Score -1695237 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30605 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -1696518.625000 Penalty: 955.866333 Iteration 5Q: 3 clusters Score -1696519 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31780 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1697443.625000 Penalty: 955.866333 Iteration 6Q: 3 clusters Score -1697444 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32601 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -1698138.500000 Penalty: 955.866333 Iteration 7Q: 3 clusters Score -1698138 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33202 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1698552.250000 Penalty: 955.866333 Iteration 8Q: 3 clusters Score -1698552 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33602 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1698713.500000 Penalty: 955.866333 Iteration 9Q: 3 clusters Score -1698714 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33861 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1698801.875000 Penalty: 955.866333 Iteration 10Q: 3 clusters Score -1698802 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34052 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -1698839.625000 Penalty: 955.866333 Iteration 11Q: 3 clusters Score -1698840 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34195 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1698870.250000 Penalty: 955.866333 Iteration 12Q: 3 clusters Score -1698870 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34304 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1698889.625000 Penalty: 955.866333 Iteration 13Q: 3 clusters Score -1698890 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34368 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1698895.250000 Penalty: 955.866333 Iteration 14Q: 3 clusters Score -1698895 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34421 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1698899.000000 Penalty: 955.866333 Iteration 15Q: 3 clusters Score -1698899 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34468 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -1698902.625000 Penalty: 955.866333 Iteration 16Q: 3 clusters Score -1698903 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34508 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1698913.500000 Penalty: 955.866333 Iteration 17Q: 3 clusters Score -1698914 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34531 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -1698907.750000 Penalty: 955.866333 Iteration 18Q: 3 clusters Score -1698908 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34551 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -1698908.500000 Penalty: 955.866333 Iteration 19Q: 3 clusters Score -1698908 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34563 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -1698911.375000 Penalty: 955.866333 Iteration 20F: 3 clusters Score -1698911 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34570 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1698913.125000 Penalty: 955.866333 Iteration 21Q: 3 clusters Score -1698913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34576 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -1698917.750000 Penalty: 955.866333 Iteration 22Q: 3 clusters Score -1698918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34578 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -1698916.250000 Penalty: 955.866333 Iteration 23Q: 3 clusters Score -1698916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34581 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1698917.250000 Penalty: 955.866333 Iteration 24Q: 3 clusters Score -1698917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34582 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1698917.000000 Penalty: 955.866333 Iteration 25Q: 3 clusters Score -1698917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34583 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -1698916.625000 Penalty: 955.866333 Iteration 26Q: 3 clusters Score -1698917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34583 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -1698916.625000 Penalty: 955.866333 Iteration 27F: 3 clusters Score -1698917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36207 members Mstep: Class 2 contains 34583 members Mstep: Class 3 contains 1879 members Mstep: Class 4 contains 135446 members Mstep: Class 5 contains 5803 members Mstep: Class 7 contains 19381 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233812 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 9914 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 6282 members Mstep: Class 20 contains 11013 members Mstep: Class 22 contains 438 members Entering Unmasked Estep Score: -24256506.000000 Penalty: 10756.502930 Splitting cluster 2 changes total score from -24253814.000000 to -24256506.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 4 (135446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135446 members Entering Unmasked Estep Score: -6874417.500000 Penalty: 537.642944 Iteration 0F: 2 clusters Score -6874418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68066 members Mstep: Class 2 contains 67380 members Entering Unmasked Estep Score: -6786829.000000 Penalty: 1075.285889 Iteration 0F: 3 clusters Score -6786829 nChanged 66485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82527 members Mstep: Class 2 contains 52919 members Entering Unmasked Estep Score: -6831116.500000 Penalty: 1075.285889 Iteration 1F: 3 clusters Score -6831116 nChanged 9458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91427 members Mstep: Class 2 contains 44019 members Entering Unmasked Estep Score: -6837204.000000 Penalty: 1075.285889 Iteration 2F: 3 clusters Score -6837204 nChanged 11643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102866 members Mstep: Class 2 contains 32580 members Entering Unmasked Estep Score: -6846994.500000 Penalty: 1075.285889 Iteration 3F: 3 clusters Score -6846994 nChanged 12407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115213 members Mstep: Class 2 contains 20233 members Entering Unmasked Estep Score: -6858374.500000 Penalty: 1075.285889 Iteration 4F: 3 clusters Score -6858374 nChanged 9396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124579 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -6866868.000000 Penalty: 1075.285889 Iteration 5F: 3 clusters Score -6866868 nChanged 4999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129556 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -6871089.000000 Penalty: 1075.285889 Iteration 6Q: 3 clusters Score -6871089 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131708 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -6873031.500000 Penalty: 1075.285889 Iteration 7Q: 3 clusters Score -6873032 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132536 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -6873745.500000 Penalty: 1075.285889 Iteration 8Q: 3 clusters Score -6873746 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133005 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -6874036.000000 Penalty: 1075.285889 Iteration 9Q: 3 clusters Score -6874036 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133316 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -6874122.500000 Penalty: 1075.285889 Iteration 10Q: 3 clusters Score -6874122 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133563 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -6874230.500000 Penalty: 1075.285889 Iteration 11Q: 3 clusters Score -6874230 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133733 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -6874292.000000 Penalty: 1075.285889 Iteration 12Q: 3 clusters Score -6874292 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133841 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -6874306.500000 Penalty: 1075.285889 Iteration 13Q: 3 clusters Score -6874306 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133909 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -6874315.500000 Penalty: 1075.285889 Iteration 14Q: 3 clusters Score -6874316 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133965 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -6874329.000000 Penalty: 1075.285889 Iteration 15Q: 3 clusters Score -6874329 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134021 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -6874338.500000 Penalty: 1075.285889 Iteration 16Q: 3 clusters Score -6874338 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134067 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -6874353.000000 Penalty: 1075.285889 Iteration 17Q: 3 clusters Score -6874353 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134104 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -6874362.500000 Penalty: 1075.285889 Iteration 18Q: 3 clusters Score -6874362 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134141 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -6874355.000000 Penalty: 1075.285889 Iteration 19Q: 3 clusters Score -6874355 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134165 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -6874353.500000 Penalty: 1075.285889 Iteration 20F: 3 clusters Score -6874354 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134187 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -6874355.500000 Penalty: 1075.285889 Iteration 21Q: 3 clusters Score -6874356 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134205 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6874358.500000 Penalty: 1075.285889 Iteration 22Q: 3 clusters Score -6874358 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134223 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -6874358.500000 Penalty: 1075.285889 Iteration 23Q: 3 clusters Score -6874358 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134238 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -6874354.000000 Penalty: 1075.285889 Iteration 24Q: 3 clusters Score -6874354 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134251 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -6874345.000000 Penalty: 1075.285889 Iteration 25Q: 3 clusters Score -6874345 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134264 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -6874341.500000 Penalty: 1075.285889 Iteration 26Q: 3 clusters Score -6874342 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134280 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -6874336.000000 Penalty: 1075.285889 Iteration 27Q: 3 clusters Score -6874336 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134291 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -6874325.500000 Penalty: 1075.285889 Iteration 28Q: 3 clusters Score -6874326 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134305 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -6874323.500000 Penalty: 1075.285889 Iteration 29Q: 3 clusters Score -6874324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134314 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -6874315.000000 Penalty: 1075.285889 Iteration 30Q: 3 clusters Score -6874315 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134321 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -6874318.000000 Penalty: 1075.285889 Iteration 31Q: 3 clusters Score -6874318 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134323 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -6874322.500000 Penalty: 1075.285889 Iteration 32Q: 3 clusters Score -6874322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134329 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -6874315.500000 Penalty: 1075.285889 Iteration 33Q: 3 clusters Score -6874316 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134330 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -6874318.500000 Penalty: 1075.285889 Iteration 34Q: 3 clusters Score -6874318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134335 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -6874312.500000 Penalty: 1075.285889 Iteration 35Q: 3 clusters Score -6874312 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134341 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -6874314.500000 Penalty: 1075.285889 Iteration 36Q: 3 clusters Score -6874314 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134349 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -6874319.500000 Penalty: 1075.285889 Iteration 37Q: 3 clusters Score -6874320 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134356 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -6874319.500000 Penalty: 1075.285889 Iteration 38Q: 3 clusters Score -6874320 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134364 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -6874323.500000 Penalty: 1075.285889 Iteration 39Q: 3 clusters Score -6874324 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134372 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -6874322.000000 Penalty: 1075.285889 Iteration 40F: 3 clusters Score -6874322 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134375 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -6874316.000000 Penalty: 1075.285889 Iteration 41Q: 3 clusters Score -6874316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134379 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -6874315.500000 Penalty: 1075.285889 Iteration 42Q: 3 clusters Score -6874316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134383 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -6874311.500000 Penalty: 1075.285889 Iteration 43Q: 3 clusters Score -6874312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134387 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -6874310.500000 Penalty: 1075.285889 Iteration 44Q: 3 clusters Score -6874310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134391 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -6874314.000000 Penalty: 1075.285889 Iteration 45Q: 3 clusters Score -6874314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134393 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -6874315.500000 Penalty: 1075.285889 Iteration 46Q: 3 clusters Score -6874316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134399 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -6874313.500000 Penalty: 1075.285889 Iteration 47Q: 3 clusters Score -6874314 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134404 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -6874313.500000 Penalty: 1075.285889 Iteration 48Q: 3 clusters Score -6874314 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134407 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -6874315.000000 Penalty: 1075.285889 Iteration 49Q: 3 clusters Score -6874315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134409 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -6874313.000000 Penalty: 1075.285889 Iteration 50Q: 3 clusters Score -6874313 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134408 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -6874313.500000 Penalty: 1075.285889 Iteration 51Q: 3 clusters Score -6874314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134409 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -6874314.000000 Penalty: 1075.285889 Iteration 52Q: 3 clusters Score -6874314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134411 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -6874315.000000 Penalty: 1075.285889 Iteration 53Q: 3 clusters Score -6874315 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134413 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -6874314.500000 Penalty: 1075.285889 Iteration 54Q: 3 clusters Score -6874314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134412 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -6874309.000000 Penalty: 1075.285889 Iteration 55Q: 3 clusters Score -6874309 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134413 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -6874313.000000 Penalty: 1075.285889 Iteration 56Q: 3 clusters Score -6874313 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134417 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -6874312.000000 Penalty: 1075.285889 Iteration 57Q: 3 clusters Score -6874312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134421 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -6874311.500000 Penalty: 1075.285889 Iteration 58Q: 3 clusters Score -6874312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134431 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -6874313.500000 Penalty: 1075.285889 Iteration 59Q: 3 clusters Score -6874314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134435 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -6874318.000000 Penalty: 1075.285889 Iteration 60F: 3 clusters Score -6874318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134437 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -6874309.000000 Penalty: 1075.285889 Iteration 61Q: 3 clusters Score -6874309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134437 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -6874309.000000 Penalty: 1075.285889 Iteration 62F: 3 clusters Score -6874309 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Entering Unmasked Estep Score: -259964.750000 Penalty: 394.308929 Iteration 0F: 2 clusters Score -259964.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -256062.484375 Penalty: 788.617859 Iteration 0F: 3 clusters Score -256062.5 nChanged 2621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -257739.578125 Penalty: 788.617859 Iteration 1F: 3 clusters Score -257739.6 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -258256.093750 Penalty: 788.617859 Iteration 2F: 3 clusters Score -258256.1 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -258866.953125 Penalty: 788.617859 Iteration 3F: 3 clusters Score -258867 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -259307.921875 Penalty: 788.617859 Iteration 4F: 3 clusters Score -259307.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -259529.671875 Penalty: 788.617859 Iteration 5F: 3 clusters Score -259529.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -259615.734375 Penalty: 788.617859 Iteration 6Q: 3 clusters Score -259615.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -259667.203125 Penalty: 788.617859 Iteration 7Q: 3 clusters Score -259667.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -259701.796875 Penalty: 788.617859 Iteration 8Q: 3 clusters Score -259701.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -259728.250000 Penalty: 788.617859 Iteration 9Q: 3 clusters Score -259728.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -259748.687500 Penalty: 788.617859 Iteration 10Q: 3 clusters Score -259748.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -259771.687500 Penalty: 788.617859 Iteration 11Q: 3 clusters Score -259771.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -259795.890625 Penalty: 788.617859 Iteration 12Q: 3 clusters Score -259795.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -259813.109375 Penalty: 788.617859 Iteration 13Q: 3 clusters Score -259813.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -259836.578125 Penalty: 788.617859 Iteration 14Q: 3 clusters Score -259836.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -259899.218750 Penalty: 788.617859 Iteration 15Q: 3 clusters Score -259899.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -259956.453125 Penalty: 788.617859 Iteration 16Q: 3 clusters Score -259956.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -259966.312500 Penalty: 788.617859 Iteration 17Q: 3 clusters Score -259966.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -259973.656250 Penalty: 788.617859 Iteration 18Q: 3 clusters Score -259973.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -259975.765625 Penalty: 788.617859 Iteration 19Q: 3 clusters Score -259975.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -259978.875000 Penalty: 788.617859 Iteration 20F: 3 clusters Score -259978.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -259981.406250 Penalty: 788.617859 Iteration 21Q: 3 clusters Score -259981.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -259983.187500 Penalty: 788.617859 Iteration 22Q: 3 clusters Score -259983.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -259984.203125 Penalty: 788.617859 Iteration 23Q: 3 clusters Score -259984.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -259984.718750 Penalty: 788.617859 Iteration 24Q: 3 clusters Score -259984.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -259985.906250 Penalty: 788.617859 Iteration 25Q: 3 clusters Score -259985.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -259987.796875 Penalty: 788.617859 Iteration 26Q: 3 clusters Score -259987.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -259990.046875 Penalty: 788.617859 Iteration 27Q: 3 clusters Score -259990 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -259991.531250 Penalty: 788.617859 Iteration 28Q: 3 clusters Score -259991.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -259993.093750 Penalty: 788.617859 Iteration 29Q: 3 clusters Score -259993.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -259993.875000 Penalty: 788.617859 Iteration 30Q: 3 clusters Score -259993.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -259994.828125 Penalty: 788.617859 Iteration 31Q: 3 clusters Score -259994.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -259996.453125 Penalty: 788.617859 Iteration 32Q: 3 clusters Score -259996.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -259999.578125 Penalty: 788.617859 Iteration 33Q: 3 clusters Score -259999.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -260001.343750 Penalty: 788.617859 Iteration 34Q: 3 clusters Score -260001.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -260002.968750 Penalty: 788.617859 Iteration 35Q: 3 clusters Score -260003 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -260006.078125 Penalty: 788.617859 Iteration 36Q: 3 clusters Score -260006.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -260009.031250 Penalty: 788.617859 Iteration 37Q: 3 clusters Score -260009 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -260012.765625 Penalty: 788.617859 Iteration 38Q: 3 clusters Score -260012.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -260017.187500 Penalty: 788.617859 Iteration 39Q: 3 clusters Score -260017.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -260022.734375 Penalty: 788.617859 Iteration 40F: 3 clusters Score -260022.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -260027.625000 Penalty: 788.617859 Iteration 41Q: 3 clusters Score -260027.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -260031.328125 Penalty: 788.617859 Iteration 42Q: 3 clusters Score -260031.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -260035.218750 Penalty: 788.617859 Iteration 43Q: 3 clusters Score -260035.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -260043.937500 Penalty: 788.617859 Iteration 44Q: 3 clusters Score -260043.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -260049.687500 Penalty: 788.617859 Iteration 45Q: 3 clusters Score -260049.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -260055.406250 Penalty: 788.617859 Iteration 46Q: 3 clusters Score -260055.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -260060.000000 Penalty: 788.617859 Iteration 47Q: 3 clusters Score -260060 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -260067.343750 Penalty: 788.617859 Iteration 48Q: 3 clusters Score -260067.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -260070.281250 Penalty: 788.617859 Iteration 49Q: 3 clusters Score -260070.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -260073.468750 Penalty: 788.617859 Iteration 50Q: 3 clusters Score -260073.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -260074.921875 Penalty: 788.617859 Iteration 51Q: 3 clusters Score -260074.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -260075.468750 Penalty: 788.617859 Iteration 52Q: 3 clusters Score -260075.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -260077.671875 Penalty: 788.617859 Iteration 53Q: 3 clusters Score -260077.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -260081.359375 Penalty: 788.617859 Iteration 54Q: 3 clusters Score -260081.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -260083.875000 Penalty: 788.617859 Iteration 55Q: 3 clusters Score -260083.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -260085.125000 Penalty: 788.617859 Iteration 56Q: 3 clusters Score -260085.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -260085.531250 Penalty: 788.617859 Iteration 57Q: 3 clusters Score -260085.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -260086.203125 Penalty: 788.617859 Iteration 58Q: 3 clusters Score -260086.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -260086.203125 Penalty: 788.617859 Iteration 59F: 3 clusters Score -260086.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36207 members Mstep: Class 2 contains 34583 members Mstep: Class 3 contains 1879 members Mstep: Class 4 contains 135446 members Mstep: Class 5 contains 688 members Mstep: Class 6 contains 5115 members Mstep: Class 7 contains 19381 members Mstep: Class 9 contains 1551 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233812 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 9914 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 6282 members Mstep: Class 20 contains 11013 members Mstep: Class 22 contains 438 members Entering Unmasked Estep Score: -24256422.000000 Penalty: 11354.086914 Splitting cluster 5 changes total score from -24253814.000000 to -24256422.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 7 (19381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19381 members Entering Unmasked Estep Score: -1007823.812500 Penalty: 449.178192 Iteration 0F: 2 clusters Score -1007824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9739 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -994887.187500 Penalty: 898.356384 Iteration 0F: 3 clusters Score -994887.2 nChanged 9202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -1000325.062500 Penalty: 898.356384 Iteration 1F: 3 clusters Score -1000325 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -1000620.562500 Penalty: 898.356384 Iteration 2Q: 3 clusters Score -1000621 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1001018.500000 Penalty: 898.356384 Iteration 3Q: 3 clusters Score -1001018 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13019 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -1001658.562500 Penalty: 898.356384 Iteration 4F: 3 clusters Score -1001659 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1002700.875000 Penalty: 898.356384 Iteration 5F: 3 clusters Score -1002701 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15708 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1004045.312500 Penalty: 898.356384 Iteration 6F: 3 clusters Score -1004045 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16943 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1005280.312500 Penalty: 898.356384 Iteration 7F: 3 clusters Score -1005280 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17790 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1006066.875000 Penalty: 898.356384 Iteration 8Q: 3 clusters Score -1006067 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18355 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1006548.625000 Penalty: 898.356384 Iteration 9Q: 3 clusters Score -1006549 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18750 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1006892.000000 Penalty: 898.356384 Iteration 10Q: 3 clusters Score -1006892 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19030 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1007138.062500 Penalty: 898.356384 Iteration 11Q: 3 clusters Score -1007138 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19178 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -1007265.312500 Penalty: 898.356384 Iteration 12Q: 3 clusters Score -1007265 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19268 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -1007345.125000 Penalty: 898.356384 Iteration 13Q: 3 clusters Score -1007345 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19298 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -1007373.750000 Penalty: 898.356384 Iteration 14Q: 3 clusters Score -1007374 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19319 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -1007396.812500 Penalty: 898.356384 Iteration 15Q: 3 clusters Score -1007397 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19332 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -1007415.562500 Penalty: 898.356384 Iteration 16Q: 3 clusters Score -1007416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19333 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -1007419.687500 Penalty: 898.356384 Iteration 17Q: 3 clusters Score -1007420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19334 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -1007420.312500 Penalty: 898.356384 Iteration 18Q: 3 clusters Score -1007420 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19334 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -1007420.312500 Penalty: 898.356384 Iteration 19F: 3 clusters Score -1007420 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Entering Unmasked Estep Score: -57594.320312 Penalty: 334.272827 Iteration 0F: 2 clusters Score -57594.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -56440.718750 Penalty: 668.545654 Iteration 0F: 3 clusters Score -56440.72 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -57256.789062 Penalty: 668.545654 Iteration 1F: 3 clusters Score -57256.79 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -57628.929688 Penalty: 668.545654 Iteration 2F: 3 clusters Score -57628.93 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -57889.269531 Penalty: 668.545654 Iteration 3F: 3 clusters Score -57889.27 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -58217.867188 Penalty: 668.545654 Iteration 4F: 3 clusters Score -58217.87 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -58656.773438 Penalty: 668.545654 Iteration 5F: 3 clusters Score -58656.77 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -59011.960938 Penalty: 668.545654 Iteration 6Q: 3 clusters Score -59011.96 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -59157.410156 Penalty: 668.545654 Iteration 7Q: 3 clusters Score -59157.41 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -59468.843750 Penalty: 668.545654 Iteration 8Q: 3 clusters Score -59468.84 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -59809.906250 Penalty: 668.545654 Iteration 9Q: 3 clusters Score -59809.91 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -59962.914062 Penalty: 668.545654 Iteration 10Q: 3 clusters Score -59962.91 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -60085.511719 Penalty: 668.545654 Iteration 11Q: 3 clusters Score -60085.51 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -60182.394531 Penalty: 668.545654 Iteration 12Q: 3 clusters Score -60182.39 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -60223.347656 Penalty: 668.545654 Iteration 13Q: 3 clusters Score -60223.35 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -60267.750000 Penalty: 668.545654 Iteration 14Q: 3 clusters Score -60267.75 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -60324.007812 Penalty: 668.545654 Iteration 15Q: 3 clusters Score -60324.01 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -60385.859375 Penalty: 668.545654 Iteration 16Q: 3 clusters Score -60385.86 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -60453.023438 Penalty: 668.545654 Iteration 17Q: 3 clusters Score -60453.02 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -60550.976562 Penalty: 668.545654 Iteration 18Q: 3 clusters Score -60550.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -60616.996094 Penalty: 668.545654 Iteration 19Q: 3 clusters Score -60617 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -60691.761719 Penalty: 668.545654 Iteration 20F: 3 clusters Score -60691.76 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -60806.375000 Penalty: 668.545654 Iteration 21Q: 3 clusters Score -60806.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -60829.832031 Penalty: 668.545654 Iteration 22Q: 3 clusters Score -60829.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -60831.230469 Penalty: 668.545654 Iteration 23Q: 3 clusters Score -60831.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -60831.230469 Penalty: 668.545654 Iteration 24F: 3 clusters Score -60831.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36207 members Mstep: Class 2 contains 34583 members Mstep: Class 3 contains 1879 members Mstep: Class 4 contains 135446 members Mstep: Class 5 contains 688 members Mstep: Class 6 contains 5115 members Mstep: Class 7 contains 19381 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 977 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233812 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 9914 members Mstep: Class 17 contains 1218 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 6282 members Mstep: Class 20 contains 11013 members Mstep: Class 22 contains 438 members Entering Unmasked Estep Score: -24259396.000000 Penalty: 11951.669922 Splitting cluster 9 changes total score from -24253814.000000 to -24259396.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 10 (1199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Entering Unmasked Estep Score: -53867.375000 Penalty: 322.560547 Iteration 0F: 2 clusters Score -53867.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -52954.207031 Penalty: 645.121094 Iteration 0F: 3 clusters Score -52954.21 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -53191.589844 Penalty: 645.121094 Iteration 1F: 3 clusters Score -53191.59 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -53243.546875 Penalty: 645.121094 Iteration 2F: 3 clusters Score -53243.55 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -53304.605469 Penalty: 645.121094 Iteration 3F: 3 clusters Score -53304.61 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -53350.453125 Penalty: 645.121094 Iteration 4F: 3 clusters Score -53350.45 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -53394.468750 Penalty: 645.121094 Iteration 5F: 3 clusters Score -53394.47 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -53438.226562 Penalty: 645.121094 Iteration 6Q: 3 clusters Score -53438.23 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -53477.804688 Penalty: 645.121094 Iteration 7Q: 3 clusters Score -53477.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -53512.539062 Penalty: 645.121094 Iteration 8Q: 3 clusters Score -53512.54 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -53545.714844 Penalty: 645.121094 Iteration 9Q: 3 clusters Score -53545.71 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -53582.636719 Penalty: 645.121094 Iteration 10Q: 3 clusters Score -53582.64 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -53616.179688 Penalty: 645.121094 Iteration 11Q: 3 clusters Score -53616.18 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -53640.238281 Penalty: 645.121094 Iteration 12Q: 3 clusters Score -53640.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -53652.839844 Penalty: 645.121094 Iteration 13Q: 3 clusters Score -53652.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -53665.195312 Penalty: 645.121094 Iteration 14Q: 3 clusters Score -53665.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -53673.105469 Penalty: 645.121094 Iteration 15Q: 3 clusters Score -53673.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -53676.253906 Penalty: 645.121094 Iteration 16Q: 3 clusters Score -53676.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -53680.000000 Penalty: 645.121094 Iteration 17Q: 3 clusters Score -53680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -53683.566406 Penalty: 645.121094 Iteration 18Q: 3 clusters Score -53683.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -53686.082031 Penalty: 645.121094 Iteration 19Q: 3 clusters Score -53686.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -53686.082031 Penalty: 645.121094 Iteration 20F: 3 clusters Score -53686.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Entering Unmasked Estep Score: -106986.015625 Penalty: 347.581818 Iteration 0F: 2 clusters Score -106986 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -105490.820312 Penalty: 695.163635 Iteration 0F: 3 clusters Score -105490.8 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -106018.171875 Penalty: 695.163635 Iteration 1F: 3 clusters Score -106018.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -106093.289062 Penalty: 695.163635 Iteration 2F: 3 clusters Score -106093.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -106148.492188 Penalty: 695.163635 Iteration 3F: 3 clusters Score -106148.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -106196.093750 Penalty: 695.163635 Iteration 4Q: 3 clusters Score -106196.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -106253.406250 Penalty: 695.163635 Iteration 5Q: 3 clusters Score -106253.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -106312.234375 Penalty: 695.163635 Iteration 6Q: 3 clusters Score -106312.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -106352.601562 Penalty: 695.163635 Iteration 7Q: 3 clusters Score -106352.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -106378.765625 Penalty: 695.163635 Iteration 8Q: 3 clusters Score -106378.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -106398.648438 Penalty: 695.163635 Iteration 9Q: 3 clusters Score -106398.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -106412.875000 Penalty: 695.163635 Iteration 10Q: 3 clusters Score -106412.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -106423.882812 Penalty: 695.163635 Iteration 11Q: 3 clusters Score -106423.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -106434.023438 Penalty: 695.163635 Iteration 12Q: 3 clusters Score -106434 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -106444.289062 Penalty: 695.163635 Iteration 13Q: 3 clusters Score -106444.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -106452.250000 Penalty: 695.163635 Iteration 14Q: 3 clusters Score -106452.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -106462.695312 Penalty: 695.163635 Iteration 15Q: 3 clusters Score -106462.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -106469.648438 Penalty: 695.163635 Iteration 16Q: 3 clusters Score -106469.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -106478.726562 Penalty: 695.163635 Iteration 17Q: 3 clusters Score -106478.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -106491.687500 Penalty: 695.163635 Iteration 18Q: 3 clusters Score -106491.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -106504.304688 Penalty: 695.163635 Iteration 19Q: 3 clusters Score -106504.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -106515.062500 Penalty: 695.163635 Iteration 20F: 3 clusters Score -106515.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -106523.531250 Penalty: 695.163635 Iteration 21Q: 3 clusters Score -106523.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -106529.585938 Penalty: 695.163635 Iteration 22Q: 3 clusters Score -106529.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -106535.453125 Penalty: 695.163635 Iteration 23Q: 3 clusters Score -106535.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -106543.109375 Penalty: 695.163635 Iteration 24Q: 3 clusters Score -106543.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -106549.304688 Penalty: 695.163635 Iteration 25Q: 3 clusters Score -106549.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -106553.117188 Penalty: 695.163635 Iteration 26Q: 3 clusters Score -106553.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -106555.617188 Penalty: 695.163635 Iteration 27Q: 3 clusters Score -106555.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -106556.617188 Penalty: 695.163635 Iteration 28Q: 3 clusters Score -106556.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -106557.382812 Penalty: 695.163635 Iteration 29Q: 3 clusters Score -106557.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -106558.195312 Penalty: 695.163635 Iteration 30Q: 3 clusters Score -106558.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -106559.914062 Penalty: 695.163635 Iteration 31Q: 3 clusters Score -106559.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -106563.117188 Penalty: 695.163635 Iteration 32Q: 3 clusters Score -106563.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -106564.484375 Penalty: 695.163635 Iteration 33Q: 3 clusters Score -106564.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -106565.593750 Penalty: 695.163635 Iteration 34Q: 3 clusters Score -106565.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -106568.625000 Penalty: 695.163635 Iteration 35Q: 3 clusters Score -106568.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -106571.562500 Penalty: 695.163635 Iteration 36Q: 3 clusters Score -106571.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -106573.257812 Penalty: 695.163635 Iteration 37Q: 3 clusters Score -106573.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -106574.648438 Penalty: 695.163635 Iteration 38Q: 3 clusters Score -106574.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -106575.679688 Penalty: 695.163635 Iteration 39Q: 3 clusters Score -106575.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -106577.023438 Penalty: 695.163635 Iteration 40F: 3 clusters Score -106577 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -106578.023438 Penalty: 695.163635 Iteration 41Q: 3 clusters Score -106578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -106578.437500 Penalty: 695.163635 Iteration 42Q: 3 clusters Score -106578.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -106578.523438 Penalty: 695.163635 Iteration 43Q: 3 clusters Score -106578.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -106578.906250 Penalty: 695.163635 Iteration 44Q: 3 clusters Score -106578.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -106578.906250 Penalty: 695.163635 Iteration 45F: 3 clusters Score -106578.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Entering Unmasked Estep Score: -196303.781250 Penalty: 376.587555 Iteration 0F: 2 clusters Score -196303.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -193609.500000 Penalty: 753.175110 Iteration 0F: 3 clusters Score -193609.5 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -194569.328125 Penalty: 753.175110 Iteration 1F: 3 clusters Score -194569.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -194711.765625 Penalty: 753.175110 Iteration 2F: 3 clusters Score -194711.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -194864.265625 Penalty: 753.175110 Iteration 3F: 3 clusters Score -194864.3 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -195068.750000 Penalty: 753.175110 Iteration 4F: 3 clusters Score -195068.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -195313.421875 Penalty: 753.175110 Iteration 5F: 3 clusters Score -195313.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -195575.500000 Penalty: 753.175110 Iteration 6F: 3 clusters Score -195575.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -195806.875000 Penalty: 753.175110 Iteration 7F: 3 clusters Score -195806.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -195976.734375 Penalty: 753.175110 Iteration 8Q: 3 clusters Score -195976.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -196085.187500 Penalty: 753.175110 Iteration 9Q: 3 clusters Score -196085.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -196112.234375 Penalty: 753.175110 Iteration 10Q: 3 clusters Score -196112.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -196124.500000 Penalty: 753.175110 Iteration 11Q: 3 clusters Score -196124.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -196133.109375 Penalty: 753.175110 Iteration 12Q: 3 clusters Score -196133.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -196136.109375 Penalty: 753.175110 Iteration 13Q: 3 clusters Score -196136.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -196139.703125 Penalty: 753.175110 Iteration 14F: 3 clusters Score -196139.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -196140.984375 Penalty: 753.175110 Iteration 15Q: 3 clusters Score -196141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -196141.953125 Penalty: 753.175110 Iteration 16Q: 3 clusters Score -196142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -196143.531250 Penalty: 753.175110 Iteration 17Q: 3 clusters Score -196143.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -196144.718750 Penalty: 753.175110 Iteration 18Q: 3 clusters Score -196144.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -196145.703125 Penalty: 753.175110 Iteration 19Q: 3 clusters Score -196145.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -196147.718750 Penalty: 753.175110 Iteration 20F: 3 clusters Score -196147.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (233812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233812 members Entering Unmasked Estep Score: -11552344.000000 Penalty: 562.483398 Iteration 0F: 2 clusters Score -1.155234e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116711 members Mstep: Class 2 contains 117101 members Entering Unmasked Estep Score: -11403294.000000 Penalty: 1124.966797 Iteration 0F: 3 clusters Score -1.140329e+07 nChanged 115098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109087 members Mstep: Class 2 contains 124725 members Entering Unmasked Estep Score: -11473653.000000 Penalty: 1124.966797 Iteration 1F: 3 clusters Score -1.147365e+07 nChanged 10569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103694 members Mstep: Class 2 contains 130118 members Entering Unmasked Estep Score: -11477719.000000 Penalty: 1124.966797 Iteration 2Q: 3 clusters Score -1.147772e+07 nChanged 13237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95833 members Mstep: Class 2 contains 137979 members Entering Unmasked Estep Score: -11483873.000000 Penalty: 1124.966797 Iteration 3F: 3 clusters Score -1.148387e+07 nChanged 15920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85461 members Mstep: Class 2 contains 148351 members Entering Unmasked Estep Score: -11492701.000000 Penalty: 1124.966797 Iteration 4F: 3 clusters Score -1.14927e+07 nChanged 17066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74019 members Mstep: Class 2 contains 159793 members Entering Unmasked Estep Score: -11503657.000000 Penalty: 1124.966797 Iteration 5F: 3 clusters Score -1.150366e+07 nChanged 15528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64061 members Mstep: Class 2 contains 169751 members Entering Unmasked Estep Score: -11514277.000000 Penalty: 1124.966797 Iteration 6F: 3 clusters Score -1.151428e+07 nChanged 12596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57067 members Mstep: Class 2 contains 176745 members Entering Unmasked Estep Score: -11523080.000000 Penalty: 1124.966797 Iteration 7F: 3 clusters Score -1.152308e+07 nChanged 9521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52758 members Mstep: Class 2 contains 181054 members Entering Unmasked Estep Score: -11528855.000000 Penalty: 1124.966797 Iteration 8Q: 3 clusters Score -1.152886e+07 nChanged 6675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49679 members Mstep: Class 2 contains 184133 members Entering Unmasked Estep Score: -11531707.000000 Penalty: 1124.966797 Iteration 9Q: 3 clusters Score -1.153171e+07 nChanged 4293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46874 members Mstep: Class 2 contains 186938 members Entering Unmasked Estep Score: -11533004.000000 Penalty: 1124.966797 Iteration 10Q: 3 clusters Score -1.1533e+07 nChanged 3195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44129 members Mstep: Class 2 contains 189683 members Entering Unmasked Estep Score: -11534106.000000 Penalty: 1124.966797 Iteration 11Q: 3 clusters Score -1.153411e+07 nChanged 2873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41378 members Mstep: Class 2 contains 192434 members Entering Unmasked Estep Score: -11534800.000000 Penalty: 1124.966797 Iteration 12Q: 3 clusters Score -1.15348e+07 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38609 members Mstep: Class 2 contains 195203 members Entering Unmasked Estep Score: -11535382.000000 Penalty: 1124.966797 Iteration 13Q: 3 clusters Score -1.153538e+07 nChanged 2750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35889 members Mstep: Class 2 contains 197923 members Entering Unmasked Estep Score: -11536067.000000 Penalty: 1124.966797 Iteration 14Q: 3 clusters Score -1.153607e+07 nChanged 2619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33302 members Mstep: Class 2 contains 200510 members Entering Unmasked Estep Score: -11536762.000000 Penalty: 1124.966797 Iteration 15Q: 3 clusters Score -1.153676e+07 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30791 members Mstep: Class 2 contains 203021 members Entering Unmasked Estep Score: -11537381.000000 Penalty: 1124.966797 Iteration 16Q: 3 clusters Score -1.153738e+07 nChanged 2468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28349 members Mstep: Class 2 contains 205463 members Entering Unmasked Estep Score: -11538041.000000 Penalty: 1124.966797 Iteration 17Q: 3 clusters Score -1.153804e+07 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25969 members Mstep: Class 2 contains 207843 members Entering Unmasked Estep Score: -11538903.000000 Penalty: 1124.966797 Iteration 18Q: 3 clusters Score -1.15389e+07 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23650 members Mstep: Class 2 contains 210162 members Entering Unmasked Estep Score: -11539694.000000 Penalty: 1124.966797 Iteration 19Q: 3 clusters Score -1.153969e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21359 members Mstep: Class 2 contains 212453 members Entering Unmasked Estep Score: -11540694.000000 Penalty: 1124.966797 Iteration 20F: 3 clusters Score -1.154069e+07 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19158 members Mstep: Class 2 contains 214654 members Entering Unmasked Estep Score: -11541702.000000 Penalty: 1124.966797 Iteration 21Q: 3 clusters Score -1.15417e+07 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17128 members Mstep: Class 2 contains 216684 members Entering Unmasked Estep Score: -11542667.000000 Penalty: 1124.966797 Iteration 22Q: 3 clusters Score -1.154267e+07 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 218630 members Entering Unmasked Estep Score: -11543657.000000 Penalty: 1124.966797 Iteration 23Q: 3 clusters Score -1.154366e+07 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13423 members Mstep: Class 2 contains 220389 members Entering Unmasked Estep Score: -11544485.000000 Penalty: 1124.966797 Iteration 24Q: 3 clusters Score -1.154448e+07 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11777 members Mstep: Class 2 contains 222035 members Entering Unmasked Estep Score: -11545516.000000 Penalty: 1124.966797 Iteration 25Q: 3 clusters Score -1.154552e+07 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Mstep: Class 2 contains 223519 members Entering Unmasked Estep Score: -11546458.000000 Penalty: 1124.966797 Iteration 26Q: 3 clusters Score -1.154646e+07 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 224831 members Entering Unmasked Estep Score: -11547140.000000 Penalty: 1124.966797 Iteration 27Q: 3 clusters Score -1.154714e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 225944 members Entering Unmasked Estep Score: -11547951.000000 Penalty: 1124.966797 Iteration 28Q: 3 clusters Score -1.154795e+07 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 226980 members Entering Unmasked Estep Score: -11548644.000000 Penalty: 1124.966797 Iteration 29Q: 3 clusters Score -1.154864e+07 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 227848 members Entering Unmasked Estep Score: -11549217.000000 Penalty: 1124.966797 Iteration 30Q: 3 clusters Score -1.154922e+07 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 228594 members Entering Unmasked Estep Score: -11549673.000000 Penalty: 1124.966797 Iteration 31Q: 3 clusters Score -1.154967e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 229210 members Entering Unmasked Estep Score: -11550087.000000 Penalty: 1124.966797 Iteration 32Q: 3 clusters Score -1.155009e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 229735 members Entering Unmasked Estep Score: -11550356.000000 Penalty: 1124.966797 Iteration 33Q: 3 clusters Score -1.155036e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 230155 members Entering Unmasked Estep Score: -11550618.000000 Penalty: 1124.966797 Iteration 34Q: 3 clusters Score -1.155062e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 230487 members Entering Unmasked Estep Score: -11550791.000000 Penalty: 1124.966797 Iteration 35Q: 3 clusters Score -1.155079e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 230767 members Entering Unmasked Estep Score: -11550928.000000 Penalty: 1124.966797 Iteration 36Q: 3 clusters Score -1.155093e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 231008 members Entering Unmasked Estep Score: -11551079.000000 Penalty: 1124.966797 Iteration 37Q: 3 clusters Score -1.155108e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 231198 members Entering Unmasked Estep Score: -11551155.000000 Penalty: 1124.966797 Iteration 38Q: 3 clusters Score -1.155116e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 231338 members Entering Unmasked Estep Score: -11551229.000000 Penalty: 1124.966797 Iteration 39Q: 3 clusters Score -1.155123e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 231471 members Entering Unmasked Estep Score: -11551322.000000 Penalty: 1124.966797 Iteration 40F: 3 clusters Score -1.155132e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 231585 members Entering Unmasked Estep Score: -11551419.000000 Penalty: 1124.966797 Iteration 41Q: 3 clusters Score -1.155142e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 231686 members Entering Unmasked Estep Score: -11551482.000000 Penalty: 1124.966797 Iteration 42Q: 3 clusters Score -1.155148e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 231758 members Entering Unmasked Estep Score: -11551554.000000 Penalty: 1124.966797 Iteration 43Q: 3 clusters Score -1.155155e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 231830 members Entering Unmasked Estep Score: -11551583.000000 Penalty: 1124.966797 Iteration 44Q: 3 clusters Score -1.155158e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 231880 members Entering Unmasked Estep Score: -11551609.000000 Penalty: 1124.966797 Iteration 45Q: 3 clusters Score -1.155161e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 231939 members Entering Unmasked Estep Score: -11551628.000000 Penalty: 1124.966797 Iteration 46Q: 3 clusters Score -1.155163e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 231990 members Entering Unmasked Estep Score: -11551661.000000 Penalty: 1124.966797 Iteration 47Q: 3 clusters Score -1.155166e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 232054 members Entering Unmasked Estep Score: -11551707.000000 Penalty: 1124.966797 Iteration 48Q: 3 clusters Score -1.155171e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 232110 members Entering Unmasked Estep Score: -11551732.000000 Penalty: 1124.966797 Iteration 49Q: 3 clusters Score -1.155173e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 232158 members Entering Unmasked Estep Score: -11551744.000000 Penalty: 1124.966797 Iteration 50Q: 3 clusters Score -1.155174e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 232185 members Entering Unmasked Estep Score: -11551759.000000 Penalty: 1124.966797 Iteration 51Q: 3 clusters Score -1.155176e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 232198 members Entering Unmasked Estep Score: -11551786.000000 Penalty: 1124.966797 Iteration 52Q: 3 clusters Score -1.155179e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 232226 members Entering Unmasked Estep Score: -11551792.000000 Penalty: 1124.966797 Iteration 53Q: 3 clusters Score -1.155179e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 232252 members Entering Unmasked Estep Score: -11551792.000000 Penalty: 1124.966797 Iteration 54Q: 3 clusters Score -1.155179e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 232272 members Entering Unmasked Estep Score: -11551796.000000 Penalty: 1124.966797 Iteration 55Q: 3 clusters Score -1.15518e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 232297 members Entering Unmasked Estep Score: -11551794.000000 Penalty: 1124.966797 Iteration 56Q: 3 clusters Score -1.155179e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 232324 members Entering Unmasked Estep Score: -11551805.000000 Penalty: 1124.966797 Iteration 57Q: 3 clusters Score -1.15518e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 232339 members Entering Unmasked Estep Score: -11551805.000000 Penalty: 1124.966797 Iteration 58Q: 3 clusters Score -1.15518e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 232355 members Entering Unmasked Estep Score: -11551814.000000 Penalty: 1124.966797 Iteration 59Q: 3 clusters Score -1.155181e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 232380 members Entering Unmasked Estep Score: -11551832.000000 Penalty: 1124.966797 Iteration 60F: 3 clusters Score -1.155183e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 232399 members Entering Unmasked Estep Score: -11551845.000000 Penalty: 1124.966797 Iteration 61Q: 3 clusters Score -1.155184e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 232420 members Entering Unmasked Estep Score: -11551851.000000 Penalty: 1124.966797 Iteration 62Q: 3 clusters Score -1.155185e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 232434 members Entering Unmasked Estep Score: -11551867.000000 Penalty: 1124.966797 Iteration 63Q: 3 clusters Score -1.155187e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 232449 members Entering Unmasked Estep Score: -11551872.000000 Penalty: 1124.966797 Iteration 64Q: 3 clusters Score -1.155187e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 232466 members Entering Unmasked Estep Score: -11551875.000000 Penalty: 1124.966797 Iteration 65Q: 3 clusters Score -1.155188e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 232480 members Entering Unmasked Estep Score: -11551880.000000 Penalty: 1124.966797 Iteration 66Q: 3 clusters Score -1.155188e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 232493 members Entering Unmasked Estep Score: -11551880.000000 Penalty: 1124.966797 Iteration 67Q: 3 clusters Score -1.155188e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 232512 members Entering Unmasked Estep Score: -11551898.000000 Penalty: 1124.966797 Iteration 68Q: 3 clusters Score -1.15519e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 232525 members Entering Unmasked Estep Score: -11551909.000000 Penalty: 1124.966797 Iteration 69Q: 3 clusters Score -1.155191e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 232532 members Entering Unmasked Estep Score: -11551900.000000 Penalty: 1124.966797 Iteration 70Q: 3 clusters Score -1.15519e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 232544 members Entering Unmasked Estep Score: -11551887.000000 Penalty: 1124.966797 Iteration 71Q: 3 clusters Score -1.155189e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 232551 members Entering Unmasked Estep Score: -11551895.000000 Penalty: 1124.966797 Iteration 72Q: 3 clusters Score -1.15519e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 232557 members Entering Unmasked Estep Score: -11551899.000000 Penalty: 1124.966797 Iteration 73Q: 3 clusters Score -1.15519e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 232561 members Entering Unmasked Estep Score: -11551897.000000 Penalty: 1124.966797 Iteration 74Q: 3 clusters Score -1.15519e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 232564 members Entering Unmasked Estep Score: -11551898.000000 Penalty: 1124.966797 Iteration 75Q: 3 clusters Score -1.15519e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 232569 members Entering Unmasked Estep Score: -11551893.000000 Penalty: 1124.966797 Iteration 76Q: 3 clusters Score -1.155189e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 232578 members Entering Unmasked Estep Score: -11551891.000000 Penalty: 1124.966797 Iteration 77Q: 3 clusters Score -1.155189e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 232583 members Entering Unmasked Estep Score: -11551893.000000 Penalty: 1124.966797 Iteration 78Q: 3 clusters Score -1.155189e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 232592 members Entering Unmasked Estep Score: -11551896.000000 Penalty: 1124.966797 Iteration 79Q: 3 clusters Score -1.15519e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 232598 members Entering Unmasked Estep Score: -11551897.000000 Penalty: 1124.966797 Iteration 80F: 3 clusters Score -1.15519e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 232600 members Entering Unmasked Estep Score: -11551900.000000 Penalty: 1124.966797 Iteration 81Q: 3 clusters Score -1.15519e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 232602 members Entering Unmasked Estep Score: -11551910.000000 Penalty: 1124.966797 Iteration 82Q: 3 clusters Score -1.155191e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 232607 members Entering Unmasked Estep Score: -11551904.000000 Penalty: 1124.966797 Iteration 83Q: 3 clusters Score -1.15519e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 232612 members Entering Unmasked Estep Score: -11551900.000000 Penalty: 1124.966797 Iteration 84Q: 3 clusters Score -1.15519e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 232619 members Entering Unmasked Estep Score: -11551917.000000 Penalty: 1124.966797 Iteration 85Q: 3 clusters Score -1.155192e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 232626 members Entering Unmasked Estep Score: -11551925.000000 Penalty: 1124.966797 Iteration 86Q: 3 clusters Score -1.155192e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 232632 members Entering Unmasked Estep Score: -11551927.000000 Penalty: 1124.966797 Iteration 87Q: 3 clusters Score -1.155193e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 232637 members Entering Unmasked Estep Score: -11551939.000000 Penalty: 1124.966797 Iteration 88Q: 3 clusters Score -1.155194e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 232644 members Entering Unmasked Estep Score: -11551942.000000 Penalty: 1124.966797 Iteration 89Q: 3 clusters Score -1.155194e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 232649 members Entering Unmasked Estep Score: -11551947.000000 Penalty: 1124.966797 Iteration 90Q: 3 clusters Score -1.155195e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 232655 members Entering Unmasked Estep Score: -11551944.000000 Penalty: 1124.966797 Iteration 91Q: 3 clusters Score -1.155194e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 232660 members Entering Unmasked Estep Score: -11551951.000000 Penalty: 1124.966797 Iteration 92Q: 3 clusters Score -1.155195e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 232666 members Entering Unmasked Estep Score: -11551951.000000 Penalty: 1124.966797 Iteration 93Q: 3 clusters Score -1.155195e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 232674 members Entering Unmasked Estep Score: -11551943.000000 Penalty: 1124.966797 Iteration 94Q: 3 clusters Score -1.155194e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 232679 members Entering Unmasked Estep Score: -11551931.000000 Penalty: 1124.966797 Iteration 95Q: 3 clusters Score -1.155193e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 232682 members Entering Unmasked Estep Score: -11551929.000000 Penalty: 1124.966797 Iteration 96Q: 3 clusters Score -1.155193e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 232688 members Entering Unmasked Estep Score: -11551935.000000 Penalty: 1124.966797 Iteration 97Q: 3 clusters Score -1.155194e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 232700 members Entering Unmasked Estep Score: -11551945.000000 Penalty: 1124.966797 Iteration 98Q: 3 clusters Score -1.155194e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 232712 members Entering Unmasked Estep Score: -11551953.000000 Penalty: 1124.966797 Iteration 99Q: 3 clusters Score -1.155195e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 232721 members Entering Unmasked Estep Score: -11551960.000000 Penalty: 1124.966797 Iteration 100F: 3 clusters Score -1.155196e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 232732 members Entering Unmasked Estep Score: -11551962.000000 Penalty: 1124.966797 Iteration 101Q: 3 clusters Score -1.155196e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 232737 members Entering Unmasked Estep Score: -11551971.000000 Penalty: 1124.966797 Iteration 102Q: 3 clusters Score -1.155197e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 232743 members Entering Unmasked Estep Score: -11551962.000000 Penalty: 1124.966797 Iteration 103Q: 3 clusters Score -1.155196e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 232750 members Entering Unmasked Estep Score: -11551961.000000 Penalty: 1124.966797 Iteration 104Q: 3 clusters Score -1.155196e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 232756 members Entering Unmasked Estep Score: -11551958.000000 Penalty: 1124.966797 Iteration 105Q: 3 clusters Score -1.155196e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 232757 members Entering Unmasked Estep Score: -11551961.000000 Penalty: 1124.966797 Iteration 106Q: 3 clusters Score -1.155196e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 232756 members Entering Unmasked Estep Score: -11551959.000000 Penalty: 1124.966797 Iteration 107Q: 3 clusters Score -1.155196e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 232757 members Entering Unmasked Estep Score: -11551961.000000 Penalty: 1124.966797 Iteration 108Q: 3 clusters Score -1.155196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 232757 members Entering Unmasked Estep Score: -11551961.000000 Penalty: 1124.966797 Iteration 109Q: 3 clusters Score -1.155196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 232757 members Entering Unmasked Estep Score: -11551963.000000 Penalty: 1124.966797 Iteration 110Q: 3 clusters Score -1.155196e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 232756 members Entering Unmasked Estep Score: -11551957.000000 Penalty: 1124.966797 Iteration 111Q: 3 clusters Score -1.155196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 232756 members Entering Unmasked Estep Score: -11551958.000000 Penalty: 1124.966797 Iteration 112Q: 3 clusters Score -1.155196e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 232757 members Entering Unmasked Estep Score: -11551962.000000 Penalty: 1124.966797 Iteration 113Q: 3 clusters Score -1.155196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 232759 members Entering Unmasked Estep Score: -11551957.000000 Penalty: 1124.966797 Iteration 114Q: 3 clusters Score -1.155196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 232761 members Entering Unmasked Estep Score: -11551960.000000 Penalty: 1124.966797 Iteration 115Q: 3 clusters Score -1.155196e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 232762 members Entering Unmasked Estep Score: -11551960.000000 Penalty: 1124.966797 Iteration 116Q: 3 clusters Score -1.155196e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 232763 members Entering Unmasked Estep Score: -11551955.000000 Penalty: 1124.966797 Iteration 117Q: 3 clusters Score -1.155196e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 232764 members Entering Unmasked Estep Score: -11551941.000000 Penalty: 1124.966797 Iteration 118Q: 3 clusters Score -1.155194e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 232765 members Entering Unmasked Estep Score: -11551945.000000 Penalty: 1124.966797 Iteration 119Q: 3 clusters Score -1.155194e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 232767 members Entering Unmasked Estep Score: -11551947.000000 Penalty: 1124.966797 Iteration 120F: 3 clusters Score -1.155195e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 232766 members Entering Unmasked Estep Score: -11551946.000000 Penalty: 1124.966797 Iteration 121Q: 3 clusters Score -1.155195e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 232765 members Entering Unmasked Estep Score: -11551958.000000 Penalty: 1124.966797 Iteration 122Q: 3 clusters Score -1.155196e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 232765 members Entering Unmasked Estep Score: -11551954.000000 Penalty: 1124.966797 Iteration 123Q: 3 clusters Score -1.155195e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 232768 members Entering Unmasked Estep Score: -11551951.000000 Penalty: 1124.966797 Iteration 124Q: 3 clusters Score -1.155195e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 232769 members Entering Unmasked Estep Score: -11551949.000000 Penalty: 1124.966797 Iteration 125Q: 3 clusters Score -1.155195e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 232771 members Entering Unmasked Estep Score: -11551947.000000 Penalty: 1124.966797 Iteration 126Q: 3 clusters Score -1.155195e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 232771 members Entering Unmasked Estep Score: -11551947.000000 Penalty: 1124.966797 Iteration 127F: 3 clusters Score -1.155195e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Entering Unmasked Estep Score: -11984.254883 Penalty: 254.389923 Iteration 0F: 2 clusters Score -11984.25 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 144 members Entering Unmasked Estep Score: -11648.313477 Penalty: 508.779846 Iteration 0F: 3 clusters Score -11648.31 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -11780.480469 Penalty: 508.779846 Iteration 1F: 3 clusters Score -11780.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11819.598633 Penalty: 508.779846 Iteration 2F: 3 clusters Score -11819.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -11827.583008 Penalty: 508.779846 Iteration 3Q: 3 clusters Score -11827.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -11830.082031 Penalty: 508.779846 Iteration 4Q: 3 clusters Score -11830.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -11831.244141 Penalty: 508.779846 Iteration 5Q: 3 clusters Score -11831.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -11831.244141 Penalty: 508.779846 Iteration 6F: 3 clusters Score -11831.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9914 members Entering Unmasked Estep Score: -537072.500000 Penalty: 418.677490 Iteration 0F: 2 clusters Score -537072.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -530450.812500 Penalty: 837.354980 Iteration 0F: 3 clusters Score -530450.8 nChanged 4613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -533049.000000 Penalty: 837.354980 Iteration 1F: 3 clusters Score -533049 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -533218.062500 Penalty: 837.354980 Iteration 2Q: 3 clusters Score -533218.1 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -533398.875000 Penalty: 837.354980 Iteration 3Q: 3 clusters Score -533398.9 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -533591.437500 Penalty: 837.354980 Iteration 4Q: 3 clusters Score -533591.4 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -533860.562500 Penalty: 837.354980 Iteration 5Q: 3 clusters Score -533860.6 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -534254.875000 Penalty: 837.354980 Iteration 6F: 3 clusters Score -534254.9 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -534751.687500 Penalty: 837.354980 Iteration 7F: 3 clusters Score -534751.7 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -535174.562500 Penalty: 837.354980 Iteration 8F: 3 clusters Score -535174.6 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -535369.125000 Penalty: 837.354980 Iteration 9Q: 3 clusters Score -535369.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -535463.750000 Penalty: 837.354980 Iteration 10Q: 3 clusters Score -535463.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -535527.437500 Penalty: 837.354980 Iteration 11Q: 3 clusters Score -535527.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -535582.812500 Penalty: 837.354980 Iteration 12Q: 3 clusters Score -535582.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -535627.437500 Penalty: 837.354980 Iteration 13Q: 3 clusters Score -535627.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -535675.125000 Penalty: 837.354980 Iteration 14Q: 3 clusters Score -535675.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -535712.250000 Penalty: 837.354980 Iteration 15Q: 3 clusters Score -535712.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -535756.187500 Penalty: 837.354980 Iteration 16Q: 3 clusters Score -535756.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -535820.750000 Penalty: 837.354980 Iteration 17Q: 3 clusters Score -535820.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -535895.875000 Penalty: 837.354980 Iteration 18Q: 3 clusters Score -535895.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -535966.000000 Penalty: 837.354980 Iteration 19Q: 3 clusters Score -535966 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -536042.125000 Penalty: 837.354980 Iteration 20F: 3 clusters Score -536042.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -536106.312500 Penalty: 837.354980 Iteration 21Q: 3 clusters Score -536106.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -536154.750000 Penalty: 837.354980 Iteration 22Q: 3 clusters Score -536154.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -536193.312500 Penalty: 837.354980 Iteration 23Q: 3 clusters Score -536193.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -536230.437500 Penalty: 837.354980 Iteration 24Q: 3 clusters Score -536230.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -536269.562500 Penalty: 837.354980 Iteration 25Q: 3 clusters Score -536269.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -536308.625000 Penalty: 837.354980 Iteration 26Q: 3 clusters Score -536308.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -536340.125000 Penalty: 837.354980 Iteration 27Q: 3 clusters Score -536340.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -536369.312500 Penalty: 837.354980 Iteration 28Q: 3 clusters Score -536369.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -536390.375000 Penalty: 837.354980 Iteration 29Q: 3 clusters Score -536390.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -536407.250000 Penalty: 837.354980 Iteration 30Q: 3 clusters Score -536407.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -536420.437500 Penalty: 837.354980 Iteration 31Q: 3 clusters Score -536420.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -536430.875000 Penalty: 837.354980 Iteration 32Q: 3 clusters Score -536430.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -536439.250000 Penalty: 837.354980 Iteration 33Q: 3 clusters Score -536439.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -536450.062500 Penalty: 837.354980 Iteration 34Q: 3 clusters Score -536450.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -536463.375000 Penalty: 837.354980 Iteration 35Q: 3 clusters Score -536463.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -536473.750000 Penalty: 837.354980 Iteration 36Q: 3 clusters Score -536473.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -536482.562500 Penalty: 837.354980 Iteration 37Q: 3 clusters Score -536482.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -536496.750000 Penalty: 837.354980 Iteration 38Q: 3 clusters Score -536496.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -536503.875000 Penalty: 837.354980 Iteration 39Q: 3 clusters Score -536503.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -536512.062500 Penalty: 837.354980 Iteration 40F: 3 clusters Score -536512.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -536522.625000 Penalty: 837.354980 Iteration 41Q: 3 clusters Score -536522.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8138 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -536532.500000 Penalty: 837.354980 Iteration 42Q: 3 clusters Score -536532.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -536539.812500 Penalty: 837.354980 Iteration 43Q: 3 clusters Score -536539.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -536547.687500 Penalty: 837.354980 Iteration 44Q: 3 clusters Score -536547.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -536552.062500 Penalty: 837.354980 Iteration 45Q: 3 clusters Score -536552.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -536554.937500 Penalty: 837.354980 Iteration 46Q: 3 clusters Score -536554.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -536557.687500 Penalty: 837.354980 Iteration 47Q: 3 clusters Score -536557.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -536559.500000 Penalty: 837.354980 Iteration 48Q: 3 clusters Score -536559.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -536562.437500 Penalty: 837.354980 Iteration 49Q: 3 clusters Score -536562.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -536565.812500 Penalty: 837.354980 Iteration 50Q: 3 clusters Score -536565.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -536567.437500 Penalty: 837.354980 Iteration 51Q: 3 clusters Score -536567.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -536568.687500 Penalty: 837.354980 Iteration 52Q: 3 clusters Score -536568.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -536570.562500 Penalty: 837.354980 Iteration 53Q: 3 clusters Score -536570.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -536571.000000 Penalty: 837.354980 Iteration 54Q: 3 clusters Score -536571 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -536572.062500 Penalty: 837.354980 Iteration 55Q: 3 clusters Score -536572.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -536573.250000 Penalty: 837.354980 Iteration 56Q: 3 clusters Score -536573.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -536574.812500 Penalty: 837.354980 Iteration 57Q: 3 clusters Score -536574.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -536577.750000 Penalty: 837.354980 Iteration 58Q: 3 clusters Score -536577.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -536577.750000 Penalty: 837.354980 Iteration 59Q: 3 clusters Score -536577.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -536579.687500 Penalty: 837.354980 Iteration 60F: 3 clusters Score -536579.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -536581.062500 Penalty: 837.354980 Iteration 61Q: 3 clusters Score -536581.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -536580.812500 Penalty: 837.354980 Iteration 62Q: 3 clusters Score -536580.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -536581.187500 Penalty: 837.354980 Iteration 63Q: 3 clusters Score -536581.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -536582.937500 Penalty: 837.354980 Iteration 64Q: 3 clusters Score -536582.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -536585.500000 Penalty: 837.354980 Iteration 65Q: 3 clusters Score -536585.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -536587.125000 Penalty: 837.354980 Iteration 66Q: 3 clusters Score -536587.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -536589.437500 Penalty: 837.354980 Iteration 67Q: 3 clusters Score -536589.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -536591.562500 Penalty: 837.354980 Iteration 68Q: 3 clusters Score -536591.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -536593.875000 Penalty: 837.354980 Iteration 69Q: 3 clusters Score -536593.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -536594.875000 Penalty: 837.354980 Iteration 70Q: 3 clusters Score -536594.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -536597.625000 Penalty: 837.354980 Iteration 71Q: 3 clusters Score -536597.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -536599.437500 Penalty: 837.354980 Iteration 72Q: 3 clusters Score -536599.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -536602.750000 Penalty: 837.354980 Iteration 73Q: 3 clusters Score -536602.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -536602.125000 Penalty: 837.354980 Iteration 74Q: 3 clusters Score -536602.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -536603.750000 Penalty: 837.354980 Iteration 75Q: 3 clusters Score -536603.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8657 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -536605.562500 Penalty: 837.354980 Iteration 76Q: 3 clusters Score -536605.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -536606.125000 Penalty: 837.354980 Iteration 77Q: 3 clusters Score -536606.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -536608.125000 Penalty: 837.354980 Iteration 78Q: 3 clusters Score -536608.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -536609.312500 Penalty: 837.354980 Iteration 79Q: 3 clusters Score -536609.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -536610.062500 Penalty: 837.354980 Iteration 80F: 3 clusters Score -536610.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -536611.062500 Penalty: 837.354980 Iteration 81Q: 3 clusters Score -536611.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -536611.500000 Penalty: 837.354980 Iteration 82Q: 3 clusters Score -536611.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -536613.375000 Penalty: 837.354980 Iteration 83Q: 3 clusters Score -536613.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -536615.500000 Penalty: 837.354980 Iteration 84Q: 3 clusters Score -536615.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -536615.875000 Penalty: 837.354980 Iteration 85Q: 3 clusters Score -536615.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -536616.187500 Penalty: 837.354980 Iteration 86Q: 3 clusters Score -536616.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8733 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -536616.625000 Penalty: 837.354980 Iteration 87Q: 3 clusters Score -536616.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8738 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -536618.250000 Penalty: 837.354980 Iteration 88Q: 3 clusters Score -536618.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8749 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -536620.187500 Penalty: 837.354980 Iteration 89Q: 3 clusters Score -536620.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -536620.125000 Penalty: 837.354980 Iteration 90Q: 3 clusters Score -536620.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -536621.500000 Penalty: 837.354980 Iteration 91Q: 3 clusters Score -536621.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -536622.562500 Penalty: 837.354980 Iteration 92Q: 3 clusters Score -536622.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -536623.312500 Penalty: 837.354980 Iteration 93Q: 3 clusters Score -536623.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -536623.812500 Penalty: 837.354980 Iteration 94Q: 3 clusters Score -536623.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -536625.000000 Penalty: 837.354980 Iteration 95Q: 3 clusters Score -536625 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -536625.312500 Penalty: 837.354980 Iteration 96Q: 3 clusters Score -536625.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -536626.250000 Penalty: 837.354980 Iteration 97Q: 3 clusters Score -536626.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -536627.062500 Penalty: 837.354980 Iteration 98Q: 3 clusters Score -536627.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -536627.500000 Penalty: 837.354980 Iteration 99Q: 3 clusters Score -536627.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -536627.500000 Penalty: 837.354980 Iteration 100F: 3 clusters Score -536627.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Entering Unmasked Estep Score: -47654.957031 Penalty: 323.275909 Iteration 0F: 2 clusters Score -47654.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -46827.386719 Penalty: 646.551819 Iteration 0F: 3 clusters Score -46827.39 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -47858.054688 Penalty: 646.551819 Iteration 1F: 3 clusters Score -47858.05 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -48261.992188 Penalty: 646.551819 Iteration 2F: 3 clusters Score -48261.99 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -48412.324219 Penalty: 646.551819 Iteration 3F: 3 clusters Score -48412.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -48475.527344 Penalty: 646.551819 Iteration 4Q: 3 clusters Score -48475.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -48526.382812 Penalty: 646.551819 Iteration 5Q: 3 clusters Score -48526.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -48572.671875 Penalty: 646.551819 Iteration 6Q: 3 clusters Score -48572.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -48590.429688 Penalty: 646.551819 Iteration 7Q: 3 clusters Score -48590.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -48596.277344 Penalty: 646.551819 Iteration 8Q: 3 clusters Score -48596.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -48611.867188 Penalty: 646.551819 Iteration 9Q: 3 clusters Score -48611.87 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -48730.535156 Penalty: 646.551819 Iteration 10Q: 3 clusters Score -48730.54 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -49518.546875 Penalty: 646.551819 Iteration 11Q: 3 clusters Score -49518.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -49764.886719 Penalty: 646.551819 Iteration 12Q: 3 clusters Score -49764.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -49766.167969 Penalty: 646.551819 Iteration 13Q: 3 clusters Score -49766.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -49766.472656 Penalty: 646.551819 Iteration 14F: 3 clusters Score -49766.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -49766.875000 Penalty: 646.551819 Iteration 15Q: 3 clusters Score -49766.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -49766.875000 Penalty: 646.551819 Iteration 16F: 3 clusters Score -49766.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36207 members Mstep: Class 2 contains 34583 members Mstep: Class 3 contains 1879 members Mstep: Class 4 contains 135446 members Mstep: Class 5 contains 688 members Mstep: Class 6 contains 5115 members Mstep: Class 7 contains 19381 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 977 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233812 members Mstep: Class 14 contains 268 members Mstep: Class 15 contains 412 members Mstep: Class 16 contains 9914 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 6282 members Mstep: Class 20 contains 11013 members Mstep: Class 22 contains 438 members Entering Unmasked Estep Score: -24261222.000000 Penalty: 12549.253906 Splitting cluster 17 changes total score from -24253814.000000 to -24261222.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 18 (526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Entering Unmasked Estep Score: -27616.503906 Penalty: 285.071198 Iteration 0F: 2 clusters Score -27616.5 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 275 members Entering Unmasked Estep Score: -27101.107422 Penalty: 570.142395 Iteration 0F: 3 clusters Score -27101.11 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -27226.982422 Penalty: 570.142395 Iteration 1F: 3 clusters Score -27226.98 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -27260.699219 Penalty: 570.142395 Iteration 2F: 3 clusters Score -27260.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -27280.005859 Penalty: 570.142395 Iteration 3Q: 3 clusters Score -27280.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -27291.835938 Penalty: 570.142395 Iteration 4Q: 3 clusters Score -27291.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -27295.044922 Penalty: 570.142395 Iteration 5Q: 3 clusters Score -27295.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27299.638672 Penalty: 570.142395 Iteration 6Q: 3 clusters Score -27299.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -27304.507812 Penalty: 570.142395 Iteration 7Q: 3 clusters Score -27304.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -27310.558594 Penalty: 570.142395 Iteration 8Q: 3 clusters Score -27310.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27316.158203 Penalty: 570.142395 Iteration 9Q: 3 clusters Score -27316.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -27320.246094 Penalty: 570.142395 Iteration 10Q: 3 clusters Score -27320.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -27323.972656 Penalty: 570.142395 Iteration 11Q: 3 clusters Score -27323.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -27325.773438 Penalty: 570.142395 Iteration 12Q: 3 clusters Score -27325.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -27327.158203 Penalty: 570.142395 Iteration 13Q: 3 clusters Score -27327.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -27327.437500 Penalty: 570.142395 Iteration 14Q: 3 clusters Score -27327.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -27328.355469 Penalty: 570.142395 Iteration 15Q: 3 clusters Score -27328.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -27329.328125 Penalty: 570.142395 Iteration 16Q: 3 clusters Score -27329.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -27330.632812 Penalty: 570.142395 Iteration 17Q: 3 clusters Score -27330.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -27332.296875 Penalty: 570.142395 Iteration 18Q: 3 clusters Score -27332.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -27332.750000 Penalty: 570.142395 Iteration 19Q: 3 clusters Score -27332.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -27333.347656 Penalty: 570.142395 Iteration 20F: 3 clusters Score -27333.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Entering Unmasked Estep Score: -322395.562500 Penalty: 397.917664 Iteration 0F: 2 clusters Score -322395.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -318176.812500 Penalty: 795.835327 Iteration 0F: 3 clusters Score -318176.8 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -319698.406250 Penalty: 795.835327 Iteration 1F: 3 clusters Score -319698.4 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -320042.375000 Penalty: 795.835327 Iteration 2F: 3 clusters Score -320042.4 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -320493.781250 Penalty: 795.835327 Iteration 3F: 3 clusters Score -320493.8 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -321011.312500 Penalty: 795.835327 Iteration 4F: 3 clusters Score -321011.3 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -321511.125000 Penalty: 795.835327 Iteration 5F: 3 clusters Score -321511.1 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -321865.187500 Penalty: 795.835327 Iteration 6F: 3 clusters Score -321865.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -322029.656250 Penalty: 795.835327 Iteration 7Q: 3 clusters Score -322029.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -322104.468750 Penalty: 795.835327 Iteration 8Q: 3 clusters Score -322104.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -322149.593750 Penalty: 795.835327 Iteration 9Q: 3 clusters Score -322149.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5137 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -322176.593750 Penalty: 795.835327 Iteration 10Q: 3 clusters Score -322176.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -322191.875000 Penalty: 795.835327 Iteration 11Q: 3 clusters Score -322191.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -322200.406250 Penalty: 795.835327 Iteration 12Q: 3 clusters Score -322200.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -322204.312500 Penalty: 795.835327 Iteration 13Q: 3 clusters Score -322204.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -322207.437500 Penalty: 795.835327 Iteration 14Q: 3 clusters Score -322207.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -322209.875000 Penalty: 795.835327 Iteration 15Q: 3 clusters Score -322209.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -322212.500000 Penalty: 795.835327 Iteration 16Q: 3 clusters Score -322212.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -322214.156250 Penalty: 795.835327 Iteration 17Q: 3 clusters Score -322214.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -322217.187500 Penalty: 795.835327 Iteration 18Q: 3 clusters Score -322217.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -322219.812500 Penalty: 795.835327 Iteration 19Q: 3 clusters Score -322219.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -322222.218750 Penalty: 795.835327 Iteration 20F: 3 clusters Score -322222.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -322226.968750 Penalty: 795.835327 Iteration 21Q: 3 clusters Score -322227 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -322231.031250 Penalty: 795.835327 Iteration 22Q: 3 clusters Score -322231 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -322233.906250 Penalty: 795.835327 Iteration 23Q: 3 clusters Score -322233.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -322236.812500 Penalty: 795.835327 Iteration 24Q: 3 clusters Score -322236.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -322241.187500 Penalty: 795.835327 Iteration 25Q: 3 clusters Score -322241.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -322243.500000 Penalty: 795.835327 Iteration 26Q: 3 clusters Score -322243.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -322245.687500 Penalty: 795.835327 Iteration 27Q: 3 clusters Score -322245.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -322247.125000 Penalty: 795.835327 Iteration 28Q: 3 clusters Score -322247.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -322248.593750 Penalty: 795.835327 Iteration 29Q: 3 clusters Score -322248.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -322249.281250 Penalty: 795.835327 Iteration 30Q: 3 clusters Score -322249.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -322249.687500 Penalty: 795.835327 Iteration 31Q: 3 clusters Score -322249.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -322249.375000 Penalty: 795.835327 Iteration 32Q: 3 clusters Score -322249.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -322250.375000 Penalty: 795.835327 Iteration 33Q: 3 clusters Score -322250.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -322250.281250 Penalty: 795.835327 Iteration 34Q: 3 clusters Score -322250.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -322250.281250 Penalty: 795.835327 Iteration 35F: 3 clusters Score -322250.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (11013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Entering Unmasked Estep Score: -567131.875000 Penalty: 423.460815 Iteration 0F: 2 clusters Score -567131.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -559802.437500 Penalty: 846.921631 Iteration 0F: 3 clusters Score -559802.4 nChanged 5115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -562639.687500 Penalty: 846.921631 Iteration 1F: 3 clusters Score -562639.7 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -562905.937500 Penalty: 846.921631 Iteration 2F: 3 clusters Score -562905.9 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -563345.500000 Penalty: 846.921631 Iteration 3F: 3 clusters Score -563345.5 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -564073.562500 Penalty: 846.921631 Iteration 4F: 3 clusters Score -564073.6 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -565067.812500 Penalty: 846.921631 Iteration 5F: 3 clusters Score -565067.8 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -565983.625000 Penalty: 846.921631 Iteration 6F: 3 clusters Score -565983.6 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -566496.812500 Penalty: 846.921631 Iteration 7Q: 3 clusters Score -566496.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -566664.375000 Penalty: 846.921631 Iteration 8Q: 3 clusters Score -566664.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -566718.312500 Penalty: 846.921631 Iteration 9Q: 3 clusters Score -566718.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -566745.375000 Penalty: 846.921631 Iteration 10Q: 3 clusters Score -566745.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -566751.187500 Penalty: 846.921631 Iteration 11Q: 3 clusters Score -566751.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -566761.312500 Penalty: 846.921631 Iteration 12Q: 3 clusters Score -566761.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -566763.500000 Penalty: 846.921631 Iteration 13Q: 3 clusters Score -566763.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -566763.687500 Penalty: 846.921631 Iteration 14Q: 3 clusters Score -566763.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -566763.937500 Penalty: 846.921631 Iteration 15Q: 3 clusters Score -566763.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -566764.375000 Penalty: 846.921631 Iteration 16Q: 3 clusters Score -566764.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10972 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -566764.375000 Penalty: 846.921631 Iteration 17F: 3 clusters Score -566764.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Entering Unmasked Estep Score: -18940.322266 Penalty: 276.740967 Iteration 0F: 2 clusters Score -18940.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -18540.140625 Penalty: 553.481934 Iteration 0F: 3 clusters Score -18540.14 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -18815.226562 Penalty: 553.481934 Iteration 1F: 3 clusters Score -18815.23 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -19038.595703 Penalty: 553.481934 Iteration 2F: 3 clusters Score -19038.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -19157.271484 Penalty: 553.481934 Iteration 3F: 3 clusters Score -19157.27 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -19198.148438 Penalty: 553.481934 Iteration 4F: 3 clusters Score -19198.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -19206.294922 Penalty: 553.481934 Iteration 5Q: 3 clusters Score -19206.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -19208.570312 Penalty: 553.481934 Iteration 6Q: 3 clusters Score -19208.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -19210.916016 Penalty: 553.481934 Iteration 7Q: 3 clusters Score -19210.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -19215.271484 Penalty: 553.481934 Iteration 8Q: 3 clusters Score -19215.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -19215.476562 Penalty: 553.481934 Iteration 9Q: 3 clusters Score -19215.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -19215.476562 Penalty: 553.481934 Iteration 10F: 3 clusters Score -19215.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36207 members Mstep: Class 2 contains 34583 members Mstep: Class 3 contains 1879 members Mstep: Class 4 contains 135446 members Mstep: Class 5 contains 688 members Mstep: Class 6 contains 5115 members Mstep: Class 7 contains 19381 members Mstep: Class 8 contains 574 members Mstep: Class 9 contains 977 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233812 members Mstep: Class 14 contains 268 members Mstep: Class 15 contains 412 members Mstep: Class 16 contains 9914 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 6282 members Mstep: Class 20 contains 11013 members Mstep: Class 21 contains 144 members Mstep: Class 22 contains 294 members Entering Unmasked Estep Score: -24261178.000000 Penalty: 13146.836914 Splitting cluster 22 changes total score from -24253814.000000 to -24261178.000000 So it's getting split into cluster 21. Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 36207 members Mstep: Class 2 contains 34583 members Mstep: Class 4 contains 135446 members Mstep: Class 5 contains 688 members Mstep: Class 7 contains 19381 members Mstep: Class 9 contains 977 members Mstep: Class 10 contains 1199 members Mstep: Class 11 contains 2078 members Mstep: Class 12 contains 3931 members Mstep: Class 13 contains 233812 members Mstep: Class 14 contains 268 members Mstep: Class 16 contains 9914 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 526 members Mstep: Class 19 contains 6282 members Mstep: Class 20 contains 11013 members Mstep: Class 22 contains 294 members Entering Unmasked Estep ConsiderDeletion Score: -24261968.000000 Penalty: 13146.836914 Iteration 39Q: 23 clusters Score -2.426197e+07 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 171 members Mstep: Class 1 contains 35978 members Mstep: Class 2 contains 35321 members Mstep: Class 3 contains 1881 members Mstep: Class 4 contains 135940 members Mstep: Class 5 contains 984 members Mstep: Class 6 contains 4882 members Mstep: Class 7 contains 19097 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 2069 members Mstep: Class 12 contains 3928 members Mstep: Class 13 contains 232954 members Mstep: Class 14 contains 261 members Mstep: Class 15 contains 414 members Mstep: Class 16 contains 10113 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 517 members Mstep: Class 19 contains 6189 members Mstep: Class 20 contains 11011 members Mstep: Class 21 contains 132 members Mstep: Class 22 contains 311 members Entering Unmasked Estep ConsiderDeletion Score: -24263188.000000 Penalty: 13146.836914 Iteration 40F: 23 clusters Score -2.426319e+07 nChanged 3159 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 35682 members Mstep: Class 2 contains 35620 members Mstep: Class 3 contains 1931 members Mstep: Class 4 contains 136336 members Mstep: Class 5 contains 1207 members Mstep: Class 6 contains 4964 members Mstep: Class 7 contains 18805 members Mstep: Class 8 contains 570 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1188 members Mstep: Class 11 contains 2057 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 231775 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 10897 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 508 members Mstep: Class 19 contains 6083 members Mstep: Class 20 contains 11071 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 319 members Entering Unmasked Estep ConsiderDeletion Score: -24264116.000000 Penalty: 13146.836914 Iteration 41Q: 23 clusters Score -2.426412e+07 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 35380 members Mstep: Class 2 contains 35720 members Mstep: Class 3 contains 1995 members Mstep: Class 4 contains 136719 members Mstep: Class 5 contains 1347 members Mstep: Class 6 contains 4990 members Mstep: Class 7 contains 18559 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1180 members Mstep: Class 11 contains 2030 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 230885 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 11729 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 498 members Mstep: Class 19 contains 5958 members Mstep: Class 20 contains 11133 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24264986.000000 Penalty: 13146.836914 Iteration 42Q: 23 clusters Score -2.426499e+07 nChanged 2696 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 35113 members Mstep: Class 2 contains 35723 members Mstep: Class 3 contains 2048 members Mstep: Class 4 contains 137100 members Mstep: Class 5 contains 1466 members Mstep: Class 6 contains 5010 members Mstep: Class 7 contains 18321 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1169 members Mstep: Class 11 contains 2014 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 230027 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 12666 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 485 members Mstep: Class 19 contains 5814 members Mstep: Class 20 contains 11167 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24265854.000000 Penalty: 13146.836914 Iteration 43Q: 23 clusters Score -2.426585e+07 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 34858 members Mstep: Class 2 contains 35648 members Mstep: Class 3 contains 2102 members Mstep: Class 4 contains 137465 members Mstep: Class 5 contains 1555 members Mstep: Class 6 contains 5015 members Mstep: Class 7 contains 18086 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1156 members Mstep: Class 11 contains 1988 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 229265 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 13614 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 475 members Mstep: Class 19 contains 5671 members Mstep: Class 20 contains 11225 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24266672.000000 Penalty: 13146.836914 Iteration 44Q: 23 clusters Score -2.426667e+07 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 34649 members Mstep: Class 2 contains 35505 members Mstep: Class 3 contains 2150 members Mstep: Class 4 contains 137808 members Mstep: Class 5 contains 1624 members Mstep: Class 6 contains 5018 members Mstep: Class 7 contains 17854 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1150 members Mstep: Class 11 contains 1968 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 228517 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 14632 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 466 members Mstep: Class 19 contains 5524 members Mstep: Class 20 contains 11258 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 591.555664 but Gain 597.583008 Score: -24267520.000000 Penalty: 12549.253906 Iteration 45Q: 22 clusters Score -2.426752e+07 nChanged 2922 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 34469 members Mstep: Class 2 contains 35530 members Mstep: Class 3 contains 2190 members Mstep: Class 4 contains 138117 members Mstep: Class 5 contains 1667 members Mstep: Class 6 contains 5040 members Mstep: Class 7 contains 17636 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1144 members Mstep: Class 11 contains 1953 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 228007 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 15715 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 5376 members Mstep: Class 20 contains 11279 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24268712.000000 Penalty: 12549.253906 Iteration 46Q: 22 clusters Score -2.426871e+07 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 34312 members Mstep: Class 2 contains 35308 members Mstep: Class 3 contains 2225 members Mstep: Class 4 contains 138410 members Mstep: Class 5 contains 1703 members Mstep: Class 6 contains 5044 members Mstep: Class 7 contains 17411 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1140 members Mstep: Class 11 contains 1935 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 227339 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 16787 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 5226 members Mstep: Class 20 contains 11283 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24269366.000000 Penalty: 12549.253906 Iteration 47Q: 22 clusters Score -2.426937e+07 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 34168 members Mstep: Class 2 contains 35072 members Mstep: Class 3 contains 2247 members Mstep: Class 4 contains 138663 members Mstep: Class 5 contains 1753 members Mstep: Class 6 contains 5034 members Mstep: Class 7 contains 17226 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1134 members Mstep: Class 11 contains 1921 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 226634 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 17899 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 5072 members Mstep: Class 20 contains 11300 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24270034.000000 Penalty: 12549.253906 Iteration 48Q: 22 clusters Score -2.427003e+07 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 34025 members Mstep: Class 2 contains 34842 members Mstep: Class 3 contains 2263 members Mstep: Class 4 contains 138895 members Mstep: Class 5 contains 1790 members Mstep: Class 6 contains 5026 members Mstep: Class 7 contains 17075 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1132 members Mstep: Class 11 contains 1910 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 225963 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 18964 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4935 members Mstep: Class 20 contains 11303 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24270614.000000 Penalty: 12549.253906 Iteration 49Q: 22 clusters Score -2.427061e+07 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33884 members Mstep: Class 2 contains 34606 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 139130 members Mstep: Class 5 contains 1810 members Mstep: Class 6 contains 5026 members Mstep: Class 7 contains 16940 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1130 members Mstep: Class 11 contains 1898 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 225421 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 19943 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4784 members Mstep: Class 20 contains 11279 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 322 members Entering Unmasked Estep ConsiderDeletion Score: -24270954.000000 Penalty: 12549.253906 Iteration 50Q: 22 clusters Score -2.427095e+07 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33770 members Mstep: Class 2 contains 34359 members Mstep: Class 3 contains 2276 members Mstep: Class 4 contains 139381 members Mstep: Class 5 contains 1823 members Mstep: Class 6 contains 5024 members Mstep: Class 7 contains 16784 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1124 members Mstep: Class 11 contains 1890 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 225015 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 20803 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4621 members Mstep: Class 20 contains 11252 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 322 members Entering Unmasked Estep ConsiderDeletion Score: -24271250.000000 Penalty: 12549.253906 Iteration 51Q: 22 clusters Score -2.427125e+07 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33677 members Mstep: Class 2 contains 34113 members Mstep: Class 3 contains 2282 members Mstep: Class 4 contains 139632 members Mstep: Class 5 contains 1835 members Mstep: Class 6 contains 5031 members Mstep: Class 7 contains 16632 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1117 members Mstep: Class 11 contains 1879 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 224597 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 21625 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4484 members Mstep: Class 20 contains 11219 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 321 members Entering Unmasked Estep ConsiderDeletion Score: -24271586.000000 Penalty: 12549.253906 Iteration 52Q: 22 clusters Score -2.427159e+07 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33589 members Mstep: Class 2 contains 33874 members Mstep: Class 3 contains 2292 members Mstep: Class 4 contains 139878 members Mstep: Class 5 contains 1843 members Mstep: Class 6 contains 5031 members Mstep: Class 7 contains 16502 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1115 members Mstep: Class 11 contains 1865 members Mstep: Class 12 contains 3924 members Mstep: Class 13 contains 224244 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 22361 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4351 members Mstep: Class 20 contains 11177 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 322 members Entering Unmasked Estep ConsiderDeletion Score: -24271962.000000 Penalty: 12549.253906 Iteration 53Q: 22 clusters Score -2.427196e+07 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33519 members Mstep: Class 2 contains 33654 members Mstep: Class 3 contains 2300 members Mstep: Class 4 contains 140116 members Mstep: Class 5 contains 1851 members Mstep: Class 6 contains 5023 members Mstep: Class 7 contains 16361 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1112 members Mstep: Class 11 contains 1859 members Mstep: Class 12 contains 3923 members Mstep: Class 13 contains 223952 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 22988 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4245 members Mstep: Class 20 contains 11142 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 323 members Entering Unmasked Estep ConsiderDeletion Score: -24272116.000000 Penalty: 12549.253906 Iteration 54Q: 22 clusters Score -2.427212e+07 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33438 members Mstep: Class 2 contains 33457 members Mstep: Class 3 contains 2308 members Mstep: Class 4 contains 140349 members Mstep: Class 5 contains 1862 members Mstep: Class 6 contains 5018 members Mstep: Class 7 contains 16223 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1110 members Mstep: Class 11 contains 1850 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 223646 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 23586 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4156 members Mstep: Class 20 contains 11119 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 324 members Entering Unmasked Estep ConsiderDeletion Score: -24272352.000000 Penalty: 12549.253906 Iteration 55Q: 22 clusters Score -2.427235e+07 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33369 members Mstep: Class 2 contains 33281 members Mstep: Class 3 contains 2314 members Mstep: Class 4 contains 140562 members Mstep: Class 5 contains 1871 members Mstep: Class 6 contains 5012 members Mstep: Class 7 contains 16110 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1109 members Mstep: Class 11 contains 1839 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 223378 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 24132 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 4066 members Mstep: Class 20 contains 11077 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24272528.000000 Penalty: 12549.253906 Iteration 56Q: 22 clusters Score -2.427253e+07 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33305 members Mstep: Class 2 contains 33101 members Mstep: Class 3 contains 2317 members Mstep: Class 4 contains 140776 members Mstep: Class 5 contains 1879 members Mstep: Class 6 contains 5002 members Mstep: Class 7 contains 16000 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1106 members Mstep: Class 11 contains 1833 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 223132 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 24647 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3995 members Mstep: Class 20 contains 11027 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24272750.000000 Penalty: 12549.253906 Iteration 57Q: 22 clusters Score -2.427275e+07 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33250 members Mstep: Class 2 contains 32948 members Mstep: Class 3 contains 2317 members Mstep: Class 4 contains 140955 members Mstep: Class 5 contains 1888 members Mstep: Class 6 contains 5004 members Mstep: Class 7 contains 15908 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1102 members Mstep: Class 11 contains 1827 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 222862 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 25151 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3930 members Mstep: Class 20 contains 10978 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24272842.000000 Penalty: 12549.253906 Iteration 58Q: 22 clusters Score -2.427284e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33171 members Mstep: Class 2 contains 32821 members Mstep: Class 3 contains 2317 members Mstep: Class 4 contains 141145 members Mstep: Class 5 contains 1901 members Mstep: Class 6 contains 5002 members Mstep: Class 7 contains 15830 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1098 members Mstep: Class 11 contains 1819 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 222594 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 25612 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3880 members Mstep: Class 20 contains 10930 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24272894.000000 Penalty: 12549.253906 Iteration 59Q: 22 clusters Score -2.427289e+07 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 33107 members Mstep: Class 2 contains 32691 members Mstep: Class 3 contains 2317 members Mstep: Class 4 contains 141355 members Mstep: Class 5 contains 1909 members Mstep: Class 6 contains 5004 members Mstep: Class 7 contains 15742 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1090 members Mstep: Class 11 contains 1815 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 222371 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 26028 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3823 members Mstep: Class 20 contains 10867 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24273488.000000 Penalty: 12549.253906 Iteration 60F: 22 clusters Score -2.427349e+07 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 33047 members Mstep: Class 2 contains 32595 members Mstep: Class 3 contains 2315 members Mstep: Class 4 contains 141540 members Mstep: Class 5 contains 1916 members Mstep: Class 6 contains 4998 members Mstep: Class 7 contains 15655 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1087 members Mstep: Class 11 contains 1809 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 221550 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 418 members Mstep: Class 16 contains 27016 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3776 members Mstep: Class 20 contains 10815 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24274156.000000 Penalty: 12549.253906 Iteration 61Q: 22 clusters Score -2.427416e+07 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32987 members Mstep: Class 2 contains 32441 members Mstep: Class 3 contains 2315 members Mstep: Class 4 contains 141707 members Mstep: Class 5 contains 1925 members Mstep: Class 6 contains 4992 members Mstep: Class 7 contains 15582 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1077 members Mstep: Class 11 contains 1803 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 220894 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 27919 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3717 members Mstep: Class 20 contains 10760 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24274462.000000 Penalty: 12549.253906 Iteration 62Q: 22 clusters Score -2.427446e+07 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32934 members Mstep: Class 2 contains 32288 members Mstep: Class 3 contains 2316 members Mstep: Class 4 contains 141874 members Mstep: Class 5 contains 1943 members Mstep: Class 6 contains 4996 members Mstep: Class 7 contains 15472 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1072 members Mstep: Class 11 contains 1792 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 220292 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 28779 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3649 members Mstep: Class 20 contains 10712 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24274670.000000 Penalty: 12549.253906 Iteration 63Q: 22 clusters Score -2.427467e+07 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32880 members Mstep: Class 2 contains 32127 members Mstep: Class 3 contains 2315 members Mstep: Class 4 contains 142046 members Mstep: Class 5 contains 1956 members Mstep: Class 6 contains 4985 members Mstep: Class 7 contains 15366 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 1784 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 219709 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 29620 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3583 members Mstep: Class 20 contains 10678 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24275092.000000 Penalty: 12549.253906 Iteration 64Q: 22 clusters Score -2.427509e+07 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32844 members Mstep: Class 2 contains 31982 members Mstep: Class 3 contains 2314 members Mstep: Class 4 contains 142194 members Mstep: Class 5 contains 1963 members Mstep: Class 6 contains 4978 members Mstep: Class 7 contains 15265 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1067 members Mstep: Class 11 contains 1776 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 219163 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 30412 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3524 members Mstep: Class 20 contains 10637 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24275478.000000 Penalty: 12549.253906 Iteration 65Q: 22 clusters Score -2.427548e+07 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32823 members Mstep: Class 2 contains 31829 members Mstep: Class 3 contains 2312 members Mstep: Class 4 contains 142301 members Mstep: Class 5 contains 1976 members Mstep: Class 6 contains 4975 members Mstep: Class 7 contains 15192 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1066 members Mstep: Class 11 contains 1765 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 218699 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 31122 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3466 members Mstep: Class 20 contains 10593 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24275722.000000 Penalty: 12549.253906 Iteration 66Q: 22 clusters Score -2.427572e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32796 members Mstep: Class 2 contains 31680 members Mstep: Class 3 contains 2311 members Mstep: Class 4 contains 142411 members Mstep: Class 5 contains 1975 members Mstep: Class 6 contains 4967 members Mstep: Class 7 contains 15140 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1065 members Mstep: Class 11 contains 1762 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 218260 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 31802 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3412 members Mstep: Class 20 contains 10538 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24276010.000000 Penalty: 12549.253906 Iteration 67Q: 22 clusters Score -2.427601e+07 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32771 members Mstep: Class 2 contains 31537 members Mstep: Class 3 contains 2310 members Mstep: Class 4 contains 142514 members Mstep: Class 5 contains 1982 members Mstep: Class 6 contains 4955 members Mstep: Class 7 contains 15090 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1063 members Mstep: Class 11 contains 1760 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 217844 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 32450 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3367 members Mstep: Class 20 contains 10476 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24276284.000000 Penalty: 12549.253906 Iteration 68Q: 22 clusters Score -2.427628e+07 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32739 members Mstep: Class 2 contains 31410 members Mstep: Class 3 contains 2308 members Mstep: Class 4 contains 142629 members Mstep: Class 5 contains 1989 members Mstep: Class 6 contains 4947 members Mstep: Class 7 contains 15005 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1063 members Mstep: Class 11 contains 1756 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 217423 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 33064 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3329 members Mstep: Class 20 contains 10457 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24276516.000000 Penalty: 12549.253906 Iteration 69Q: 22 clusters Score -2.427652e+07 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32713 members Mstep: Class 2 contains 31295 members Mstep: Class 3 contains 2306 members Mstep: Class 4 contains 142752 members Mstep: Class 5 contains 1994 members Mstep: Class 6 contains 4940 members Mstep: Class 7 contains 14902 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1062 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 216909 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 33741 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3300 members Mstep: Class 20 contains 10451 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24276740.000000 Penalty: 12549.253906 Iteration 70Q: 22 clusters Score -2.427674e+07 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32694 members Mstep: Class 2 contains 31182 members Mstep: Class 3 contains 2301 members Mstep: Class 4 contains 142881 members Mstep: Class 5 contains 2004 members Mstep: Class 6 contains 4929 members Mstep: Class 7 contains 14791 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1061 members Mstep: Class 11 contains 1755 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 216458 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 34367 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3265 members Mstep: Class 20 contains 10430 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24276902.000000 Penalty: 12549.253906 Iteration 71Q: 22 clusters Score -2.42769e+07 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32631 members Mstep: Class 2 contains 31072 members Mstep: Class 3 contains 2294 members Mstep: Class 4 contains 143033 members Mstep: Class 5 contains 2018 members Mstep: Class 6 contains 4918 members Mstep: Class 7 contains 14681 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1061 members Mstep: Class 11 contains 1757 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 216018 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 34991 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3223 members Mstep: Class 20 contains 10421 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24277026.000000 Penalty: 12549.253906 Iteration 72Q: 22 clusters Score -2.427703e+07 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32591 members Mstep: Class 2 contains 30969 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 143145 members Mstep: Class 5 contains 2030 members Mstep: Class 6 contains 4909 members Mstep: Class 7 contains 14593 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1061 members Mstep: Class 11 contains 1756 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 215560 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 35610 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3191 members Mstep: Class 20 contains 10414 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24277126.000000 Penalty: 12549.253906 Iteration 73Q: 22 clusters Score -2.427713e+07 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32571 members Mstep: Class 2 contains 30850 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 143246 members Mstep: Class 5 contains 2040 members Mstep: Class 6 contains 4903 members Mstep: Class 7 contains 14513 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1059 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 215148 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 36208 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3158 members Mstep: Class 20 contains 10382 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24277322.000000 Penalty: 12549.253906 Iteration 74Q: 22 clusters Score -2.427732e+07 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32543 members Mstep: Class 2 contains 30751 members Mstep: Class 3 contains 2282 members Mstep: Class 4 contains 143348 members Mstep: Class 5 contains 2050 members Mstep: Class 6 contains 4899 members Mstep: Class 7 contains 14450 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1056 members Mstep: Class 11 contains 1747 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 214765 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 36758 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3128 members Mstep: Class 20 contains 10342 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24277556.000000 Penalty: 12549.253906 Iteration 75Q: 22 clusters Score -2.427756e+07 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32523 members Mstep: Class 2 contains 30651 members Mstep: Class 3 contains 2278 members Mstep: Class 4 contains 143428 members Mstep: Class 5 contains 2065 members Mstep: Class 6 contains 4890 members Mstep: Class 7 contains 14387 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1054 members Mstep: Class 11 contains 1746 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 214401 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 37274 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3100 members Mstep: Class 20 contains 10321 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24277704.000000 Penalty: 12549.253906 Iteration 76Q: 22 clusters Score -2.42777e+07 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32513 members Mstep: Class 2 contains 30545 members Mstep: Class 3 contains 2276 members Mstep: Class 4 contains 143503 members Mstep: Class 5 contains 2071 members Mstep: Class 6 contains 4880 members Mstep: Class 7 contains 14325 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1746 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 214035 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 37789 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3075 members Mstep: Class 20 contains 10308 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24277736.000000 Penalty: 12549.253906 Iteration 77Q: 22 clusters Score -2.427774e+07 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32501 members Mstep: Class 2 contains 30449 members Mstep: Class 3 contains 2274 members Mstep: Class 4 contains 143581 members Mstep: Class 5 contains 2081 members Mstep: Class 6 contains 4868 members Mstep: Class 7 contains 14249 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1745 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 213679 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 38274 members Mstep: Class 17 contains 806 members Mstep: Class 19 contains 3061 members Mstep: Class 20 contains 10304 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -24277838.000000 Penalty: 12549.253906 Iteration 78Q: 22 clusters Score -2.427784e+07 nChanged 966 Entering ConstructFrom: Score: -24277838.000000 Penalty: 12549.253906 Entering ConstructFrom: Trying to split cluster 1 (32497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32497 members Entering Unmasked Estep Score: -1552264.000000 Penalty: 472.695068 Iteration 0F: 2 clusters Score -1552264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16156 members Mstep: Class 2 contains 16341 members Entering Unmasked Estep Score: -1530446.750000 Penalty: 945.390137 Iteration 0F: 3 clusters Score -1530447 nChanged 15633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15295 members Mstep: Class 2 contains 17202 members Entering Unmasked Estep Score: -1539451.625000 Penalty: 945.390137 Iteration 1F: 3 clusters Score -1539452 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14676 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -1539871.750000 Penalty: 945.390137 Iteration 2Q: 3 clusters Score -1539872 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13681 members Mstep: Class 2 contains 18816 members Entering Unmasked Estep Score: -1540496.000000 Penalty: 945.390137 Iteration 3Q: 3 clusters Score -1540496 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 20316 members Entering Unmasked Estep Score: -1541477.500000 Penalty: 945.390137 Iteration 4F: 3 clusters Score -1541478 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 22233 members Entering Unmasked Estep Score: -1542912.750000 Penalty: 945.390137 Iteration 5F: 3 clusters Score -1542913 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8009 members Mstep: Class 2 contains 24488 members Entering Unmasked Estep Score: -1544828.750000 Penalty: 945.390137 Iteration 6F: 3 clusters Score -1544829 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 26688 members Entering Unmasked Estep Score: -1546772.125000 Penalty: 945.390137 Iteration 7F: 3 clusters Score -1546772 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 28541 members Entering Unmasked Estep Score: -1548413.500000 Penalty: 945.390137 Iteration 8F: 3 clusters Score -1548414 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 29937 members Entering Unmasked Estep Score: -1549629.000000 Penalty: 945.390137 Iteration 9Q: 3 clusters Score -1549629 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 30919 members Entering Unmasked Estep Score: -1550472.750000 Penalty: 945.390137 Iteration 10Q: 3 clusters Score -1550473 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 31599 members Entering Unmasked Estep Score: -1551083.250000 Penalty: 945.390137 Iteration 11Q: 3 clusters Score -1551083 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 32031 members Entering Unmasked Estep Score: -1551467.875000 Penalty: 945.390137 Iteration 12Q: 3 clusters Score -1551468 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 32267 members Entering Unmasked Estep Score: -1551669.250000 Penalty: 945.390137 Iteration 13Q: 3 clusters Score -1551669 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 32371 members Entering Unmasked Estep Score: -1551764.875000 Penalty: 945.390137 Iteration 14Q: 3 clusters Score -1551765 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 32414 members Entering Unmasked Estep Score: -1551798.500000 Penalty: 945.390137 Iteration 15Q: 3 clusters Score -1551798 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: -1551819.500000 Penalty: 945.390137 Iteration 16Q: 3 clusters Score -1551820 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 32442 members Entering Unmasked Estep Score: -1551832.125000 Penalty: 945.390137 Iteration 17Q: 3 clusters Score -1551832 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 32446 members Entering Unmasked Estep Score: -1551839.625000 Penalty: 945.390137 Iteration 18Q: 3 clusters Score -1551840 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 32450 members Entering Unmasked Estep Score: -1551843.375000 Penalty: 945.390137 Iteration 19Q: 3 clusters Score -1551843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 32451 members Entering Unmasked Estep Score: -1551843.750000 Penalty: 945.390137 Iteration 20F: 3 clusters Score -1551844 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 32452 members Entering Unmasked Estep Score: -1551845.625000 Penalty: 945.390137 Iteration 21Q: 3 clusters Score -1551846 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 32452 members Entering Unmasked Estep Score: -1551846.625000 Penalty: 945.390137 Iteration 22Q: 3 clusters Score -1551847 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 32453 members Entering Unmasked Estep Score: -1551851.500000 Penalty: 945.390137 Iteration 23Q: 3 clusters Score -1551852 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 32456 members Entering Unmasked Estep Score: -1551856.125000 Penalty: 945.390137 Iteration 24Q: 3 clusters Score -1551856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 32457 members Entering Unmasked Estep Score: -1551857.000000 Penalty: 945.390137 Iteration 25Q: 3 clusters Score -1551857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 32457 members Entering Unmasked Estep Score: -1551857.000000 Penalty: 945.390137 Iteration 26F: 3 clusters Score -1551857 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (30347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30347 members Entering Unmasked Estep Score: -1428718.375000 Penalty: 469.580597 Iteration 0F: 2 clusters Score -1428718 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15164 members Mstep: Class 2 contains 15183 members Entering Unmasked Estep Score: -1408347.125000 Penalty: 939.161194 Iteration 0F: 3 clusters Score -1408347 nChanged 14715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 16224 members Entering Unmasked Estep Score: -1417110.625000 Penalty: 939.161194 Iteration 1F: 3 clusters Score -1417111 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13588 members Mstep: Class 2 contains 16759 members Entering Unmasked Estep Score: -1417726.750000 Penalty: 939.161194 Iteration 2Q: 3 clusters Score -1417727 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 17524 members Entering Unmasked Estep Score: -1418562.250000 Penalty: 939.161194 Iteration 3F: 3 clusters Score -1418562 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 18514 members Entering Unmasked Estep Score: -1419636.375000 Penalty: 939.161194 Iteration 4F: 3 clusters Score -1419636 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 19612 members Entering Unmasked Estep Score: -1420731.125000 Penalty: 939.161194 Iteration 5F: 3 clusters Score -1420731 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 20753 members Entering Unmasked Estep Score: -1421744.500000 Penalty: 939.161194 Iteration 6F: 3 clusters Score -1421744 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 21847 members Entering Unmasked Estep Score: -1422530.125000 Penalty: 939.161194 Iteration 7Q: 3 clusters Score -1422530 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -1423179.875000 Penalty: 939.161194 Iteration 8Q: 3 clusters Score -1423180 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 23886 members Entering Unmasked Estep Score: -1423767.375000 Penalty: 939.161194 Iteration 9Q: 3 clusters Score -1423767 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 24817 members Entering Unmasked Estep Score: -1424362.125000 Penalty: 939.161194 Iteration 10Q: 3 clusters Score -1424362 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 25794 members Entering Unmasked Estep Score: -1425056.375000 Penalty: 939.161194 Iteration 11Q: 3 clusters Score -1425056 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 26680 members Entering Unmasked Estep Score: -1425738.375000 Penalty: 939.161194 Iteration 12Q: 3 clusters Score -1425738 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 27469 members Entering Unmasked Estep Score: -1426426.250000 Penalty: 939.161194 Iteration 13Q: 3 clusters Score -1426426 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 28125 members Entering Unmasked Estep Score: -1427033.750000 Penalty: 939.161194 Iteration 14Q: 3 clusters Score -1427034 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 28597 members Entering Unmasked Estep Score: -1427454.625000 Penalty: 939.161194 Iteration 15Q: 3 clusters Score -1427455 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 28910 members Entering Unmasked Estep Score: -1427745.625000 Penalty: 939.161194 Iteration 16Q: 3 clusters Score -1427746 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 29139 members Entering Unmasked Estep Score: -1427965.000000 Penalty: 939.161194 Iteration 17Q: 3 clusters Score -1427965 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 29317 members Entering Unmasked Estep Score: -1428113.500000 Penalty: 939.161194 Iteration 18Q: 3 clusters Score -1428114 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 29455 members Entering Unmasked Estep Score: -1428223.875000 Penalty: 939.161194 Iteration 19Q: 3 clusters Score -1428224 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 29540 members Entering Unmasked Estep Score: -1428283.875000 Penalty: 939.161194 Iteration 20F: 3 clusters Score -1428284 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 29607 members Entering Unmasked Estep Score: -1428334.625000 Penalty: 939.161194 Iteration 21Q: 3 clusters Score -1428335 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 29652 members Entering Unmasked Estep Score: -1428371.125000 Penalty: 939.161194 Iteration 22Q: 3 clusters Score -1428371 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 29694 members Entering Unmasked Estep Score: -1428406.500000 Penalty: 939.161194 Iteration 23Q: 3 clusters Score -1428406 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 29714 members Entering Unmasked Estep Score: -1428422.000000 Penalty: 939.161194 Iteration 24Q: 3 clusters Score -1428422 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 29737 members Entering Unmasked Estep Score: -1428434.750000 Penalty: 939.161194 Iteration 25Q: 3 clusters Score -1428435 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 29761 members Entering Unmasked Estep Score: -1428445.875000 Penalty: 939.161194 Iteration 26Q: 3 clusters Score -1428446 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 29790 members Entering Unmasked Estep Score: -1428456.750000 Penalty: 939.161194 Iteration 27Q: 3 clusters Score -1428457 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 29806 members Entering Unmasked Estep Score: -1428460.500000 Penalty: 939.161194 Iteration 28Q: 3 clusters Score -1428460 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 29817 members Entering Unmasked Estep Score: -1428466.750000 Penalty: 939.161194 Iteration 29Q: 3 clusters Score -1428467 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 29825 members Entering Unmasked Estep Score: -1428467.000000 Penalty: 939.161194 Iteration 30Q: 3 clusters Score -1428467 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 29831 members Entering Unmasked Estep Score: -1428470.750000 Penalty: 939.161194 Iteration 31Q: 3 clusters Score -1428471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 29834 members Entering Unmasked Estep Score: -1428470.875000 Penalty: 939.161194 Iteration 32Q: 3 clusters Score -1428471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 29834 members Entering Unmasked Estep Score: -1428471.000000 Penalty: 939.161194 Iteration 33Q: 3 clusters Score -1428471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 29834 members Entering Unmasked Estep Score: -1428472.750000 Penalty: 939.161194 Iteration 34Q: 3 clusters Score -1428473 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 29833 members Entering Unmasked Estep Score: -1428475.000000 Penalty: 939.161194 Iteration 35Q: 3 clusters Score -1428475 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 29833 members Entering Unmasked Estep Score: -1428474.375000 Penalty: 939.161194 Iteration 36Q: 3 clusters Score -1428474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 29835 members Entering Unmasked Estep Score: -1428476.000000 Penalty: 939.161194 Iteration 37Q: 3 clusters Score -1428476 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 29837 members Entering Unmasked Estep Score: -1428477.125000 Penalty: 939.161194 Iteration 38Q: 3 clusters Score -1428477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 29838 members Entering Unmasked Estep Score: -1428478.250000 Penalty: 939.161194 Iteration 39Q: 3 clusters Score -1428478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 29840 members Entering Unmasked Estep Score: -1428478.000000 Penalty: 939.161194 Iteration 40F: 3 clusters Score -1428478 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2271 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Entering Unmasked Estep Score: -101391.742188 Penalty: 351.622894 Iteration 0F: 2 clusters Score -101391.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -99747.093750 Penalty: 703.245789 Iteration 0F: 3 clusters Score -99747.09 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -100329.773438 Penalty: 703.245789 Iteration 1F: 3 clusters Score -100329.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -100470.289062 Penalty: 703.245789 Iteration 2F: 3 clusters Score -100470.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -100654.695312 Penalty: 703.245789 Iteration 3F: 3 clusters Score -100654.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -100848.750000 Penalty: 703.245789 Iteration 4F: 3 clusters Score -100848.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -101017.617188 Penalty: 703.245789 Iteration 5F: 3 clusters Score -101017.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -101134.726562 Penalty: 703.245789 Iteration 6F: 3 clusters Score -101134.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -101183.929688 Penalty: 703.245789 Iteration 7Q: 3 clusters Score -101183.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -101216.664062 Penalty: 703.245789 Iteration 8Q: 3 clusters Score -101216.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -101242.609375 Penalty: 703.245789 Iteration 9Q: 3 clusters Score -101242.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -101254.250000 Penalty: 703.245789 Iteration 10Q: 3 clusters Score -101254.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -101262.851562 Penalty: 703.245789 Iteration 11Q: 3 clusters Score -101262.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -101271.953125 Penalty: 703.245789 Iteration 12Q: 3 clusters Score -101272 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -101277.750000 Penalty: 703.245789 Iteration 13Q: 3 clusters Score -101277.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -101280.281250 Penalty: 703.245789 Iteration 14Q: 3 clusters Score -101280.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -101280.578125 Penalty: 703.245789 Iteration 15Q: 3 clusters Score -101280.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -101281.179688 Penalty: 703.245789 Iteration 16Q: 3 clusters Score -101281.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -101281.500000 Penalty: 703.245789 Iteration 17Q: 3 clusters Score -101281.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -101282.164062 Penalty: 703.245789 Iteration 18Q: 3 clusters Score -101282.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -101283.351562 Penalty: 703.245789 Iteration 19Q: 3 clusters Score -101283.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -101283.648438 Penalty: 703.245789 Iteration 20F: 3 clusters Score -101283.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -101283.726562 Penalty: 703.245789 Iteration 21Q: 3 clusters Score -101283.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -101283.726562 Penalty: 703.245789 Iteration 22F: 3 clusters Score -101283.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (143656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143656 members Entering Unmasked Estep Score: -7276693.500000 Penalty: 540.320557 Iteration 0F: 2 clusters Score -7276694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71529 members Mstep: Class 2 contains 72127 members Entering Unmasked Estep Score: -7185478.500000 Penalty: 1080.641113 Iteration 0F: 3 clusters Score -7185478 nChanged 70460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55369 members Mstep: Class 2 contains 88287 members Entering Unmasked Estep Score: -7232656.500000 Penalty: 1080.641113 Iteration 1F: 3 clusters Score -7232656 nChanged 9826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46531 members Mstep: Class 2 contains 97125 members Entering Unmasked Estep Score: -7238357.500000 Penalty: 1080.641113 Iteration 2F: 3 clusters Score -7238358 nChanged 11946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35157 members Mstep: Class 2 contains 108499 members Entering Unmasked Estep Score: -7247193.500000 Penalty: 1080.641113 Iteration 3F: 3 clusters Score -7247194 nChanged 13007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22404 members Mstep: Class 2 contains 121252 members Entering Unmasked Estep Score: -7258018.000000 Penalty: 1080.641113 Iteration 4F: 3 clusters Score -7258018 nChanged 11161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11341 members Mstep: Class 2 contains 132315 members Entering Unmasked Estep Score: -7267193.000000 Penalty: 1080.641113 Iteration 5F: 3 clusters Score -7267193 nChanged 6454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 138755 members Entering Unmasked Estep Score: -7272245.500000 Penalty: 1080.641113 Iteration 6Q: 3 clusters Score -7272246 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 141768 members Entering Unmasked Estep Score: -7274641.500000 Penalty: 1080.641113 Iteration 7Q: 3 clusters Score -7274642 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 143036 members Entering Unmasked Estep Score: -7275719.500000 Penalty: 1080.641113 Iteration 8Q: 3 clusters Score -7275720 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 143438 members Entering Unmasked Estep Score: -7276047.000000 Penalty: 1080.641113 Iteration 9Q: 3 clusters Score -7276047 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 143560 members Entering Unmasked Estep Score: -7276168.500000 Penalty: 1080.641113 Iteration 10Q: 3 clusters Score -7276168 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 143585 members Entering Unmasked Estep Score: -7276208.500000 Penalty: 1080.641113 Iteration 11Q: 3 clusters Score -7276208 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 143589 members Entering Unmasked Estep Score: -7276224.000000 Penalty: 1080.641113 Iteration 12Q: 3 clusters Score -7276224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 143588 members Entering Unmasked Estep Score: -7276238.500000 Penalty: 1080.641113 Iteration 13Q: 3 clusters Score -7276238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 143586 members Entering Unmasked Estep Score: -7276245.500000 Penalty: 1080.641113 Iteration 14Q: 3 clusters Score -7276246 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 143585 members Entering Unmasked Estep Score: -7276240.500000 Penalty: 1080.641113 Iteration 15Q: 3 clusters Score -7276240 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 143584 members Entering Unmasked Estep Score: -7276247.000000 Penalty: 1080.641113 Iteration 16Q: 3 clusters Score -7276247 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 143584 members Entering Unmasked Estep Score: -7276247.000000 Penalty: 1080.641113 Iteration 17F: 3 clusters Score -7276247 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -100171.500000 Penalty: 347.930847 Iteration 0F: 2 clusters Score -100171.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -98661.062500 Penalty: 695.861694 Iteration 0F: 3 clusters Score -98661.06 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -99130.054688 Penalty: 695.861694 Iteration 1F: 3 clusters Score -99130.05 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -99215.414062 Penalty: 695.861694 Iteration 2F: 3 clusters Score -99215.41 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -99287.570312 Penalty: 695.861694 Iteration 3F: 3 clusters Score -99287.57 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -99340.773438 Penalty: 695.861694 Iteration 4F: 3 clusters Score -99340.77 nChanged 81 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: -99389.476562 Penalty: 695.861694 Iteration 5Q: 3 clusters Score -99389.48 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -99435.875000 Penalty: 695.861694 Iteration 6Q: 3 clusters Score -99435.88 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -99486.492188 Penalty: 695.861694 Iteration 7Q: 3 clusters Score -99486.49 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -99535.773438 Penalty: 695.861694 Iteration 8Q: 3 clusters Score -99535.77 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -99595.007812 Penalty: 695.861694 Iteration 9Q: 3 clusters Score -99595.01 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -99650.664062 Penalty: 695.861694 Iteration 10Q: 3 clusters Score -99650.66 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -99721.921875 Penalty: 695.861694 Iteration 11Q: 3 clusters Score -99721.92 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -99834.093750 Penalty: 695.861694 Iteration 12Q: 3 clusters Score -99834.09 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -99904.054688 Penalty: 695.861694 Iteration 13Q: 3 clusters Score -99904.05 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -99949.015625 Penalty: 695.861694 Iteration 14Q: 3 clusters Score -99949.02 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -99973.007812 Penalty: 695.861694 Iteration 15Q: 3 clusters Score -99973.01 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -100000.000000 Penalty: 695.861694 Iteration 16Q: 3 clusters Score -100000 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -100025.203125 Penalty: 695.861694 Iteration 17Q: 3 clusters Score -100025.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -100041.187500 Penalty: 695.861694 Iteration 18Q: 3 clusters Score -100041.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -100052.625000 Penalty: 695.861694 Iteration 19Q: 3 clusters Score -100052.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -100062.765625 Penalty: 695.861694 Iteration 20F: 3 clusters Score -100062.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -100089.023438 Penalty: 695.861694 Iteration 21Q: 3 clusters Score -100089 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -100114.484375 Penalty: 695.861694 Iteration 22Q: 3 clusters Score -100114.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -100141.554688 Penalty: 695.861694 Iteration 23Q: 3 clusters Score -100141.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -100170.367188 Penalty: 695.861694 Iteration 24Q: 3 clusters Score -100170.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -100187.984375 Penalty: 695.861694 Iteration 25Q: 3 clusters Score -100188 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -100197.687500 Penalty: 695.861694 Iteration 26Q: 3 clusters Score -100197.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -100201.437500 Penalty: 695.861694 Iteration 27Q: 3 clusters Score -100201.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -100205.742188 Penalty: 695.861694 Iteration 28Q: 3 clusters Score -100205.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -100208.890625 Penalty: 695.861694 Iteration 29Q: 3 clusters Score -100208.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -100211.093750 Penalty: 695.861694 Iteration 30Q: 3 clusters Score -100211.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -100212.906250 Penalty: 695.861694 Iteration 31Q: 3 clusters Score -100212.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -100214.125000 Penalty: 695.861694 Iteration 32Q: 3 clusters Score -100214.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -100215.710938 Penalty: 695.861694 Iteration 33Q: 3 clusters Score -100215.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -100215.804688 Penalty: 695.861694 Iteration 34Q: 3 clusters Score -100215.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -100216.882812 Penalty: 695.861694 Iteration 35Q: 3 clusters Score -100216.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -100217.429688 Penalty: 695.861694 Iteration 36Q: 3 clusters Score -100217.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -100217.484375 Penalty: 695.861694 Iteration 37Q: 3 clusters Score -100217.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -100217.781250 Penalty: 695.861694 Iteration 38Q: 3 clusters Score -100217.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -100217.773438 Penalty: 695.861694 Iteration 39Q: 3 clusters Score -100217.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -100217.773438 Penalty: 695.861694 Iteration 40F: 3 clusters Score -100217.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 1024 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 569 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 213346 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 1070 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Entering Unmasked Estep Score: -24277816.000000 Penalty: 13146.836914 Splitting cluster 5 changes total score from -24277838.000000 to -24277816.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (4865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Entering Unmasked Estep Score: -219029.015625 Penalty: 386.286926 Iteration 0F: 2 clusters Score -219029 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -215759.312500 Penalty: 772.573853 Iteration 0F: 3 clusters Score -215759.3 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -217055.250000 Penalty: 772.573853 Iteration 1F: 3 clusters Score -217055.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -217208.109375 Penalty: 772.573853 Iteration 2F: 3 clusters Score -217208.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -217337.812500 Penalty: 772.573853 Iteration 3F: 3 clusters Score -217337.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -217461.453125 Penalty: 772.573853 Iteration 4F: 3 clusters Score -217461.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -217602.781250 Penalty: 772.573853 Iteration 5F: 3 clusters Score -217602.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -217737.796875 Penalty: 772.573853 Iteration 6Q: 3 clusters Score -217737.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -217850.562500 Penalty: 772.573853 Iteration 7Q: 3 clusters Score -217850.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -217958.796875 Penalty: 772.573853 Iteration 8Q: 3 clusters Score -217958.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -218046.312500 Penalty: 772.573853 Iteration 9Q: 3 clusters Score -218046.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -218108.234375 Penalty: 772.573853 Iteration 10Q: 3 clusters Score -218108.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -218160.218750 Penalty: 772.573853 Iteration 11Q: 3 clusters Score -218160.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -218213.156250 Penalty: 772.573853 Iteration 12Q: 3 clusters Score -218213.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -218268.093750 Penalty: 772.573853 Iteration 13Q: 3 clusters Score -218268.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -218322.046875 Penalty: 772.573853 Iteration 14Q: 3 clusters Score -218322 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -218389.515625 Penalty: 772.573853 Iteration 15Q: 3 clusters Score -218389.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -218466.062500 Penalty: 772.573853 Iteration 16Q: 3 clusters Score -218466.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -218543.406250 Penalty: 772.573853 Iteration 17Q: 3 clusters Score -218543.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -218636.734375 Penalty: 772.573853 Iteration 18Q: 3 clusters Score -218636.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -218707.812500 Penalty: 772.573853 Iteration 19Q: 3 clusters Score -218707.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -218759.953125 Penalty: 772.573853 Iteration 20F: 3 clusters Score -218760 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -218790.640625 Penalty: 772.573853 Iteration 21Q: 3 clusters Score -218790.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -218805.953125 Penalty: 772.573853 Iteration 22Q: 3 clusters Score -218806 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -218825.687500 Penalty: 772.573853 Iteration 23Q: 3 clusters Score -218825.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -218834.250000 Penalty: 772.573853 Iteration 24Q: 3 clusters Score -218834.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -218839.593750 Penalty: 772.573853 Iteration 25Q: 3 clusters Score -218839.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -218846.062500 Penalty: 772.573853 Iteration 26Q: 3 clusters Score -218846.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -218851.593750 Penalty: 772.573853 Iteration 27Q: 3 clusters Score -218851.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -218854.421875 Penalty: 772.573853 Iteration 28Q: 3 clusters Score -218854.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -218857.859375 Penalty: 772.573853 Iteration 29Q: 3 clusters Score -218857.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -218860.671875 Penalty: 772.573853 Iteration 30Q: 3 clusters Score -218860.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -218860.625000 Penalty: 772.573853 Iteration 31Q: 3 clusters Score -218860.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -218862.546875 Penalty: 772.573853 Iteration 32Q: 3 clusters Score -218862.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -218863.515625 Penalty: 772.573853 Iteration 33Q: 3 clusters Score -218863.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -218866.218750 Penalty: 772.573853 Iteration 34Q: 3 clusters Score -218866.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -218868.484375 Penalty: 772.573853 Iteration 35Q: 3 clusters Score -218868.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -218869.406250 Penalty: 772.573853 Iteration 36Q: 3 clusters Score -218869.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -218870.468750 Penalty: 772.573853 Iteration 37Q: 3 clusters Score -218870.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -218872.546875 Penalty: 772.573853 Iteration 38Q: 3 clusters Score -218872.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -218873.562500 Penalty: 772.573853 Iteration 39Q: 3 clusters Score -218873.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -218873.562500 Penalty: 772.573853 Iteration 40F: 3 clusters Score -218873.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14160 members Entering Unmasked Estep Score: -736397.875000 Penalty: 434.897003 Iteration 0F: 2 clusters Score -736397.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -726947.125000 Penalty: 869.794006 Iteration 0F: 3 clusters Score -726947.1 nChanged 6695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -730818.125000 Penalty: 869.794006 Iteration 1F: 3 clusters Score -730818.1 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -731094.500000 Penalty: 869.794006 Iteration 2Q: 3 clusters Score -731094.5 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -731548.375000 Penalty: 869.794006 Iteration 3F: 3 clusters Score -731548.4 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -732213.000000 Penalty: 869.794006 Iteration 4F: 3 clusters Score -732213 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -733117.000000 Penalty: 869.794006 Iteration 5F: 3 clusters Score -733117 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -733988.125000 Penalty: 869.794006 Iteration 6F: 3 clusters Score -733988.1 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -734583.000000 Penalty: 869.794006 Iteration 7Q: 3 clusters Score -734583 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -734935.125000 Penalty: 869.794006 Iteration 8Q: 3 clusters Score -734935.1 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -735157.625000 Penalty: 869.794006 Iteration 9Q: 3 clusters Score -735157.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -735318.250000 Penalty: 869.794006 Iteration 10Q: 3 clusters Score -735318.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -735438.875000 Penalty: 869.794006 Iteration 11Q: 3 clusters Score -735438.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 12765 members Entering Unmasked Estep Score: -735523.562500 Penalty: 869.794006 Iteration 12Q: 3 clusters Score -735523.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 12915 members Entering Unmasked Estep Score: -735608.312500 Penalty: 869.794006 Iteration 13Q: 3 clusters Score -735608.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -735699.937500 Penalty: 869.794006 Iteration 14Q: 3 clusters Score -735699.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 13169 members Entering Unmasked Estep Score: -735771.000000 Penalty: 869.794006 Iteration 15Q: 3 clusters Score -735771 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 13268 members Entering Unmasked Estep Score: -735837.312500 Penalty: 869.794006 Iteration 16Q: 3 clusters Score -735837.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -735894.812500 Penalty: 869.794006 Iteration 17Q: 3 clusters Score -735894.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -735927.187500 Penalty: 869.794006 Iteration 18Q: 3 clusters Score -735927.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -735951.250000 Penalty: 869.794006 Iteration 19Q: 3 clusters Score -735951.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 13505 members Entering Unmasked Estep Score: -735968.250000 Penalty: 869.794006 Iteration 20F: 3 clusters Score -735968.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 13537 members Entering Unmasked Estep Score: -735983.000000 Penalty: 869.794006 Iteration 21Q: 3 clusters Score -735983 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 13563 members Entering Unmasked Estep Score: -735997.187500 Penalty: 869.794006 Iteration 22Q: 3 clusters Score -735997.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -736011.875000 Penalty: 869.794006 Iteration 23Q: 3 clusters Score -736011.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -736022.062500 Penalty: 869.794006 Iteration 24Q: 3 clusters Score -736022.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -736030.812500 Penalty: 869.794006 Iteration 25Q: 3 clusters Score -736030.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -736035.625000 Penalty: 869.794006 Iteration 26Q: 3 clusters Score -736035.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -736044.812500 Penalty: 869.794006 Iteration 27Q: 3 clusters Score -736044.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 13662 members Entering Unmasked Estep Score: -736045.875000 Penalty: 869.794006 Iteration 28Q: 3 clusters Score -736045.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 13671 members Entering Unmasked Estep Score: -736050.312500 Penalty: 869.794006 Iteration 29Q: 3 clusters Score -736050.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 13676 members Entering Unmasked Estep Score: -736053.125000 Penalty: 869.794006 Iteration 30Q: 3 clusters Score -736053.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -736056.687500 Penalty: 869.794006 Iteration 31Q: 3 clusters Score -736056.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -736058.687500 Penalty: 869.794006 Iteration 32Q: 3 clusters Score -736058.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -736061.125000 Penalty: 869.794006 Iteration 33Q: 3 clusters Score -736061.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -736062.750000 Penalty: 869.794006 Iteration 34Q: 3 clusters Score -736062.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -736064.250000 Penalty: 869.794006 Iteration 35Q: 3 clusters Score -736064.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 13697 members Entering Unmasked Estep Score: -736064.500000 Penalty: 869.794006 Iteration 36Q: 3 clusters Score -736064.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 13701 members Entering Unmasked Estep Score: -736065.125000 Penalty: 869.794006 Iteration 37Q: 3 clusters Score -736065.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 13701 members Entering Unmasked Estep Score: -736066.000000 Penalty: 869.794006 Iteration 38Q: 3 clusters Score -736066 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 13701 members Entering Unmasked Estep Score: -736066.000000 Penalty: 869.794006 Iteration 39F: 3 clusters Score -736066 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Entering Unmasked Estep Score: -24705.064453 Penalty: 288.646576 Iteration 0F: 2 clusters Score -24705.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -24206.595703 Penalty: 577.293152 Iteration 0F: 3 clusters Score -24206.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -24513.582031 Penalty: 577.293152 Iteration 1F: 3 clusters Score -24513.58 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -24837.214844 Penalty: 577.293152 Iteration 2F: 3 clusters Score -24837.21 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -25139.464844 Penalty: 577.293152 Iteration 3F: 3 clusters Score -25139.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -25240.738281 Penalty: 577.293152 Iteration 4F: 3 clusters Score -25240.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -25291.011719 Penalty: 577.293152 Iteration 5Q: 3 clusters Score -25291.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -25317.693359 Penalty: 577.293152 Iteration 6Q: 3 clusters Score -25317.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -25337.644531 Penalty: 577.293152 Iteration 7Q: 3 clusters Score -25337.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -25362.003906 Penalty: 577.293152 Iteration 8Q: 3 clusters Score -25362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -25429.453125 Penalty: 577.293152 Iteration 9Q: 3 clusters Score -25429.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -25480.287109 Penalty: 577.293152 Iteration 10Q: 3 clusters Score -25480.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -25480.287109 Penalty: 577.293152 Iteration 11F: 3 clusters Score -25480.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 980 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 213346 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Entering Unmasked Estep Score: -24278472.000000 Penalty: 13146.836914 Splitting cluster 8 changes total score from -24277838.000000 to -24278472.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 9 (980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Entering Unmasked Estep Score: -37163.867188 Penalty: 313.383636 Iteration 0F: 2 clusters Score -37163.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -36384.539062 Penalty: 626.767273 Iteration 0F: 3 clusters Score -36384.54 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -36855.281250 Penalty: 626.767273 Iteration 1F: 3 clusters Score -36855.28 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -37372.953125 Penalty: 626.767273 Iteration 2F: 3 clusters Score -37372.95 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -37809.585938 Penalty: 626.767273 Iteration 3F: 3 clusters Score -37809.59 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -38019.375000 Penalty: 626.767273 Iteration 4F: 3 clusters Score -38019.38 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -38110.679688 Penalty: 626.767273 Iteration 5Q: 3 clusters Score -38110.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -38140.507812 Penalty: 626.767273 Iteration 6Q: 3 clusters Score -38140.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -38154.074219 Penalty: 626.767273 Iteration 7Q: 3 clusters Score -38154.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -38157.250000 Penalty: 626.767273 Iteration 8Q: 3 clusters Score -38157.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -38157.859375 Penalty: 626.767273 Iteration 9Q: 3 clusters Score -38157.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -38157.859375 Penalty: 626.767273 Iteration 10F: 3 clusters Score -38157.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 213346 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Mstep: Class 23 contains 188 members Entering Unmasked Estep Score: -24279184.000000 Penalty: 13744.420898 Splitting cluster 9 changes total score from -24277838.000000 to -24279184.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 10 (1052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Entering Unmasked Estep Score: -47104.640625 Penalty: 316.609406 Iteration 0F: 2 clusters Score -47104.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -46287.628906 Penalty: 633.218811 Iteration 0F: 3 clusters Score -46287.63 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -46557.273438 Penalty: 633.218811 Iteration 1F: 3 clusters Score -46557.27 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -46663.464844 Penalty: 633.218811 Iteration 2F: 3 clusters Score -46663.46 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -46751.875000 Penalty: 633.218811 Iteration 3F: 3 clusters Score -46751.88 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -46826.097656 Penalty: 633.218811 Iteration 4F: 3 clusters Score -46826.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -46878.394531 Penalty: 633.218811 Iteration 5F: 3 clusters Score -46878.39 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -46912.394531 Penalty: 633.218811 Iteration 6Q: 3 clusters Score -46912.39 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -46934.746094 Penalty: 633.218811 Iteration 7Q: 3 clusters Score -46934.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -46942.046875 Penalty: 633.218811 Iteration 8Q: 3 clusters Score -46942.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -46952.207031 Penalty: 633.218811 Iteration 9Q: 3 clusters Score -46952.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -46957.335938 Penalty: 633.218811 Iteration 10Q: 3 clusters Score -46957.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -46959.863281 Penalty: 633.218811 Iteration 11Q: 3 clusters Score -46959.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -46962.250000 Penalty: 633.218811 Iteration 12Q: 3 clusters Score -46962.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -46963.250000 Penalty: 633.218811 Iteration 13Q: 3 clusters Score -46963.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -46963.250000 Penalty: 633.218811 Iteration 14F: 3 clusters Score -46963.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Entering Unmasked Estep Score: -90191.015625 Penalty: 339.609131 Iteration 0F: 2 clusters Score -90191.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -88899.546875 Penalty: 679.218262 Iteration 0F: 3 clusters Score -88899.55 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -89278.421875 Penalty: 679.218262 Iteration 1F: 3 clusters Score -89278.42 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -89330.921875 Penalty: 679.218262 Iteration 2F: 3 clusters Score -89330.92 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -89379.492188 Penalty: 679.218262 Iteration 3F: 3 clusters Score -89379.49 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -89442.320312 Penalty: 679.218262 Iteration 4Q: 3 clusters Score -89442.32 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -89528.453125 Penalty: 679.218262 Iteration 5F: 3 clusters Score -89528.45 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -89622.343750 Penalty: 679.218262 Iteration 6F: 3 clusters Score -89622.34 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -89702.648438 Penalty: 679.218262 Iteration 7F: 3 clusters Score -89702.65 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -89777.171875 Penalty: 679.218262 Iteration 8Q: 3 clusters Score -89777.17 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -89820.656250 Penalty: 679.218262 Iteration 9Q: 3 clusters Score -89820.66 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -89857.429688 Penalty: 679.218262 Iteration 10Q: 3 clusters Score -89857.43 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -89875.484375 Penalty: 679.218262 Iteration 11Q: 3 clusters Score -89875.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -89881.945312 Penalty: 679.218262 Iteration 12Q: 3 clusters Score -89881.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -89888.273438 Penalty: 679.218262 Iteration 13Q: 3 clusters Score -89888.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -89892.992188 Penalty: 679.218262 Iteration 14Q: 3 clusters Score -89892.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -89897.414062 Penalty: 679.218262 Iteration 15Q: 3 clusters Score -89897.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -89904.390625 Penalty: 679.218262 Iteration 16Q: 3 clusters Score -89904.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -89908.320312 Penalty: 679.218262 Iteration 17Q: 3 clusters Score -89908.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -89909.265625 Penalty: 679.218262 Iteration 18Q: 3 clusters Score -89909.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -89909.539062 Penalty: 679.218262 Iteration 19Q: 3 clusters Score -89909.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -89910.109375 Penalty: 679.218262 Iteration 20F: 3 clusters Score -89910.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -89910.445312 Penalty: 679.218262 Iteration 21Q: 3 clusters Score -89910.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -89910.585938 Penalty: 679.218262 Iteration 22Q: 3 clusters Score -89910.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -89910.585938 Penalty: 679.218262 Iteration 23F: 3 clusters Score -89910.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Entering Unmasked Estep Score: -195945.328125 Penalty: 376.483246 Iteration 0F: 2 clusters Score -195945.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -193244.250000 Penalty: 752.966492 Iteration 0F: 3 clusters Score -193244.2 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -194171.984375 Penalty: 752.966492 Iteration 1F: 3 clusters Score -194172 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -194251.515625 Penalty: 752.966492 Iteration 2F: 3 clusters Score -194251.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -194324.250000 Penalty: 752.966492 Iteration 3Q: 3 clusters Score -194324.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -194410.375000 Penalty: 752.966492 Iteration 4Q: 3 clusters Score -194410.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -194515.125000 Penalty: 752.966492 Iteration 5Q: 3 clusters Score -194515.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -194634.093750 Penalty: 752.966492 Iteration 6Q: 3 clusters Score -194634.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -194796.375000 Penalty: 752.966492 Iteration 7F: 3 clusters Score -194796.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -194982.203125 Penalty: 752.966492 Iteration 8F: 3 clusters Score -194982.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -195128.375000 Penalty: 752.966492 Iteration 9Q: 3 clusters Score -195128.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -195269.062500 Penalty: 752.966492 Iteration 10Q: 3 clusters Score -195269.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -195375.656250 Penalty: 752.966492 Iteration 11Q: 3 clusters Score -195375.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -195459.343750 Penalty: 752.966492 Iteration 12Q: 3 clusters Score -195459.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -195512.531250 Penalty: 752.966492 Iteration 13Q: 3 clusters Score -195512.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -195561.281250 Penalty: 752.966492 Iteration 14Q: 3 clusters Score -195561.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -195589.218750 Penalty: 752.966492 Iteration 15Q: 3 clusters Score -195589.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -195606.359375 Penalty: 752.966492 Iteration 16Q: 3 clusters Score -195606.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -195622.671875 Penalty: 752.966492 Iteration 17Q: 3 clusters Score -195622.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -195629.171875 Penalty: 752.966492 Iteration 18Q: 3 clusters Score -195629.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -195632.265625 Penalty: 752.966492 Iteration 19Q: 3 clusters Score -195632.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -195632.656250 Penalty: 752.966492 Iteration 20F: 3 clusters Score -195632.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -195633.453125 Penalty: 752.966492 Iteration 21Q: 3 clusters Score -195633.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -195634.109375 Penalty: 752.966492 Iteration 22Q: 3 clusters Score -195634.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -195634.109375 Penalty: 752.966492 Iteration 23F: 3 clusters Score -195634.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (213346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213346 members Entering Unmasked Estep Score: -10503371.000000 Penalty: 558.315552 Iteration 0F: 2 clusters Score -1.050337e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106015 members Mstep: Class 2 contains 107331 members Entering Unmasked Estep Score: -10362163.000000 Penalty: 1116.631104 Iteration 0F: 3 clusters Score -1.036216e+07 nChanged 105342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78755 members Mstep: Class 2 contains 134591 members Entering Unmasked Estep Score: -10433002.000000 Penalty: 1116.631104 Iteration 1F: 3 clusters Score -1.0433e+07 nChanged 15313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64538 members Mstep: Class 2 contains 148808 members Entering Unmasked Estep Score: -10443562.000000 Penalty: 1116.631104 Iteration 2F: 3 clusters Score -1.044356e+07 nChanged 18301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46689 members Mstep: Class 2 contains 166657 members Entering Unmasked Estep Score: -10459753.000000 Penalty: 1116.631104 Iteration 3F: 3 clusters Score -1.045975e+07 nChanged 17960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28859 members Mstep: Class 2 contains 184487 members Entering Unmasked Estep Score: -10477524.000000 Penalty: 1116.631104 Iteration 4F: 3 clusters Score -1.047752e+07 nChanged 13347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15546 members Mstep: Class 2 contains 197800 members Entering Unmasked Estep Score: -10490602.000000 Penalty: 1116.631104 Iteration 5F: 3 clusters Score -1.04906e+07 nChanged 7451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 205233 members Entering Unmasked Estep Score: -10497403.000000 Penalty: 1116.631104 Iteration 6Q: 3 clusters Score -1.04974e+07 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 208720 members Entering Unmasked Estep Score: -10500342.000000 Penalty: 1116.631104 Iteration 7Q: 3 clusters Score -1.050034e+07 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 210508 members Entering Unmasked Estep Score: -10501804.000000 Penalty: 1116.631104 Iteration 8Q: 3 clusters Score -1.05018e+07 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 211384 members Entering Unmasked Estep Score: -10502510.000000 Penalty: 1116.631104 Iteration 9Q: 3 clusters Score -1.050251e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 211830 members Entering Unmasked Estep Score: -10502914.000000 Penalty: 1116.631104 Iteration 10Q: 3 clusters Score -1.050291e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 212055 members Entering Unmasked Estep Score: -10503103.000000 Penalty: 1116.631104 Iteration 11Q: 3 clusters Score -1.05031e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 212153 members Entering Unmasked Estep Score: -10503237.000000 Penalty: 1116.631104 Iteration 12Q: 3 clusters Score -1.050324e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 212213 members Entering Unmasked Estep Score: -10503369.000000 Penalty: 1116.631104 Iteration 13Q: 3 clusters Score -1.050337e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 212241 members Entering Unmasked Estep Score: -10503446.000000 Penalty: 1116.631104 Iteration 14Q: 3 clusters Score -1.050345e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 212262 members Entering Unmasked Estep Score: -10503533.000000 Penalty: 1116.631104 Iteration 15Q: 3 clusters Score -1.050353e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 212273 members Entering Unmasked Estep Score: -10503571.000000 Penalty: 1116.631104 Iteration 16Q: 3 clusters Score -1.050357e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 212279 members Entering Unmasked Estep Score: -10503590.000000 Penalty: 1116.631104 Iteration 17Q: 3 clusters Score -1.050359e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 212284 members Entering Unmasked Estep Score: -10503603.000000 Penalty: 1116.631104 Iteration 18Q: 3 clusters Score -1.05036e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 212284 members Entering Unmasked Estep Score: -10503616.000000 Penalty: 1116.631104 Iteration 19Q: 3 clusters Score -1.050362e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 212272 members Entering Unmasked Estep Score: -10503637.000000 Penalty: 1116.631104 Iteration 20F: 3 clusters Score -1.050364e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 212249 members Entering Unmasked Estep Score: -10503646.000000 Penalty: 1116.631104 Iteration 21Q: 3 clusters Score -1.050365e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 212231 members Entering Unmasked Estep Score: -10503668.000000 Penalty: 1116.631104 Iteration 22Q: 3 clusters Score -1.050367e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 212215 members Entering Unmasked Estep Score: -10503661.000000 Penalty: 1116.631104 Iteration 23Q: 3 clusters Score -1.050366e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 212207 members Entering Unmasked Estep Score: -10503672.000000 Penalty: 1116.631104 Iteration 24Q: 3 clusters Score -1.050367e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 212201 members Entering Unmasked Estep Score: -10503676.000000 Penalty: 1116.631104 Iteration 25Q: 3 clusters Score -1.050368e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 212197 members Entering Unmasked Estep Score: -10503687.000000 Penalty: 1116.631104 Iteration 26Q: 3 clusters Score -1.050369e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 212197 members Entering Unmasked Estep Score: -10503677.000000 Penalty: 1116.631104 Iteration 27Q: 3 clusters Score -1.050368e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 212195 members Entering Unmasked Estep Score: -10503681.000000 Penalty: 1116.631104 Iteration 28Q: 3 clusters Score -1.050368e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 212190 members Entering Unmasked Estep Score: -10503686.000000 Penalty: 1116.631104 Iteration 29Q: 3 clusters Score -1.050369e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 212188 members Entering Unmasked Estep Score: -10503680.000000 Penalty: 1116.631104 Iteration 30Q: 3 clusters Score -1.050368e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 212184 members Entering Unmasked Estep Score: -10503673.000000 Penalty: 1116.631104 Iteration 31Q: 3 clusters Score -1.050367e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 212180 members Entering Unmasked Estep Score: -10503679.000000 Penalty: 1116.631104 Iteration 32Q: 3 clusters Score -1.050368e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 212177 members Entering Unmasked Estep Score: -10503674.000000 Penalty: 1116.631104 Iteration 33Q: 3 clusters Score -1.050367e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 212177 members Entering Unmasked Estep Score: -10503674.000000 Penalty: 1116.631104 Iteration 34F: 3 clusters Score -1.050367e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 259 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Mstep: Class 23 contains 188 members Mstep: Class 24 contains 212177 members Entering Unmasked Estep Score: -24279402.000000 Penalty: 14342.003906 Splitting cluster 13 changes total score from -24277838.000000 to -24279402.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 14 (259 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Entering Unmasked Estep Score: -11550.827148 Penalty: 252.835678 Iteration 0F: 2 clusters Score -11550.83 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 131 members Entering Unmasked Estep Score: -11238.295898 Penalty: 505.671356 Iteration 0F: 3 clusters Score -11238.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -11379.251953 Penalty: 505.671356 Iteration 1F: 3 clusters Score -11379.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -11447.200195 Penalty: 505.671356 Iteration 2F: 3 clusters Score -11447.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -11572.594727 Penalty: 505.671356 Iteration 3F: 3 clusters Score -11572.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -11655.143555 Penalty: 505.671356 Iteration 4F: 3 clusters Score -11655.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11704.905273 Penalty: 505.671356 Iteration 5F: 3 clusters Score -11704.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11716.570312 Penalty: 505.671356 Iteration 6Q: 3 clusters Score -11716.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -11720.108398 Penalty: 505.671356 Iteration 7Q: 3 clusters Score -11720.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11723.040039 Penalty: 505.671356 Iteration 8Q: 3 clusters Score -11723.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -11723.040039 Penalty: 505.671356 Iteration 9F: 3 clusters Score -11723.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 64 members Mstep: Class 15 contains 421 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Mstep: Class 23 contains 188 members Mstep: Class 24 contains 212177 members Mstep: Class 25 contains 195 members Entering Unmasked Estep Score: -24279234.000000 Penalty: 14939.587891 Splitting cluster 14 changes total score from -24277838.000000 to -24279234.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 15 (421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Entering Unmasked Estep Score: -16390.017578 Penalty: 274.939819 Iteration 0F: 2 clusters Score -16390.02 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 200 members Entering Unmasked Estep Score: -16002.306641 Penalty: 549.879639 Iteration 0F: 3 clusters Score -16002.31 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -16246.805664 Penalty: 549.879639 Iteration 1F: 3 clusters Score -16246.81 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -16345.102539 Penalty: 549.879639 Iteration 2F: 3 clusters Score -16345.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -16405.658203 Penalty: 549.879639 Iteration 3Q: 3 clusters Score -16405.66 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -16453.693359 Penalty: 549.879639 Iteration 4Q: 3 clusters Score -16453.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -16488.404297 Penalty: 549.879639 Iteration 5Q: 3 clusters Score -16488.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -16504.437500 Penalty: 549.879639 Iteration 6Q: 3 clusters Score -16504.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -16518.128906 Penalty: 549.879639 Iteration 7Q: 3 clusters Score -16518.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -16535.212891 Penalty: 549.879639 Iteration 8Q: 3 clusters Score -16535.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -16579.191406 Penalty: 549.879639 Iteration 9F: 3 clusters Score -16579.19 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -16625.269531 Penalty: 549.879639 Iteration 10F: 3 clusters Score -16625.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16667.535156 Penalty: 549.879639 Iteration 11Q: 3 clusters Score -16667.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16675.505859 Penalty: 549.879639 Iteration 12Q: 3 clusters Score -16675.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16675.505859 Penalty: 549.879639 Iteration 13F: 3 clusters Score -16675.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 64 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 806 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Mstep: Class 23 contains 188 members Mstep: Class 24 contains 212177 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 214 members Entering Unmasked Estep Score: -24279194.000000 Penalty: 15537.170898 Splitting cluster 15 changes total score from -24277838.000000 to -24279194.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 16 (38736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38736 members Entering Unmasked Estep Score: -2046865.625000 Penalty: 480.685883 Iteration 0F: 2 clusters Score -2046866 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19418 members Mstep: Class 2 contains 19318 members Entering Unmasked Estep Score: -2021083.625000 Penalty: 961.371765 Iteration 0F: 3 clusters Score -2021084 nChanged 18668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20420 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -2032408.625000 Penalty: 961.371765 Iteration 1F: 3 clusters Score -2032409 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21216 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -2033443.625000 Penalty: 961.371765 Iteration 2F: 3 clusters Score -2033444 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22368 members Mstep: Class 2 contains 16368 members Entering Unmasked Estep Score: -2035070.875000 Penalty: 961.371765 Iteration 3F: 3 clusters Score -2035071 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23750 members Mstep: Class 2 contains 14986 members Entering Unmasked Estep Score: -2037401.000000 Penalty: 961.371765 Iteration 4F: 3 clusters Score -2037401 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24975 members Mstep: Class 2 contains 13761 members Entering Unmasked Estep Score: -2039869.500000 Penalty: 961.371765 Iteration 5F: 3 clusters Score -2039870 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25830 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -2041395.125000 Penalty: 961.371765 Iteration 6F: 3 clusters Score -2041395 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26429 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -2042002.625000 Penalty: 961.371765 Iteration 7Q: 3 clusters Score -2042003 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26958 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -2042303.875000 Penalty: 961.371765 Iteration 8Q: 3 clusters Score -2042304 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 11302 members Entering Unmasked Estep Score: -2042522.500000 Penalty: 961.371765 Iteration 9Q: 3 clusters Score -2042522 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27925 members Mstep: Class 2 contains 10811 members Entering Unmasked Estep Score: -2042713.250000 Penalty: 961.371765 Iteration 10Q: 3 clusters Score -2042713 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28442 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -2042944.000000 Penalty: 961.371765 Iteration 11Q: 3 clusters Score -2042944 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29002 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -2043186.875000 Penalty: 961.371765 Iteration 12Q: 3 clusters Score -2043187 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29565 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -2043444.000000 Penalty: 961.371765 Iteration 13Q: 3 clusters Score -2043444 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30137 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -2043686.875000 Penalty: 961.371765 Iteration 14Q: 3 clusters Score -2043687 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30691 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -2043911.750000 Penalty: 961.371765 Iteration 15Q: 3 clusters Score -2043912 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31222 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -2044120.500000 Penalty: 961.371765 Iteration 16Q: 3 clusters Score -2044120 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31719 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -2044334.125000 Penalty: 961.371765 Iteration 17Q: 3 clusters Score -2044334 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32188 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -2044503.000000 Penalty: 961.371765 Iteration 18Q: 3 clusters Score -2044503 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32622 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -2044647.875000 Penalty: 961.371765 Iteration 19Q: 3 clusters Score -2044648 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33063 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -2044800.625000 Penalty: 961.371765 Iteration 20F: 3 clusters Score -2044801 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33475 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -2044974.250000 Penalty: 961.371765 Iteration 21Q: 3 clusters Score -2044974 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33873 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -2045134.250000 Penalty: 961.371765 Iteration 22Q: 3 clusters Score -2045134 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34249 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -2045272.250000 Penalty: 961.371765 Iteration 23Q: 3 clusters Score -2045272 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34612 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -2045405.250000 Penalty: 961.371765 Iteration 24Q: 3 clusters Score -2045405 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34936 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -2045513.750000 Penalty: 961.371765 Iteration 25Q: 3 clusters Score -2045514 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35233 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -2045606.250000 Penalty: 961.371765 Iteration 26Q: 3 clusters Score -2045606 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35521 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -2045721.375000 Penalty: 961.371765 Iteration 27Q: 3 clusters Score -2045721 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35783 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -2045809.875000 Penalty: 961.371765 Iteration 28Q: 3 clusters Score -2045810 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36011 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -2045890.250000 Penalty: 961.371765 Iteration 29Q: 3 clusters Score -2045890 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36211 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -2045944.750000 Penalty: 961.371765 Iteration 30Q: 3 clusters Score -2045945 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36401 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -2045999.375000 Penalty: 961.371765 Iteration 31Q: 3 clusters Score -2045999 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36574 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -2046047.000000 Penalty: 961.371765 Iteration 32Q: 3 clusters Score -2046047 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36719 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -2046087.000000 Penalty: 961.371765 Iteration 33Q: 3 clusters Score -2046087 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36843 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -2046124.750000 Penalty: 961.371765 Iteration 34Q: 3 clusters Score -2046125 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36961 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -2046165.000000 Penalty: 961.371765 Iteration 35Q: 3 clusters Score -2046165 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37084 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -2046200.875000 Penalty: 961.371765 Iteration 36Q: 3 clusters Score -2046201 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37202 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -2046230.625000 Penalty: 961.371765 Iteration 37Q: 3 clusters Score -2046231 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37318 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -2046263.625000 Penalty: 961.371765 Iteration 38Q: 3 clusters Score -2046264 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37427 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -2046291.625000 Penalty: 961.371765 Iteration 39Q: 3 clusters Score -2046292 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37523 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -2046320.250000 Penalty: 961.371765 Iteration 40F: 3 clusters Score -2046320 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37608 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -2046350.500000 Penalty: 961.371765 Iteration 41Q: 3 clusters Score -2046350 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37677 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -2046369.250000 Penalty: 961.371765 Iteration 42Q: 3 clusters Score -2046369 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37740 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -2046386.875000 Penalty: 961.371765 Iteration 43Q: 3 clusters Score -2046387 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37790 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -2046399.750000 Penalty: 961.371765 Iteration 44Q: 3 clusters Score -2046400 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37830 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -2046418.125000 Penalty: 961.371765 Iteration 45Q: 3 clusters Score -2046418 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37868 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -2046427.000000 Penalty: 961.371765 Iteration 46Q: 3 clusters Score -2046427 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37895 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -2046431.875000 Penalty: 961.371765 Iteration 47Q: 3 clusters Score -2046432 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37917 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -2046432.375000 Penalty: 961.371765 Iteration 48Q: 3 clusters Score -2046432 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37944 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -2046433.500000 Penalty: 961.371765 Iteration 49Q: 3 clusters Score -2046434 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37974 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -2046440.125000 Penalty: 961.371765 Iteration 50Q: 3 clusters Score -2046440 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38002 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -2046448.375000 Penalty: 961.371765 Iteration 51Q: 3 clusters Score -2046448 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38032 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -2046453.625000 Penalty: 961.371765 Iteration 52Q: 3 clusters Score -2046454 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38063 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -2046462.750000 Penalty: 961.371765 Iteration 53Q: 3 clusters Score -2046463 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38084 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -2046468.750000 Penalty: 961.371765 Iteration 54Q: 3 clusters Score -2046469 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38098 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -2046469.250000 Penalty: 961.371765 Iteration 55Q: 3 clusters Score -2046469 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38108 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -2046473.625000 Penalty: 961.371765 Iteration 56Q: 3 clusters Score -2046474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38115 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -2046473.000000 Penalty: 961.371765 Iteration 57Q: 3 clusters Score -2046473 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38124 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -2046478.125000 Penalty: 961.371765 Iteration 58Q: 3 clusters Score -2046478 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38134 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -2046481.375000 Penalty: 961.371765 Iteration 59Q: 3 clusters Score -2046481 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38144 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -2046481.875000 Penalty: 961.371765 Iteration 60F: 3 clusters Score -2046482 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38154 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -2046486.250000 Penalty: 961.371765 Iteration 61Q: 3 clusters Score -2046486 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38166 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -2046493.500000 Penalty: 961.371765 Iteration 62Q: 3 clusters Score -2046494 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38172 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -2046493.750000 Penalty: 961.371765 Iteration 63Q: 3 clusters Score -2046494 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38180 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -2046494.375000 Penalty: 961.371765 Iteration 64Q: 3 clusters Score -2046494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38186 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -2046491.875000 Penalty: 961.371765 Iteration 65Q: 3 clusters Score -2046492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38191 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2046492.125000 Penalty: 961.371765 Iteration 66Q: 3 clusters Score -2046492 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38197 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -2046493.750000 Penalty: 961.371765 Iteration 67Q: 3 clusters Score -2046494 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38204 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -2046494.375000 Penalty: 961.371765 Iteration 68Q: 3 clusters Score -2046494 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38209 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2046501.000000 Penalty: 961.371765 Iteration 69Q: 3 clusters Score -2046501 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38218 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -2046502.250000 Penalty: 961.371765 Iteration 70Q: 3 clusters Score -2046502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38227 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -2046503.250000 Penalty: 961.371765 Iteration 71Q: 3 clusters Score -2046503 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38234 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -2046503.875000 Penalty: 961.371765 Iteration 72Q: 3 clusters Score -2046504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38241 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -2046502.750000 Penalty: 961.371765 Iteration 73Q: 3 clusters Score -2046503 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38249 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -2046505.125000 Penalty: 961.371765 Iteration 74Q: 3 clusters Score -2046505 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38252 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -2046504.125000 Penalty: 961.371765 Iteration 75Q: 3 clusters Score -2046504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38255 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -2046504.125000 Penalty: 961.371765 Iteration 76Q: 3 clusters Score -2046504 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38256 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -2046504.500000 Penalty: 961.371765 Iteration 77Q: 3 clusters Score -2046504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38258 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -2046502.250000 Penalty: 961.371765 Iteration 78Q: 3 clusters Score -2046502 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38259 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -2046500.500000 Penalty: 961.371765 Iteration 79Q: 3 clusters Score -2046500 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38260 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2046500.000000 Penalty: 961.371765 Iteration 80F: 3 clusters Score -2046500 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Entering Unmasked Estep Score: -34419.183594 Penalty: 304.489807 Iteration 0F: 2 clusters Score -34419.18 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 401 members Entering Unmasked Estep Score: -33715.175781 Penalty: 608.979614 Iteration 0F: 3 clusters Score -33715.18 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -33944.281250 Penalty: 608.979614 Iteration 1F: 3 clusters Score -33944.28 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -34062.093750 Penalty: 608.979614 Iteration 2F: 3 clusters Score -34062.09 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -34248.746094 Penalty: 608.979614 Iteration 3F: 3 clusters Score -34248.75 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -34455.421875 Penalty: 608.979614 Iteration 4F: 3 clusters Score -34455.42 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -34508.921875 Penalty: 608.979614 Iteration 5F: 3 clusters Score -34508.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -34528.917969 Penalty: 608.979614 Iteration 6Q: 3 clusters Score -34528.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -34542.031250 Penalty: 608.979614 Iteration 7Q: 3 clusters Score -34542.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -34556.625000 Penalty: 608.979614 Iteration 8Q: 3 clusters Score -34556.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -34565.261719 Penalty: 608.979614 Iteration 9Q: 3 clusters Score -34565.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -34569.992188 Penalty: 608.979614 Iteration 10Q: 3 clusters Score -34569.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -34573.476562 Penalty: 608.979614 Iteration 11Q: 3 clusters Score -34573.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -34574.167969 Penalty: 608.979614 Iteration 12Q: 3 clusters Score -34574.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -34574.332031 Penalty: 608.979614 Iteration 13Q: 3 clusters Score -34574.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -34574.332031 Penalty: 608.979614 Iteration 14F: 3 clusters Score -34574.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 64 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 205 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Mstep: Class 23 contains 188 members Mstep: Class 24 contains 212177 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 214 members Mstep: Class 27 contains 601 members Entering Unmasked Estep Score: -24279072.000000 Penalty: 16134.754883 Splitting cluster 17 changes total score from -24277838.000000 to -24279072.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 19 (3058 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Entering Unmasked Estep Score: -160265.156250 Penalty: 365.161011 Iteration 0F: 2 clusters Score -160265.2 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 1490 members Entering Unmasked Estep Score: -158121.468750 Penalty: 730.322021 Iteration 0F: 3 clusters Score -158121.5 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -158964.937500 Penalty: 730.322021 Iteration 1F: 3 clusters Score -158964.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -159077.234375 Penalty: 730.322021 Iteration 2F: 3 clusters Score -159077.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -159181.640625 Penalty: 730.322021 Iteration 3F: 3 clusters Score -159181.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -159284.625000 Penalty: 730.322021 Iteration 4Q: 3 clusters Score -159284.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -159408.359375 Penalty: 730.322021 Iteration 5Q: 3 clusters Score -159408.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -159515.531250 Penalty: 730.322021 Iteration 6Q: 3 clusters Score -159515.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -159593.359375 Penalty: 730.322021 Iteration 7Q: 3 clusters Score -159593.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -159653.046875 Penalty: 730.322021 Iteration 8Q: 3 clusters Score -159653 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -159682.515625 Penalty: 730.322021 Iteration 9Q: 3 clusters Score -159682.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -159700.656250 Penalty: 730.322021 Iteration 10Q: 3 clusters Score -159700.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -159716.875000 Penalty: 730.322021 Iteration 11Q: 3 clusters Score -159716.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -159734.890625 Penalty: 730.322021 Iteration 12Q: 3 clusters Score -159734.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -159752.843750 Penalty: 730.322021 Iteration 13Q: 3 clusters Score -159752.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -159767.546875 Penalty: 730.322021 Iteration 14Q: 3 clusters Score -159767.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -159785.656250 Penalty: 730.322021 Iteration 15Q: 3 clusters Score -159785.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -159807.609375 Penalty: 730.322021 Iteration 16Q: 3 clusters Score -159807.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -159831.937500 Penalty: 730.322021 Iteration 17Q: 3 clusters Score -159831.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -159862.421875 Penalty: 730.322021 Iteration 18Q: 3 clusters Score -159862.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -159887.984375 Penalty: 730.322021 Iteration 19Q: 3 clusters Score -159888 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -159921.421875 Penalty: 730.322021 Iteration 20F: 3 clusters Score -159921.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -159954.453125 Penalty: 730.322021 Iteration 21Q: 3 clusters Score -159954.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -159987.671875 Penalty: 730.322021 Iteration 22Q: 3 clusters Score -159987.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -160013.328125 Penalty: 730.322021 Iteration 23Q: 3 clusters Score -160013.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -160024.984375 Penalty: 730.322021 Iteration 24Q: 3 clusters Score -160025 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -160033.828125 Penalty: 730.322021 Iteration 25Q: 3 clusters Score -160033.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -160037.250000 Penalty: 730.322021 Iteration 26Q: 3 clusters Score -160037.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -160040.937500 Penalty: 730.322021 Iteration 27Q: 3 clusters Score -160040.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -160043.546875 Penalty: 730.322021 Iteration 28Q: 3 clusters Score -160043.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -160044.859375 Penalty: 730.322021 Iteration 29Q: 3 clusters Score -160044.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -160045.968750 Penalty: 730.322021 Iteration 30Q: 3 clusters Score -160046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -160046.359375 Penalty: 730.322021 Iteration 31Q: 3 clusters Score -160046.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -160046.781250 Penalty: 730.322021 Iteration 32Q: 3 clusters Score -160046.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -160047.093750 Penalty: 730.322021 Iteration 33Q: 3 clusters Score -160047.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -160047.234375 Penalty: 730.322021 Iteration 34Q: 3 clusters Score -160047.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -160047.234375 Penalty: 730.322021 Iteration 35F: 3 clusters Score -160047.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (10293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10293 members Entering Unmasked Estep Score: -531301.937500 Penalty: 420.384491 Iteration 0F: 2 clusters Score -531301.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -524434.812500 Penalty: 840.768982 Iteration 0F: 3 clusters Score -524434.8 nChanged 4820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -527088.937500 Penalty: 840.768982 Iteration 1F: 3 clusters Score -527088.9 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -527204.750000 Penalty: 840.768982 Iteration 2Q: 3 clusters Score -527204.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -527312.062500 Penalty: 840.768982 Iteration 3Q: 3 clusters Score -527312.1 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -527455.125000 Penalty: 840.768982 Iteration 4Q: 3 clusters Score -527455.1 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -527682.437500 Penalty: 840.768982 Iteration 5Q: 3 clusters Score -527682.4 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -528035.062500 Penalty: 840.768982 Iteration 6F: 3 clusters Score -528035.1 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -528529.187500 Penalty: 840.768982 Iteration 7F: 3 clusters Score -528529.2 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -529028.937500 Penalty: 840.768982 Iteration 8F: 3 clusters Score -529028.9 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6998 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -529399.750000 Penalty: 840.768982 Iteration 9F: 3 clusters Score -529399.8 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -529610.312500 Penalty: 840.768982 Iteration 10Q: 3 clusters Score -529610.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -529739.875000 Penalty: 840.768982 Iteration 11Q: 3 clusters Score -529739.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -529846.750000 Penalty: 840.768982 Iteration 12Q: 3 clusters Score -529846.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -529960.562500 Penalty: 840.768982 Iteration 13Q: 3 clusters Score -529960.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -530049.000000 Penalty: 840.768982 Iteration 14Q: 3 clusters Score -530049 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -530130.437500 Penalty: 840.768982 Iteration 15Q: 3 clusters Score -530130.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -530202.750000 Penalty: 840.768982 Iteration 16Q: 3 clusters Score -530202.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -530262.250000 Penalty: 840.768982 Iteration 17Q: 3 clusters Score -530262.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -530314.125000 Penalty: 840.768982 Iteration 18Q: 3 clusters Score -530314.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -530359.562500 Penalty: 840.768982 Iteration 19Q: 3 clusters Score -530359.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8034 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -530403.562500 Penalty: 840.768982 Iteration 20F: 3 clusters Score -530403.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -530451.187500 Penalty: 840.768982 Iteration 21Q: 3 clusters Score -530451.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -530482.875000 Penalty: 840.768982 Iteration 22Q: 3 clusters Score -530482.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -530509.500000 Penalty: 840.768982 Iteration 23Q: 3 clusters Score -530509.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -530537.750000 Penalty: 840.768982 Iteration 24Q: 3 clusters Score -530537.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -530557.875000 Penalty: 840.768982 Iteration 25Q: 3 clusters Score -530557.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -530574.437500 Penalty: 840.768982 Iteration 26Q: 3 clusters Score -530574.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -530588.937500 Penalty: 840.768982 Iteration 27Q: 3 clusters Score -530588.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -530601.750000 Penalty: 840.768982 Iteration 28Q: 3 clusters Score -530601.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -530617.125000 Penalty: 840.768982 Iteration 29Q: 3 clusters Score -530617.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -530630.625000 Penalty: 840.768982 Iteration 30Q: 3 clusters Score -530630.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -530645.500000 Penalty: 840.768982 Iteration 31Q: 3 clusters Score -530645.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -530661.187500 Penalty: 840.768982 Iteration 32Q: 3 clusters Score -530661.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -530675.000000 Penalty: 840.768982 Iteration 33Q: 3 clusters Score -530675 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -530684.750000 Penalty: 840.768982 Iteration 34Q: 3 clusters Score -530684.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7915 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -530692.687500 Penalty: 840.768982 Iteration 35Q: 3 clusters Score -530692.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -530703.000000 Penalty: 840.768982 Iteration 36Q: 3 clusters Score -530703 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -530710.687500 Penalty: 840.768982 Iteration 37Q: 3 clusters Score -530710.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -530724.187500 Penalty: 840.768982 Iteration 38Q: 3 clusters Score -530724.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7828 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -530737.250000 Penalty: 840.768982 Iteration 39Q: 3 clusters Score -530737.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -530751.000000 Penalty: 840.768982 Iteration 40F: 3 clusters Score -530751 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -530761.000000 Penalty: 840.768982 Iteration 41Q: 3 clusters Score -530761 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -530763.687500 Penalty: 840.768982 Iteration 42Q: 3 clusters Score -530763.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -530768.562500 Penalty: 840.768982 Iteration 43Q: 3 clusters Score -530768.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -530769.875000 Penalty: 840.768982 Iteration 44Q: 3 clusters Score -530769.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -530771.812500 Penalty: 840.768982 Iteration 45Q: 3 clusters Score -530771.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -530774.625000 Penalty: 840.768982 Iteration 46Q: 3 clusters Score -530774.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -530775.062500 Penalty: 840.768982 Iteration 47Q: 3 clusters Score -530775.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -530774.687500 Penalty: 840.768982 Iteration 48Q: 3 clusters Score -530774.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -530776.125000 Penalty: 840.768982 Iteration 49Q: 3 clusters Score -530776.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -530776.187500 Penalty: 840.768982 Iteration 50Q: 3 clusters Score -530776.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -530774.937500 Penalty: 840.768982 Iteration 51Q: 3 clusters Score -530774.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -530775.375000 Penalty: 840.768982 Iteration 52Q: 3 clusters Score -530775.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -530776.375000 Penalty: 840.768982 Iteration 53Q: 3 clusters Score -530776.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7801 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -530776.375000 Penalty: 840.768982 Iteration 54F: 3 clusters Score -530776.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5624.352051 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5624.352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5402.188477 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5402.188 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5460.044434 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5460.044 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5477.898926 Penalty: 446.380005 Iteration 2F: 3 clusters Score -5477.899 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5480.866699 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -5480.867 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5480.866699 Penalty: 446.380005 Iteration 4F: 3 clusters Score -5480.867 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Entering Unmasked Estep Score: -15039.901367 Penalty: 263.303833 Iteration 0F: 2 clusters Score -15039.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -14674.884766 Penalty: 526.607666 Iteration 0F: 3 clusters Score -14674.88 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14773.090820 Penalty: 526.607666 Iteration 1F: 3 clusters Score -14773.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14812.780273 Penalty: 526.607666 Iteration 2F: 3 clusters Score -14812.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14830.583984 Penalty: 526.607666 Iteration 3Q: 3 clusters Score -14830.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -14839.166992 Penalty: 526.607666 Iteration 4Q: 3 clusters Score -14839.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -14851.619141 Penalty: 526.607666 Iteration 5Q: 3 clusters Score -14851.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -14865.418945 Penalty: 526.607666 Iteration 6Q: 3 clusters Score -14865.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -14869.931641 Penalty: 526.607666 Iteration 7Q: 3 clusters Score -14869.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14872.343750 Penalty: 526.607666 Iteration 8Q: 3 clusters Score -14872.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14872.343750 Penalty: 526.607666 Iteration 9F: 3 clusters Score -14872.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 30347 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 143656 members Mstep: Class 5 contains 2094 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14160 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1744 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 1169 members Mstep: Class 14 contains 64 members Mstep: Class 15 contains 207 members Mstep: Class 16 contains 38736 members Mstep: Class 17 contains 205 members Mstep: Class 19 contains 3058 members Mstep: Class 20 contains 10293 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -24279316.000000 Penalty: 16134.754883 Iteration 79Q: 28 clusters Score -2.427932e+07 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 165 members Mstep: Class 1 contains 32516 members Mstep: Class 2 contains 30412 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 143794 members Mstep: Class 5 contains 2109 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14066 members Mstep: Class 8 contains 129 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1752 members Mstep: Class 12 contains 3922 members Mstep: Class 13 contains 1282 members Mstep: Class 14 contains 63 members Mstep: Class 15 contains 203 members Mstep: Class 16 contains 39281 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3063 members Mstep: Class 20 contains 10287 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 329 members Mstep: Class 23 contains 188 members Mstep: Class 24 contains 211374 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 210 members Mstep: Class 27 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -24279776.000000 Penalty: 16134.754883 Iteration 80F: 28 clusters Score -2.427978e+07 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 32509 members Mstep: Class 2 contains 30275 members Mstep: Class 3 contains 2262 members Mstep: Class 4 contains 143846 members Mstep: Class 5 contains 2119 members Mstep: Class 6 contains 4861 members Mstep: Class 7 contains 13972 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1753 members Mstep: Class 12 contains 3920 members Mstep: Class 13 contains 1363 members Mstep: Class 14 contains 64 members Mstep: Class 15 contains 201 members Mstep: Class 16 contains 39771 members Mstep: Class 17 contains 210 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3047 members Mstep: Class 20 contains 10304 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 332 members Mstep: Class 23 contains 193 members Mstep: Class 24 contains 210989 members Mstep: Class 25 contains 195 members Mstep: Class 26 contains 208 members Mstep: Class 27 contains 603 members Entering Unmasked Estep ConsiderDeletion Score: -24280042.000000 Penalty: 16134.754883 Iteration 81Q: 28 clusters Score -2.428004e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32521 members Mstep: Class 2 contains 30159 members Mstep: Class 3 contains 2257 members Mstep: Class 4 contains 143924 members Mstep: Class 5 contains 2126 members Mstep: Class 6 contains 4846 members Mstep: Class 7 contains 13874 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1756 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1446 members Mstep: Class 14 contains 66 members Mstep: Class 15 contains 199 members Mstep: Class 16 contains 40247 members Mstep: Class 17 contains 208 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 3030 members Mstep: Class 20 contains 10295 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 194 members Mstep: Class 24 contains 210590 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 607 members Entering Unmasked Estep ConsiderDeletion Score: -24280156.000000 Penalty: 16134.754883 Iteration 82Q: 28 clusters Score -2.428016e+07 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32542 members Mstep: Class 2 contains 30057 members Mstep: Class 3 contains 2253 members Mstep: Class 4 contains 143982 members Mstep: Class 5 contains 2134 members Mstep: Class 6 contains 4839 members Mstep: Class 7 contains 13792 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 794 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1755 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1524 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 196 members Mstep: Class 16 contains 40731 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2997 members Mstep: Class 20 contains 10281 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 193 members Mstep: Class 24 contains 210185 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 609 members Entering Unmasked Estep ConsiderDeletion Score: -24280368.000000 Penalty: 16134.754883 Iteration 83Q: 28 clusters Score -2.428037e+07 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32546 members Mstep: Class 2 contains 29954 members Mstep: Class 3 contains 2249 members Mstep: Class 4 contains 144043 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 4828 members Mstep: Class 7 contains 13724 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1754 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1612 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 194 members Mstep: Class 16 contains 41168 members Mstep: Class 17 contains 210 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2969 members Mstep: Class 20 contains 10270 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 192 members Mstep: Class 24 contains 209813 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -24280554.000000 Penalty: 16134.754883 Iteration 84Q: 28 clusters Score -2.428055e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32556 members Mstep: Class 2 contains 29864 members Mstep: Class 3 contains 2246 members Mstep: Class 4 contains 144115 members Mstep: Class 5 contains 2148 members Mstep: Class 6 contains 4818 members Mstep: Class 7 contains 13657 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 797 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1755 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1684 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 193 members Mstep: Class 16 contains 41593 members Mstep: Class 17 contains 206 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2948 members Mstep: Class 20 contains 10251 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 190 members Mstep: Class 24 contains 209437 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 615 members Entering Unmasked Estep ConsiderDeletion Score: -24280620.000000 Penalty: 16134.754883 Iteration 85Q: 28 clusters Score -2.428062e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32578 members Mstep: Class 2 contains 29768 members Mstep: Class 3 contains 2244 members Mstep: Class 4 contains 144188 members Mstep: Class 5 contains 2157 members Mstep: Class 6 contains 4810 members Mstep: Class 7 contains 13580 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 798 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1758 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1766 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 42010 members Mstep: Class 17 contains 203 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2931 members Mstep: Class 20 contains 10221 members Mstep: Class 21 contains 135 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 189 members Mstep: Class 24 contains 209061 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 619 members Entering Unmasked Estep ConsiderDeletion Score: -24280742.000000 Penalty: 16134.754883 Iteration 86Q: 28 clusters Score -2.428074e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32601 members Mstep: Class 2 contains 29680 members Mstep: Class 3 contains 2240 members Mstep: Class 4 contains 144262 members Mstep: Class 5 contains 2165 members Mstep: Class 6 contains 4803 members Mstep: Class 7 contains 13506 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 800 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1760 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1845 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 42357 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2917 members Mstep: Class 20 contains 10193 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 187 members Mstep: Class 24 contains 208744 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24280754.000000 Penalty: 16134.754883 Iteration 87Q: 28 clusters Score -2.428075e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32631 members Mstep: Class 2 contains 29595 members Mstep: Class 3 contains 2235 members Mstep: Class 4 contains 144329 members Mstep: Class 5 contains 2169 members Mstep: Class 6 contains 4795 members Mstep: Class 7 contains 13424 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1762 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1912 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 42703 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2909 members Mstep: Class 20 contains 10172 members Mstep: Class 21 contains 134 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 185 members Mstep: Class 24 contains 208437 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24280822.000000 Penalty: 16134.754883 Iteration 88Q: 28 clusters Score -2.428082e+07 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32652 members Mstep: Class 2 contains 29520 members Mstep: Class 3 contains 2230 members Mstep: Class 4 contains 144403 members Mstep: Class 5 contains 2171 members Mstep: Class 6 contains 4791 members Mstep: Class 7 contains 13334 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 805 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1764 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 1974 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 43031 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2901 members Mstep: Class 20 contains 10158 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 182 members Mstep: Class 24 contains 208144 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24280910.000000 Penalty: 16134.754883 Iteration 89Q: 28 clusters Score -2.428091e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32656 members Mstep: Class 2 contains 29457 members Mstep: Class 3 contains 2224 members Mstep: Class 4 contains 144508 members Mstep: Class 5 contains 2182 members Mstep: Class 6 contains 4790 members Mstep: Class 7 contains 13226 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1769 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2040 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 43338 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2894 members Mstep: Class 20 contains 10160 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 207829 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281026.000000 Penalty: 16134.754883 Iteration 90Q: 28 clusters Score -2.428103e+07 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32651 members Mstep: Class 2 contains 29401 members Mstep: Class 3 contains 2223 members Mstep: Class 4 contains 144623 members Mstep: Class 5 contains 2192 members Mstep: Class 6 contains 4788 members Mstep: Class 7 contains 13125 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1772 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2101 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 43613 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2887 members Mstep: Class 20 contains 10145 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 207552 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281124.000000 Penalty: 16134.754883 Iteration 91Q: 28 clusters Score -2.428112e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32646 members Mstep: Class 2 contains 29342 members Mstep: Class 3 contains 2221 members Mstep: Class 4 contains 144743 members Mstep: Class 5 contains 2209 members Mstep: Class 6 contains 4781 members Mstep: Class 7 contains 13020 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1777 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2155 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 43930 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2878 members Mstep: Class 20 contains 10130 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 207241 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281238.000000 Penalty: 16134.754883 Iteration 92Q: 28 clusters Score -2.428124e+07 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32632 members Mstep: Class 2 contains 29278 members Mstep: Class 3 contains 2219 members Mstep: Class 4 contains 144855 members Mstep: Class 5 contains 2226 members Mstep: Class 6 contains 4779 members Mstep: Class 7 contains 12941 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1777 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2197 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 44235 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2865 members Mstep: Class 20 contains 10113 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 206956 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281330.000000 Penalty: 16134.754883 Iteration 93Q: 28 clusters Score -2.428133e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32615 members Mstep: Class 2 contains 29229 members Mstep: Class 3 contains 2216 members Mstep: Class 4 contains 144971 members Mstep: Class 5 contains 2242 members Mstep: Class 6 contains 4772 members Mstep: Class 7 contains 12861 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1779 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2232 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 44549 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2854 members Mstep: Class 20 contains 10097 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 206656 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281332.000000 Penalty: 16134.754883 Iteration 94Q: 28 clusters Score -2.428133e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32595 members Mstep: Class 2 contains 29175 members Mstep: Class 3 contains 2214 members Mstep: Class 4 contains 145093 members Mstep: Class 5 contains 2255 members Mstep: Class 6 contains 4765 members Mstep: Class 7 contains 12769 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1781 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2263 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 44873 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2845 members Mstep: Class 20 contains 10089 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 206356 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281390.000000 Penalty: 16134.754883 Iteration 95Q: 28 clusters Score -2.428139e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32583 members Mstep: Class 2 contains 29120 members Mstep: Class 3 contains 2213 members Mstep: Class 4 contains 145184 members Mstep: Class 5 contains 2265 members Mstep: Class 6 contains 4761 members Mstep: Class 7 contains 12710 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1783 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2292 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 45196 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2834 members Mstep: Class 20 contains 10063 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 206069 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281478.000000 Penalty: 16134.754883 Iteration 96Q: 28 clusters Score -2.428148e+07 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32566 members Mstep: Class 2 contains 29061 members Mstep: Class 3 contains 2212 members Mstep: Class 4 contains 145287 members Mstep: Class 5 contains 2271 members Mstep: Class 6 contains 4752 members Mstep: Class 7 contains 12657 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1784 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2316 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 45495 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2823 members Mstep: Class 20 contains 10031 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 205817 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281440.000000 Penalty: 16134.754883 Iteration 97Q: 28 clusters Score -2.428144e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32545 members Mstep: Class 2 contains 29013 members Mstep: Class 3 contains 2209 members Mstep: Class 4 contains 145408 members Mstep: Class 5 contains 2273 members Mstep: Class 6 contains 4749 members Mstep: Class 7 contains 12586 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1790 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2336 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 45780 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2815 members Mstep: Class 20 contains 10011 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 205557 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281506.000000 Penalty: 16134.754883 Iteration 98Q: 28 clusters Score -2.428151e+07 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32533 members Mstep: Class 2 contains 28976 members Mstep: Class 3 contains 2204 members Mstep: Class 4 contains 145520 members Mstep: Class 5 contains 2275 members Mstep: Class 6 contains 4744 members Mstep: Class 7 contains 12510 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1795 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2361 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 46049 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2805 members Mstep: Class 20 contains 9994 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 205307 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281548.000000 Penalty: 16134.754883 Iteration 99Q: 28 clusters Score -2.428155e+07 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32527 members Mstep: Class 2 contains 28945 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 145614 members Mstep: Class 5 contains 2279 members Mstep: Class 6 contains 4736 members Mstep: Class 7 contains 12449 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1798 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2381 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 192 members Mstep: Class 16 contains 46308 members Mstep: Class 17 contains 200 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2788 members Mstep: Class 20 contains 9973 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 181 members Mstep: Class 24 contains 205077 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281626.000000 Penalty: 16134.754883 Iteration 100F: 28 clusters Score -2.428163e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 159 members Mstep: Class 1 contains 32523 members Mstep: Class 2 contains 28917 members Mstep: Class 3 contains 2196 members Mstep: Class 4 contains 145693 members Mstep: Class 5 contains 2285 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 12383 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 807 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1801 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2404 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 186 members Mstep: Class 16 contains 46546 members Mstep: Class 17 contains 206 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2775 members Mstep: Class 20 contains 9966 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 180 members Mstep: Class 24 contains 204855 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -24281890.000000 Penalty: 16134.754883 Iteration 101Q: 28 clusters Score -2.428189e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32528 members Mstep: Class 2 contains 28884 members Mstep: Class 3 contains 2192 members Mstep: Class 4 contains 145764 members Mstep: Class 5 contains 2291 members Mstep: Class 6 contains 4736 members Mstep: Class 7 contains 12312 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1805 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2430 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 46732 members Mstep: Class 17 contains 209 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2767 members Mstep: Class 20 contains 9952 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 204683 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 624 members Entering Unmasked Estep ConsiderDeletion Score: -24282242.000000 Penalty: 16134.754883 Iteration 102Q: 28 clusters Score -2.428224e+07 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32543 members Mstep: Class 2 contains 28855 members Mstep: Class 3 contains 2187 members Mstep: Class 4 contains 145830 members Mstep: Class 5 contains 2298 members Mstep: Class 6 contains 4735 members Mstep: Class 7 contains 12238 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1808 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2455 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 46935 members Mstep: Class 17 contains 208 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2754 members Mstep: Class 20 contains 9938 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 204499 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 625 members Entering Unmasked Estep ConsiderDeletion Score: -24282438.000000 Penalty: 16134.754883 Iteration 103Q: 28 clusters Score -2.428244e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32556 members Mstep: Class 2 contains 28825 members Mstep: Class 3 contains 2186 members Mstep: Class 4 contains 145895 members Mstep: Class 5 contains 2302 members Mstep: Class 6 contains 4737 members Mstep: Class 7 contains 12182 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1814 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2480 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 47145 members Mstep: Class 17 contains 205 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2742 members Mstep: Class 20 contains 9911 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 204298 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 628 members Entering Unmasked Estep ConsiderDeletion Score: -24282488.000000 Penalty: 16134.754883 Iteration 104Q: 28 clusters Score -2.428249e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32569 members Mstep: Class 2 contains 28798 members Mstep: Class 3 contains 2184 members Mstep: Class 4 contains 145953 members Mstep: Class 5 contains 2305 members Mstep: Class 6 contains 4736 members Mstep: Class 7 contains 12117 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1816 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2506 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 47345 members Mstep: Class 17 contains 202 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2727 members Mstep: Class 20 contains 9896 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 204120 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 631 members Entering Unmasked Estep ConsiderDeletion Score: -24282510.000000 Penalty: 16134.754883 Iteration 105Q: 28 clusters Score -2.428251e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32579 members Mstep: Class 2 contains 28768 members Mstep: Class 3 contains 2180 members Mstep: Class 4 contains 145996 members Mstep: Class 5 contains 2309 members Mstep: Class 6 contains 4737 members Mstep: Class 7 contains 12065 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1817 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2530 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 47532 members Mstep: Class 17 contains 198 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 9879 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203966 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 635 members Entering Unmasked Estep ConsiderDeletion Score: -24282546.000000 Penalty: 16134.754883 Iteration 106Q: 28 clusters Score -2.428255e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32595 members Mstep: Class 2 contains 28748 members Mstep: Class 3 contains 2177 members Mstep: Class 4 contains 146043 members Mstep: Class 5 contains 2318 members Mstep: Class 6 contains 4730 members Mstep: Class 7 contains 12010 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1816 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2551 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 47691 members Mstep: Class 17 contains 195 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2705 members Mstep: Class 20 contains 9871 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203816 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 638 members Entering Unmasked Estep ConsiderDeletion Score: -24282586.000000 Penalty: 16134.754883 Iteration 107Q: 28 clusters Score -2.428259e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32587 members Mstep: Class 2 contains 28722 members Mstep: Class 3 contains 2175 members Mstep: Class 4 contains 146096 members Mstep: Class 5 contains 2323 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 11976 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 1817 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2568 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 47861 members Mstep: Class 17 contains 192 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2700 members Mstep: Class 20 contains 9846 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203669 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 641 members Entering Unmasked Estep ConsiderDeletion Score: -24282714.000000 Penalty: 16134.754883 Iteration 108Q: 28 clusters Score -2.428271e+07 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32600 members Mstep: Class 2 contains 28700 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146144 members Mstep: Class 5 contains 2333 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11923 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1816 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2582 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48011 members Mstep: Class 17 contains 188 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2695 members Mstep: Class 20 contains 9833 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203535 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 645 members Entering Unmasked Estep ConsiderDeletion Score: -24282774.000000 Penalty: 16134.754883 Iteration 109Q: 28 clusters Score -2.428277e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32611 members Mstep: Class 2 contains 28686 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146213 members Mstep: Class 5 contains 2343 members Mstep: Class 6 contains 4723 members Mstep: Class 7 contains 11854 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1050 members Mstep: Class 11 contains 1818 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2596 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48147 members Mstep: Class 17 contains 187 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2689 members Mstep: Class 20 contains 9818 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203401 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 646 members Entering Unmasked Estep ConsiderDeletion Score: -24282822.000000 Penalty: 16134.754883 Iteration 110Q: 28 clusters Score -2.428282e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32602 members Mstep: Class 2 contains 28666 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146292 members Mstep: Class 5 contains 2347 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11782 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1819 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2611 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48274 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2684 members Mstep: Class 20 contains 9815 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203278 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24282874.000000 Penalty: 16134.754883 Iteration 111Q: 28 clusters Score -2.428287e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32602 members Mstep: Class 2 contains 28644 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146371 members Mstep: Class 5 contains 2354 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11723 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1822 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2628 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48392 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2682 members Mstep: Class 20 contains 9797 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203157 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24282974.000000 Penalty: 16134.754883 Iteration 112Q: 28 clusters Score -2.428297e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32599 members Mstep: Class 2 contains 28618 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146427 members Mstep: Class 5 contains 2362 members Mstep: Class 6 contains 4725 members Mstep: Class 7 contains 11703 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1822 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2639 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48500 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2680 members Mstep: Class 20 contains 9761 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 203062 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24282956.000000 Penalty: 16134.754883 Iteration 113Q: 28 clusters Score -2.428296e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32572 members Mstep: Class 2 contains 28602 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146481 members Mstep: Class 5 contains 2376 members Mstep: Class 6 contains 4725 members Mstep: Class 7 contains 11689 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1825 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2653 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48611 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2679 members Mstep: Class 20 contains 9735 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202950 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24283000.000000 Penalty: 16134.754883 Iteration 114Q: 28 clusters Score -2.4283e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32563 members Mstep: Class 2 contains 28590 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146540 members Mstep: Class 5 contains 2388 members Mstep: Class 6 contains 4723 members Mstep: Class 7 contains 11662 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1826 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2671 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48716 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2677 members Mstep: Class 20 contains 9704 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202838 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24283036.000000 Penalty: 16134.754883 Iteration 115Q: 28 clusters Score -2.428304e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32584 members Mstep: Class 2 contains 28577 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146571 members Mstep: Class 5 contains 2402 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11641 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1827 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2680 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48806 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2676 members Mstep: Class 20 contains 9665 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202745 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24283162.000000 Penalty: 16134.754883 Iteration 116Q: 28 clusters Score -2.428316e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32606 members Mstep: Class 2 contains 28564 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146597 members Mstep: Class 5 contains 2411 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11608 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 1824 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2690 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48880 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2674 members Mstep: Class 20 contains 9640 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202677 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24283232.000000 Penalty: 16134.754883 Iteration 117Q: 28 clusters Score -2.428323e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32623 members Mstep: Class 2 contains 28555 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 146642 members Mstep: Class 5 contains 2417 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11564 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1825 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2699 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 48953 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2671 members Mstep: Class 20 contains 9616 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202606 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24283296.000000 Penalty: 16134.754883 Iteration 118Q: 28 clusters Score -2.42833e+07 nChanged 346 Entering ConstructFrom: Score: -24283296.000000 Penalty: 16134.754883 Entering ConstructFrom: Trying to split cluster 1 (32614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32614 members Entering Unmasked Estep Score: -1558942.625000 Penalty: 472.858612 Iteration 0F: 2 clusters Score -1558943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16248 members Mstep: Class 2 contains 16366 members Entering Unmasked Estep Score: -1537022.500000 Penalty: 945.717224 Iteration 0F: 3 clusters Score -1537022 nChanged 15707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 17491 members Entering Unmasked Estep Score: -1546544.375000 Penalty: 945.717224 Iteration 1F: 3 clusters Score -1546544 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14437 members Mstep: Class 2 contains 18177 members Entering Unmasked Estep Score: -1547294.750000 Penalty: 945.717224 Iteration 2Q: 3 clusters Score -1547295 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Mstep: Class 2 contains 19131 members Entering Unmasked Estep Score: -1548477.500000 Penalty: 945.717224 Iteration 3F: 3 clusters Score -1548478 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 20148 members Entering Unmasked Estep Score: -1550137.000000 Penalty: 945.717224 Iteration 4F: 3 clusters Score -1550137 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 20997 members Entering Unmasked Estep Score: -1551896.750000 Penalty: 945.717224 Iteration 5F: 3 clusters Score -1551897 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 21529 members Entering Unmasked Estep Score: -1552939.875000 Penalty: 945.717224 Iteration 6F: 3 clusters Score -1552940 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10684 members Mstep: Class 2 contains 21930 members Entering Unmasked Estep Score: -1553273.750000 Penalty: 945.717224 Iteration 7Q: 3 clusters Score -1553274 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 22348 members Entering Unmasked Estep Score: -1553409.750000 Penalty: 945.717224 Iteration 8Q: 3 clusters Score -1553410 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 22801 members Entering Unmasked Estep Score: -1553531.875000 Penalty: 945.717224 Iteration 9Q: 3 clusters Score -1553532 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 23286 members Entering Unmasked Estep Score: -1553665.750000 Penalty: 945.717224 Iteration 10Q: 3 clusters Score -1553666 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 23803 members Entering Unmasked Estep Score: -1553822.500000 Penalty: 945.717224 Iteration 11Q: 3 clusters Score -1553822 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8251 members Mstep: Class 2 contains 24363 members Entering Unmasked Estep Score: -1553997.125000 Penalty: 945.717224 Iteration 12Q: 3 clusters Score -1553997 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 24968 members Entering Unmasked Estep Score: -1554211.375000 Penalty: 945.717224 Iteration 13Q: 3 clusters Score -1554211 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 25538 members Entering Unmasked Estep Score: -1554420.500000 Penalty: 945.717224 Iteration 14Q: 3 clusters Score -1554420 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 26158 members Entering Unmasked Estep Score: -1554692.375000 Penalty: 945.717224 Iteration 15Q: 3 clusters Score -1554692 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 26804 members Entering Unmasked Estep Score: -1554999.125000 Penalty: 945.717224 Iteration 16Q: 3 clusters Score -1554999 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 27479 members Entering Unmasked Estep Score: -1555356.125000 Penalty: 945.717224 Iteration 17Q: 3 clusters Score -1555356 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 28114 members Entering Unmasked Estep Score: -1555691.625000 Penalty: 945.717224 Iteration 18Q: 3 clusters Score -1555692 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 28761 members Entering Unmasked Estep Score: -1556068.750000 Penalty: 945.717224 Iteration 19Q: 3 clusters Score -1556069 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 29383 members Entering Unmasked Estep Score: -1556429.750000 Penalty: 945.717224 Iteration 20F: 3 clusters Score -1556430 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 29942 members Entering Unmasked Estep Score: -1556783.250000 Penalty: 945.717224 Iteration 21Q: 3 clusters Score -1556783 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 30445 members Entering Unmasked Estep Score: -1557086.000000 Penalty: 945.717224 Iteration 22Q: 3 clusters Score -1557086 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 30911 members Entering Unmasked Estep Score: -1557358.375000 Penalty: 945.717224 Iteration 23Q: 3 clusters Score -1557358 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 31307 members Entering Unmasked Estep Score: -1557611.750000 Penalty: 945.717224 Iteration 24Q: 3 clusters Score -1557612 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 31670 members Entering Unmasked Estep Score: -1557868.375000 Penalty: 945.717224 Iteration 25Q: 3 clusters Score -1557868 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 31975 members Entering Unmasked Estep Score: -1558095.250000 Penalty: 945.717224 Iteration 26Q: 3 clusters Score -1558095 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 32197 members Entering Unmasked Estep Score: -1558263.000000 Penalty: 945.717224 Iteration 27Q: 3 clusters Score -1558263 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 32329 members Entering Unmasked Estep Score: -1558357.375000 Penalty: 945.717224 Iteration 28Q: 3 clusters Score -1558357 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 32411 members Entering Unmasked Estep Score: -1558426.250000 Penalty: 945.717224 Iteration 29Q: 3 clusters Score -1558426 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 32452 members Entering Unmasked Estep Score: -1558466.125000 Penalty: 945.717224 Iteration 30Q: 3 clusters Score -1558466 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 32479 members Entering Unmasked Estep Score: -1558479.875000 Penalty: 945.717224 Iteration 31Q: 3 clusters Score -1558480 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 32496 members Entering Unmasked Estep Score: -1558496.625000 Penalty: 945.717224 Iteration 32Q: 3 clusters Score -1558497 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 32514 members Entering Unmasked Estep Score: -1558519.375000 Penalty: 945.717224 Iteration 33Q: 3 clusters Score -1558519 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 32523 members Entering Unmasked Estep Score: -1558526.250000 Penalty: 945.717224 Iteration 34Q: 3 clusters Score -1558526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 32527 members Entering Unmasked Estep Score: -1558529.625000 Penalty: 945.717224 Iteration 35Q: 3 clusters Score -1558530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 32530 members Entering Unmasked Estep Score: -1558532.750000 Penalty: 945.717224 Iteration 36Q: 3 clusters Score -1558533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 32531 members Entering Unmasked Estep Score: -1558533.125000 Penalty: 945.717224 Iteration 37Q: 3 clusters Score -1558533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 32531 members Entering Unmasked Estep Score: -1558533.125000 Penalty: 945.717224 Iteration 38F: 3 clusters Score -1558533 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (28546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28546 members Entering Unmasked Estep Score: -1342895.125000 Penalty: 466.796844 Iteration 0F: 2 clusters Score -1342895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -1323948.250000 Penalty: 933.593689 Iteration 0F: 3 clusters Score -1323948 nChanged 13563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12936 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -1331941.000000 Penalty: 933.593689 Iteration 1F: 3 clusters Score -1331941 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 16339 members Entering Unmasked Estep Score: -1332504.625000 Penalty: 933.593689 Iteration 2Q: 3 clusters Score -1332505 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 17296 members Entering Unmasked Estep Score: -1333407.000000 Penalty: 933.593689 Iteration 3F: 3 clusters Score -1333407 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10007 members Mstep: Class 2 contains 18539 members Entering Unmasked Estep Score: -1334783.500000 Penalty: 933.593689 Iteration 4F: 3 clusters Score -1334784 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 19875 members Entering Unmasked Estep Score: -1336524.000000 Penalty: 933.593689 Iteration 5F: 3 clusters Score -1336524 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 21105 members Entering Unmasked Estep Score: -1338340.000000 Penalty: 933.593689 Iteration 6F: 3 clusters Score -1338340 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 22030 members Entering Unmasked Estep Score: -1339625.125000 Penalty: 933.593689 Iteration 7F: 3 clusters Score -1339625 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 22780 members Entering Unmasked Estep Score: -1340377.875000 Penalty: 933.593689 Iteration 8Q: 3 clusters Score -1340378 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 23453 members Entering Unmasked Estep Score: -1340883.375000 Penalty: 933.593689 Iteration 9Q: 3 clusters Score -1340883 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 24033 members Entering Unmasked Estep Score: -1341285.250000 Penalty: 933.593689 Iteration 10Q: 3 clusters Score -1341285 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 24531 members Entering Unmasked Estep Score: -1341623.875000 Penalty: 933.593689 Iteration 11Q: 3 clusters Score -1341624 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 24964 members Entering Unmasked Estep Score: -1341912.500000 Penalty: 933.593689 Iteration 12Q: 3 clusters Score -1341912 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 25345 members Entering Unmasked Estep Score: -1342135.250000 Penalty: 933.593689 Iteration 13Q: 3 clusters Score -1342135 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 25639 members Entering Unmasked Estep Score: -1342305.875000 Penalty: 933.593689 Iteration 14Q: 3 clusters Score -1342306 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 25903 members Entering Unmasked Estep Score: -1342424.625000 Penalty: 933.593689 Iteration 15Q: 3 clusters Score -1342425 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 26117 members Entering Unmasked Estep Score: -1342501.625000 Penalty: 933.593689 Iteration 16Q: 3 clusters Score -1342502 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 26279 members Entering Unmasked Estep Score: -1342556.125000 Penalty: 933.593689 Iteration 17Q: 3 clusters Score -1342556 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 26414 members Entering Unmasked Estep Score: -1342593.625000 Penalty: 933.593689 Iteration 18Q: 3 clusters Score -1342594 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 26542 members Entering Unmasked Estep Score: -1342625.375000 Penalty: 933.593689 Iteration 19Q: 3 clusters Score -1342625 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 26640 members Entering Unmasked Estep Score: -1342657.125000 Penalty: 933.593689 Iteration 20F: 3 clusters Score -1342657 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 26740 members Entering Unmasked Estep Score: -1342684.125000 Penalty: 933.593689 Iteration 21Q: 3 clusters Score -1342684 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 26821 members Entering Unmasked Estep Score: -1342699.375000 Penalty: 933.593689 Iteration 22Q: 3 clusters Score -1342699 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 26878 members Entering Unmasked Estep Score: -1342710.625000 Penalty: 933.593689 Iteration 23Q: 3 clusters Score -1342711 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 26924 members Entering Unmasked Estep Score: -1342718.750000 Penalty: 933.593689 Iteration 24Q: 3 clusters Score -1342719 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 26970 members Entering Unmasked Estep Score: -1342729.000000 Penalty: 933.593689 Iteration 25Q: 3 clusters Score -1342729 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 27024 members Entering Unmasked Estep Score: -1342741.375000 Penalty: 933.593689 Iteration 26Q: 3 clusters Score -1342741 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 27082 members Entering Unmasked Estep Score: -1342756.625000 Penalty: 933.593689 Iteration 27Q: 3 clusters Score -1342757 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 27128 members Entering Unmasked Estep Score: -1342762.750000 Penalty: 933.593689 Iteration 28Q: 3 clusters Score -1342763 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 27162 members Entering Unmasked Estep Score: -1342766.875000 Penalty: 933.593689 Iteration 29Q: 3 clusters Score -1342767 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 27186 members Entering Unmasked Estep Score: -1342772.375000 Penalty: 933.593689 Iteration 30Q: 3 clusters Score -1342772 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 27213 members Entering Unmasked Estep Score: -1342777.000000 Penalty: 933.593689 Iteration 31Q: 3 clusters Score -1342777 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 27232 members Entering Unmasked Estep Score: -1342776.125000 Penalty: 933.593689 Iteration 32Q: 3 clusters Score -1342776 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 27248 members Entering Unmasked Estep Score: -1342776.875000 Penalty: 933.593689 Iteration 33Q: 3 clusters Score -1342777 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 27260 members Entering Unmasked Estep Score: -1342777.375000 Penalty: 933.593689 Iteration 34Q: 3 clusters Score -1342777 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 27274 members Entering Unmasked Estep Score: -1342779.250000 Penalty: 933.593689 Iteration 35Q: 3 clusters Score -1342779 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 27284 members Entering Unmasked Estep Score: -1342779.750000 Penalty: 933.593689 Iteration 36Q: 3 clusters Score -1342780 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 27293 members Entering Unmasked Estep Score: -1342783.625000 Penalty: 933.593689 Iteration 37Q: 3 clusters Score -1342784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 27302 members Entering Unmasked Estep Score: -1342785.375000 Penalty: 933.593689 Iteration 38Q: 3 clusters Score -1342785 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 27310 members Entering Unmasked Estep Score: -1342785.625000 Penalty: 933.593689 Iteration 39Q: 3 clusters Score -1342786 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 27318 members Entering Unmasked Estep Score: -1342785.000000 Penalty: 933.593689 Iteration 40F: 3 clusters Score -1342785 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 27327 members Entering Unmasked Estep Score: -1342784.875000 Penalty: 933.593689 Iteration 41Q: 3 clusters Score -1342785 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 27335 members Entering Unmasked Estep Score: -1342785.250000 Penalty: 933.593689 Iteration 42Q: 3 clusters Score -1342785 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 27345 members Entering Unmasked Estep Score: -1342788.875000 Penalty: 933.593689 Iteration 43Q: 3 clusters Score -1342789 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 27356 members Entering Unmasked Estep Score: -1342791.875000 Penalty: 933.593689 Iteration 44Q: 3 clusters Score -1342792 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 27363 members Entering Unmasked Estep Score: -1342791.500000 Penalty: 933.593689 Iteration 45Q: 3 clusters Score -1342792 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 27371 members Entering Unmasked Estep Score: -1342793.125000 Penalty: 933.593689 Iteration 46Q: 3 clusters Score -1342793 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 27378 members Entering Unmasked Estep Score: -1342796.000000 Penalty: 933.593689 Iteration 47Q: 3 clusters Score -1342796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 27385 members Entering Unmasked Estep Score: -1342797.250000 Penalty: 933.593689 Iteration 48Q: 3 clusters Score -1342797 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 27392 members Entering Unmasked Estep Score: -1342796.750000 Penalty: 933.593689 Iteration 49Q: 3 clusters Score -1342797 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 27396 members Entering Unmasked Estep Score: -1342798.000000 Penalty: 933.593689 Iteration 50Q: 3 clusters Score -1342798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 27401 members Entering Unmasked Estep Score: -1342797.875000 Penalty: 933.593689 Iteration 51Q: 3 clusters Score -1342798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 27404 members Entering Unmasked Estep Score: -1342795.875000 Penalty: 933.593689 Iteration 52Q: 3 clusters Score -1342796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -1342797.375000 Penalty: 933.593689 Iteration 53Q: 3 clusters Score -1342797 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 27406 members Entering Unmasked Estep Score: -1342797.750000 Penalty: 933.593689 Iteration 54Q: 3 clusters Score -1342798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -1342797.375000 Penalty: 933.593689 Iteration 55Q: 3 clusters Score -1342797 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -1342797.375000 Penalty: 933.593689 Iteration 56F: 3 clusters Score -1342797 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Entering Unmasked Estep Score: -96984.218750 Penalty: 349.615814 Iteration 0F: 2 clusters Score -96984.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -95480.195312 Penalty: 699.231628 Iteration 0F: 3 clusters Score -95480.2 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -96086.414062 Penalty: 699.231628 Iteration 1F: 3 clusters Score -96086.41 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -96228.875000 Penalty: 699.231628 Iteration 2F: 3 clusters Score -96228.88 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -96409.992188 Penalty: 699.231628 Iteration 3F: 3 clusters Score -96409.99 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -96583.640625 Penalty: 699.231628 Iteration 4F: 3 clusters Score -96583.64 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -96698.289062 Penalty: 699.231628 Iteration 5F: 3 clusters Score -96698.29 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -96778.695312 Penalty: 699.231628 Iteration 6Q: 3 clusters Score -96778.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -96827.664062 Penalty: 699.231628 Iteration 7Q: 3 clusters Score -96827.66 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -96851.851562 Penalty: 699.231628 Iteration 8Q: 3 clusters Score -96851.85 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -96875.562500 Penalty: 699.231628 Iteration 9Q: 3 clusters Score -96875.56 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -96895.421875 Penalty: 699.231628 Iteration 10Q: 3 clusters Score -96895.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -96907.914062 Penalty: 699.231628 Iteration 11Q: 3 clusters Score -96907.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -96914.039062 Penalty: 699.231628 Iteration 12Q: 3 clusters Score -96914.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -96918.585938 Penalty: 699.231628 Iteration 13Q: 3 clusters Score -96918.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -96924.210938 Penalty: 699.231628 Iteration 14Q: 3 clusters Score -96924.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -96925.281250 Penalty: 699.231628 Iteration 15Q: 3 clusters Score -96925.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -96926.265625 Penalty: 699.231628 Iteration 16Q: 3 clusters Score -96926.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -96927.007812 Penalty: 699.231628 Iteration 17Q: 3 clusters Score -96927.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -96927.625000 Penalty: 699.231628 Iteration 18Q: 3 clusters Score -96927.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -96928.390625 Penalty: 699.231628 Iteration 19Q: 3 clusters Score -96928.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -96928.601562 Penalty: 699.231628 Iteration 20F: 3 clusters Score -96928.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -96928.757812 Penalty: 699.231628 Iteration 21Q: 3 clusters Score -96928.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -96928.882812 Penalty: 699.231628 Iteration 22Q: 3 clusters Score -96928.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -96928.882812 Penalty: 699.231628 Iteration 23F: 3 clusters Score -96928.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (146696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146696 members Entering Unmasked Estep Score: -7423428.500000 Penalty: 541.273376 Iteration 0F: 2 clusters Score -7423428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73205 members Mstep: Class 2 contains 73491 members Entering Unmasked Estep Score: -7330856.500000 Penalty: 1082.546753 Iteration 0F: 3 clusters Score -7330856 nChanged 72038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57953 members Mstep: Class 2 contains 88743 members Entering Unmasked Estep Score: -7379230.500000 Penalty: 1082.546753 Iteration 1F: 3 clusters Score -7379230 nChanged 9043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50750 members Mstep: Class 2 contains 95946 members Entering Unmasked Estep Score: -7383751.500000 Penalty: 1082.546753 Iteration 2F: 3 clusters Score -7383752 nChanged 10228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41766 members Mstep: Class 2 contains 104930 members Entering Unmasked Estep Score: -7390029.500000 Penalty: 1082.546753 Iteration 3F: 3 clusters Score -7390030 nChanged 11520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30926 members Mstep: Class 2 contains 115770 members Entering Unmasked Estep Score: -7397962.000000 Penalty: 1082.546753 Iteration 4F: 3 clusters Score -7397962 nChanged 11519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19745 members Mstep: Class 2 contains 126951 members Entering Unmasked Estep Score: -7406623.000000 Penalty: 1082.546753 Iteration 5F: 3 clusters Score -7406623 nChanged 9261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10574 members Mstep: Class 2 contains 136122 members Entering Unmasked Estep Score: -7414111.500000 Penalty: 1082.546753 Iteration 6F: 3 clusters Score -7414112 nChanged 5769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 141873 members Entering Unmasked Estep Score: -7418952.500000 Penalty: 1082.546753 Iteration 7Q: 3 clusters Score -7418952 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 144810 members Entering Unmasked Estep Score: -7421256.500000 Penalty: 1082.546753 Iteration 8Q: 3 clusters Score -7421256 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 146031 members Entering Unmasked Estep Score: -7422262.000000 Penalty: 1082.546753 Iteration 9Q: 3 clusters Score -7422262 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 146489 members Entering Unmasked Estep Score: -7422719.000000 Penalty: 1082.546753 Iteration 10Q: 3 clusters Score -7422719 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 146625 members Entering Unmasked Estep Score: -7422873.500000 Penalty: 1082.546753 Iteration 11Q: 3 clusters Score -7422874 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 146656 members Entering Unmasked Estep Score: -7422909.500000 Penalty: 1082.546753 Iteration 12Q: 3 clusters Score -7422910 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 146661 members Entering Unmasked Estep Score: -7422922.000000 Penalty: 1082.546753 Iteration 13Q: 3 clusters Score -7422922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 146662 members Entering Unmasked Estep Score: -7422920.000000 Penalty: 1082.546753 Iteration 14Q: 3 clusters Score -7422920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 146663 members Entering Unmasked Estep Score: -7422926.500000 Penalty: 1082.546753 Iteration 15Q: 3 clusters Score -7422926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 146664 members Entering Unmasked Estep Score: -7422924.500000 Penalty: 1082.546753 Iteration 16Q: 3 clusters Score -7422924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 146663 members Entering Unmasked Estep Score: -7422935.000000 Penalty: 1082.546753 Iteration 17Q: 3 clusters Score -7422935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 146662 members Entering Unmasked Estep Score: -7422939.500000 Penalty: 1082.546753 Iteration 18Q: 3 clusters Score -7422940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 146662 members Entering Unmasked Estep Score: -7422939.500000 Penalty: 1082.546753 Iteration 19F: 3 clusters Score -7422940 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Entering Unmasked Estep Score: -115738.773438 Penalty: 354.589417 Iteration 0F: 2 clusters Score -115738.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -114039.039062 Penalty: 709.178833 Iteration 0F: 3 clusters Score -114039 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -114677.304688 Penalty: 709.178833 Iteration 1F: 3 clusters Score -114677.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -114838.562500 Penalty: 709.178833 Iteration 2F: 3 clusters Score -114838.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -114987.515625 Penalty: 709.178833 Iteration 3F: 3 clusters Score -114987.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -115117.093750 Penalty: 709.178833 Iteration 4F: 3 clusters Score -115117.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -115209.367188 Penalty: 709.178833 Iteration 5Q: 3 clusters Score -115209.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -115283.875000 Penalty: 709.178833 Iteration 6Q: 3 clusters Score -115283.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -115395.609375 Penalty: 709.178833 Iteration 7Q: 3 clusters Score -115395.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -115488.273438 Penalty: 709.178833 Iteration 8Q: 3 clusters Score -115488.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -115527.718750 Penalty: 709.178833 Iteration 9Q: 3 clusters Score -115527.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -115547.500000 Penalty: 709.178833 Iteration 10Q: 3 clusters Score -115547.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -115563.351562 Penalty: 709.178833 Iteration 11Q: 3 clusters Score -115563.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -115576.546875 Penalty: 709.178833 Iteration 12Q: 3 clusters Score -115576.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -115589.171875 Penalty: 709.178833 Iteration 13Q: 3 clusters Score -115589.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -115596.523438 Penalty: 709.178833 Iteration 14Q: 3 clusters Score -115596.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -115604.593750 Penalty: 709.178833 Iteration 15Q: 3 clusters Score -115604.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -115610.054688 Penalty: 709.178833 Iteration 16Q: 3 clusters Score -115610.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -115614.015625 Penalty: 709.178833 Iteration 17Q: 3 clusters Score -115614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -115615.625000 Penalty: 709.178833 Iteration 18Q: 3 clusters Score -115615.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -115616.546875 Penalty: 709.178833 Iteration 19Q: 3 clusters Score -115616.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -115616.648438 Penalty: 709.178833 Iteration 20F: 3 clusters Score -115616.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Entering Unmasked Estep Score: -212626.156250 Penalty: 384.967957 Iteration 0F: 2 clusters Score -212626.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -209443.687500 Penalty: 769.935913 Iteration 0F: 3 clusters Score -209443.7 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -210702.750000 Penalty: 769.935913 Iteration 1F: 3 clusters Score -210702.8 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -211192.890625 Penalty: 769.935913 Iteration 2F: 3 clusters Score -211192.9 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -211765.375000 Penalty: 769.935913 Iteration 3F: 3 clusters Score -211765.4 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -212221.921875 Penalty: 769.935913 Iteration 4F: 3 clusters Score -212221.9 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -212500.843750 Penalty: 769.935913 Iteration 5F: 3 clusters Score -212500.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -212606.000000 Penalty: 769.935913 Iteration 6Q: 3 clusters Score -212606 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -212638.468750 Penalty: 769.935913 Iteration 7Q: 3 clusters Score -212638.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -212652.250000 Penalty: 769.935913 Iteration 8Q: 3 clusters Score -212652.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -212660.500000 Penalty: 769.935913 Iteration 9Q: 3 clusters Score -212660.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -212664.125000 Penalty: 769.935913 Iteration 10Q: 3 clusters Score -212664.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -212665.859375 Penalty: 769.935913 Iteration 11Q: 3 clusters Score -212665.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -212667.546875 Penalty: 769.935913 Iteration 12Q: 3 clusters Score -212667.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -212667.656250 Penalty: 769.935913 Iteration 13Q: 3 clusters Score -212667.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -212668.031250 Penalty: 769.935913 Iteration 14Q: 3 clusters Score -212668 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -212668.031250 Penalty: 769.935913 Iteration 15Q: 3 clusters Score -212668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -212667.656250 Penalty: 769.935913 Iteration 16Q: 3 clusters Score -212667.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -212667.656250 Penalty: 769.935913 Iteration 17F: 3 clusters Score -212667.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32614 members Mstep: Class 2 contains 28546 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 146696 members Mstep: Class 5 contains 2424 members Mstep: Class 6 contains 4143 members Mstep: Class 7 contains 11537 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1829 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2708 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49008 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2666 members Mstep: Class 20 contains 9589 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202559 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 583 members Entering Unmasked Estep Score: -24283102.000000 Penalty: 16732.337891 Splitting cluster 6 changes total score from -24283296.000000 to -24283102.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (11537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Entering Unmasked Estep Score: -602704.312500 Penalty: 425.575806 Iteration 0F: 2 clusters Score -602704.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -595008.062500 Penalty: 851.151611 Iteration 0F: 3 clusters Score -595008.1 nChanged 5319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -598050.312500 Penalty: 851.151611 Iteration 1F: 3 clusters Score -598050.3 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -598284.687500 Penalty: 851.151611 Iteration 2F: 3 clusters Score -598284.7 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -598586.937500 Penalty: 851.151611 Iteration 3F: 3 clusters Score -598586.9 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -599039.437500 Penalty: 851.151611 Iteration 4F: 3 clusters Score -599039.4 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 8391 members Entering Unmasked Estep Score: -599645.812500 Penalty: 851.151611 Iteration 5F: 3 clusters Score -599645.8 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -600309.062500 Penalty: 851.151611 Iteration 6F: 3 clusters Score -600309.1 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -600885.375000 Penalty: 851.151611 Iteration 7F: 3 clusters Score -600885.4 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -601285.250000 Penalty: 851.151611 Iteration 8Q: 3 clusters Score -601285.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -601535.875000 Penalty: 851.151611 Iteration 9Q: 3 clusters Score -601535.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 10583 members Entering Unmasked Estep Score: -601720.187500 Penalty: 851.151611 Iteration 10Q: 3 clusters Score -601720.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 10739 members Entering Unmasked Estep Score: -601845.125000 Penalty: 851.151611 Iteration 11Q: 3 clusters Score -601845.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -601939.062500 Penalty: 851.151611 Iteration 12Q: 3 clusters Score -601939.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -602017.187500 Penalty: 851.151611 Iteration 13Q: 3 clusters Score -602017.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 11084 members Entering Unmasked Estep Score: -602081.187500 Penalty: 851.151611 Iteration 14Q: 3 clusters Score -602081.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -602123.250000 Penalty: 851.151611 Iteration 15Q: 3 clusters Score -602123.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 11216 members Entering Unmasked Estep Score: -602168.875000 Penalty: 851.151611 Iteration 16Q: 3 clusters Score -602168.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -602213.125000 Penalty: 851.151611 Iteration 17Q: 3 clusters Score -602213.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 11314 members Entering Unmasked Estep Score: -602245.125000 Penalty: 851.151611 Iteration 18Q: 3 clusters Score -602245.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -602265.937500 Penalty: 851.151611 Iteration 19Q: 3 clusters Score -602265.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 11355 members Entering Unmasked Estep Score: -602275.437500 Penalty: 851.151611 Iteration 20F: 3 clusters Score -602275.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -602281.812500 Penalty: 851.151611 Iteration 21Q: 3 clusters Score -602281.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -602287.437500 Penalty: 851.151611 Iteration 22Q: 3 clusters Score -602287.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -602292.375000 Penalty: 851.151611 Iteration 23Q: 3 clusters Score -602292.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -602295.375000 Penalty: 851.151611 Iteration 24Q: 3 clusters Score -602295.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 11387 members Entering Unmasked Estep Score: -602299.125000 Penalty: 851.151611 Iteration 25Q: 3 clusters Score -602299.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 11391 members Entering Unmasked Estep Score: -602303.250000 Penalty: 851.151611 Iteration 26Q: 3 clusters Score -602303.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -602305.500000 Penalty: 851.151611 Iteration 27Q: 3 clusters Score -602305.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -602309.250000 Penalty: 851.151611 Iteration 28Q: 3 clusters Score -602309.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -602309.937500 Penalty: 851.151611 Iteration 29Q: 3 clusters Score -602309.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 11398 members Entering Unmasked Estep Score: -602309.937500 Penalty: 851.151611 Iteration 30F: 3 clusters Score -602309.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -5994.042969 Penalty: 220.767380 Iteration 0F: 2 clusters Score -5994.043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -5760.502441 Penalty: 441.534760 Iteration 0F: 3 clusters Score -5760.502 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -5804.305664 Penalty: 441.534760 Iteration 1F: 3 clusters Score -5804.306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5808.199219 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -5808.199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5811.807617 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -5811.808 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5811.807617 Penalty: 441.534760 Iteration 4F: 3 clusters Score -5811.808 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Entering Unmasked Estep Score: -32072.111328 Penalty: 304.715057 Iteration 0F: 2 clusters Score -32072.11 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 401 members Entering Unmasked Estep Score: -31392.857422 Penalty: 609.430115 Iteration 0F: 3 clusters Score -31392.86 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -31793.984375 Penalty: 609.430115 Iteration 1F: 3 clusters Score -31793.98 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -32193.541016 Penalty: 609.430115 Iteration 2F: 3 clusters Score -32193.54 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -32454.359375 Penalty: 609.430115 Iteration 3F: 3 clusters Score -32454.36 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -32551.728516 Penalty: 609.430115 Iteration 4F: 3 clusters Score -32551.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -32575.662109 Penalty: 609.430115 Iteration 5Q: 3 clusters Score -32575.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -32582.388672 Penalty: 609.430115 Iteration 6Q: 3 clusters Score -32582.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -32584.132812 Penalty: 609.430115 Iteration 7Q: 3 clusters Score -32584.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -32584.132812 Penalty: 609.430115 Iteration 8F: 3 clusters Score -32584.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32614 members Mstep: Class 2 contains 28546 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 146696 members Mstep: Class 5 contains 2424 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11537 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 631 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1829 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2708 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49008 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2666 members Mstep: Class 20 contains 9589 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202559 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 206 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 179 members Entering Unmasked Estep Score: -24283584.000000 Penalty: 16732.337891 Splitting cluster 9 changes total score from -24283296.000000 to -24283584.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 10 (1048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Entering Unmasked Estep Score: -46986.761719 Penalty: 316.436066 Iteration 0F: 2 clusters Score -46986.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -46146.054688 Penalty: 632.872131 Iteration 0F: 3 clusters Score -46146.05 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -46410.671875 Penalty: 632.872131 Iteration 1F: 3 clusters Score -46410.67 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -46469.347656 Penalty: 632.872131 Iteration 2F: 3 clusters Score -46469.35 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -46544.039062 Penalty: 632.872131 Iteration 3F: 3 clusters Score -46544.04 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -46590.558594 Penalty: 632.872131 Iteration 4F: 3 clusters Score -46590.56 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -46625.660156 Penalty: 632.872131 Iteration 5Q: 3 clusters Score -46625.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -46657.484375 Penalty: 632.872131 Iteration 6Q: 3 clusters Score -46657.48 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -46691.644531 Penalty: 632.872131 Iteration 7Q: 3 clusters Score -46691.64 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -46724.757812 Penalty: 632.872131 Iteration 8Q: 3 clusters Score -46724.76 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -46757.015625 Penalty: 632.872131 Iteration 9Q: 3 clusters Score -46757.02 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -46780.242188 Penalty: 632.872131 Iteration 10Q: 3 clusters Score -46780.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -46792.410156 Penalty: 632.872131 Iteration 11Q: 3 clusters Score -46792.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -46801.890625 Penalty: 632.872131 Iteration 12Q: 3 clusters Score -46801.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -46813.898438 Penalty: 632.872131 Iteration 13Q: 3 clusters Score -46813.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -46817.429688 Penalty: 632.872131 Iteration 14Q: 3 clusters Score -46817.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -46822.554688 Penalty: 632.872131 Iteration 15Q: 3 clusters Score -46822.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -46825.882812 Penalty: 632.872131 Iteration 16Q: 3 clusters Score -46825.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -46827.550781 Penalty: 632.872131 Iteration 17Q: 3 clusters Score -46827.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -46831.332031 Penalty: 632.872131 Iteration 18Q: 3 clusters Score -46831.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -46832.054688 Penalty: 632.872131 Iteration 19Q: 3 clusters Score -46832.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -46833.222656 Penalty: 632.872131 Iteration 20F: 3 clusters Score -46833.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -46834.707031 Penalty: 632.872131 Iteration 21Q: 3 clusters Score -46834.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -46836.394531 Penalty: 632.872131 Iteration 22Q: 3 clusters Score -46836.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -46837.167969 Penalty: 632.872131 Iteration 23Q: 3 clusters Score -46837.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -46837.167969 Penalty: 632.872131 Iteration 24F: 3 clusters Score -46837.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Entering Unmasked Estep Score: -94629.367188 Penalty: 341.774384 Iteration 0F: 2 clusters Score -94629.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -93300.148438 Penalty: 683.548767 Iteration 0F: 3 clusters Score -93300.15 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -93744.445312 Penalty: 683.548767 Iteration 1F: 3 clusters Score -93744.45 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -93845.664062 Penalty: 683.548767 Iteration 2F: 3 clusters Score -93845.66 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -93927.750000 Penalty: 683.548767 Iteration 3F: 3 clusters Score -93927.75 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -93975.375000 Penalty: 683.548767 Iteration 4Q: 3 clusters Score -93975.38 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -94012.859375 Penalty: 683.548767 Iteration 5Q: 3 clusters Score -94012.86 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -94039.468750 Penalty: 683.548767 Iteration 6Q: 3 clusters Score -94039.47 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -94063.750000 Penalty: 683.548767 Iteration 7Q: 3 clusters Score -94063.75 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -94081.726562 Penalty: 683.548767 Iteration 8Q: 3 clusters Score -94081.73 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -94099.820312 Penalty: 683.548767 Iteration 9Q: 3 clusters Score -94099.82 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -94121.578125 Penalty: 683.548767 Iteration 10Q: 3 clusters Score -94121.58 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -94139.695312 Penalty: 683.548767 Iteration 11Q: 3 clusters Score -94139.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -94147.742188 Penalty: 683.548767 Iteration 12Q: 3 clusters Score -94147.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -94152.218750 Penalty: 683.548767 Iteration 13Q: 3 clusters Score -94152.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -94158.554688 Penalty: 683.548767 Iteration 14Q: 3 clusters Score -94158.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -94164.828125 Penalty: 683.548767 Iteration 15Q: 3 clusters Score -94164.83 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -94173.085938 Penalty: 683.548767 Iteration 16Q: 3 clusters Score -94173.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -94180.750000 Penalty: 683.548767 Iteration 17Q: 3 clusters Score -94180.75 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -94185.125000 Penalty: 683.548767 Iteration 18Q: 3 clusters Score -94185.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -94188.421875 Penalty: 683.548767 Iteration 19Q: 3 clusters Score -94188.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -94189.890625 Penalty: 683.548767 Iteration 20F: 3 clusters Score -94189.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -94194.578125 Penalty: 683.548767 Iteration 21Q: 3 clusters Score -94194.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -94200.296875 Penalty: 683.548767 Iteration 22Q: 3 clusters Score -94200.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -94204.312500 Penalty: 683.548767 Iteration 23Q: 3 clusters Score -94204.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -94206.757812 Penalty: 683.548767 Iteration 24Q: 3 clusters Score -94206.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -94208.507812 Penalty: 683.548767 Iteration 25Q: 3 clusters Score -94208.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -94210.820312 Penalty: 683.548767 Iteration 26Q: 3 clusters Score -94210.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -94214.460938 Penalty: 683.548767 Iteration 27Q: 3 clusters Score -94214.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -94220.539062 Penalty: 683.548767 Iteration 28Q: 3 clusters Score -94220.54 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -94230.187500 Penalty: 683.548767 Iteration 29Q: 3 clusters Score -94230.19 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -94238.156250 Penalty: 683.548767 Iteration 30Q: 3 clusters Score -94238.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -94242.734375 Penalty: 683.548767 Iteration 31Q: 3 clusters Score -94242.73 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -94246.992188 Penalty: 683.548767 Iteration 32Q: 3 clusters Score -94246.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -94253.718750 Penalty: 683.548767 Iteration 33Q: 3 clusters Score -94253.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -94257.882812 Penalty: 683.548767 Iteration 34Q: 3 clusters Score -94257.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -94261.804688 Penalty: 683.548767 Iteration 35Q: 3 clusters Score -94261.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -94266.554688 Penalty: 683.548767 Iteration 36Q: 3 clusters Score -94266.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -94269.882812 Penalty: 683.548767 Iteration 37Q: 3 clusters Score -94269.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -94272.164062 Penalty: 683.548767 Iteration 38Q: 3 clusters Score -94272.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -94275.109375 Penalty: 683.548767 Iteration 39Q: 3 clusters Score -94275.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -94279.843750 Penalty: 683.548767 Iteration 40F: 3 clusters Score -94279.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -94285.343750 Penalty: 683.548767 Iteration 41Q: 3 clusters Score -94285.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -94289.664062 Penalty: 683.548767 Iteration 42Q: 3 clusters Score -94289.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -94292.250000 Penalty: 683.548767 Iteration 43Q: 3 clusters Score -94292.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -94296.843750 Penalty: 683.548767 Iteration 44Q: 3 clusters Score -94296.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -94299.929688 Penalty: 683.548767 Iteration 45Q: 3 clusters Score -94299.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -94304.343750 Penalty: 683.548767 Iteration 46Q: 3 clusters Score -94304.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -94309.765625 Penalty: 683.548767 Iteration 47Q: 3 clusters Score -94309.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -94317.390625 Penalty: 683.548767 Iteration 48Q: 3 clusters Score -94317.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -94324.046875 Penalty: 683.548767 Iteration 49Q: 3 clusters Score -94324.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -94330.062500 Penalty: 683.548767 Iteration 50Q: 3 clusters Score -94330.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -94332.148438 Penalty: 683.548767 Iteration 51Q: 3 clusters Score -94332.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -94333.625000 Penalty: 683.548767 Iteration 52Q: 3 clusters Score -94333.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -94336.335938 Penalty: 683.548767 Iteration 53Q: 3 clusters Score -94336.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -94339.585938 Penalty: 683.548767 Iteration 54Q: 3 clusters Score -94339.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -94340.390625 Penalty: 683.548767 Iteration 55Q: 3 clusters Score -94340.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -94341.429688 Penalty: 683.548767 Iteration 56Q: 3 clusters Score -94341.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -94341.796875 Penalty: 683.548767 Iteration 57Q: 3 clusters Score -94341.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -94342.039062 Penalty: 683.548767 Iteration 58Q: 3 clusters Score -94342.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -94342.679688 Penalty: 683.548767 Iteration 59Q: 3 clusters Score -94342.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -94342.960938 Penalty: 683.548767 Iteration 60F: 3 clusters Score -94342.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -94343.156250 Penalty: 683.548767 Iteration 61Q: 3 clusters Score -94343.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -94343.156250 Penalty: 683.548767 Iteration 62F: 3 clusters Score -94343.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Entering Unmasked Estep Score: -195816.406250 Penalty: 376.448425 Iteration 0F: 2 clusters Score -195816.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -193163.406250 Penalty: 752.896851 Iteration 0F: 3 clusters Score -193163.4 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -194185.390625 Penalty: 752.896851 Iteration 1F: 3 clusters Score -194185.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -194339.796875 Penalty: 752.896851 Iteration 2F: 3 clusters Score -194339.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -194540.906250 Penalty: 752.896851 Iteration 3F: 3 clusters Score -194540.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -194759.328125 Penalty: 752.896851 Iteration 4F: 3 clusters Score -194759.3 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -194993.375000 Penalty: 752.896851 Iteration 5F: 3 clusters Score -194993.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -195248.859375 Penalty: 752.896851 Iteration 6F: 3 clusters Score -195248.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -195459.015625 Penalty: 752.896851 Iteration 7F: 3 clusters Score -195459 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -195577.640625 Penalty: 752.896851 Iteration 8Q: 3 clusters Score -195577.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -195627.953125 Penalty: 752.896851 Iteration 9Q: 3 clusters Score -195628 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -195649.218750 Penalty: 752.896851 Iteration 10Q: 3 clusters Score -195649.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -195659.046875 Penalty: 752.896851 Iteration 11Q: 3 clusters Score -195659 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -195664.046875 Penalty: 752.896851 Iteration 12Q: 3 clusters Score -195664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -195666.468750 Penalty: 752.896851 Iteration 13Q: 3 clusters Score -195666.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -195667.375000 Penalty: 752.896851 Iteration 14Q: 3 clusters Score -195667.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -195667.375000 Penalty: 752.896851 Iteration 15F: 3 clusters Score -195667.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Entering Unmasked Estep Score: -144900.000000 Penalty: 359.630432 Iteration 0F: 2 clusters Score -144900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -142976.031250 Penalty: 719.260864 Iteration 0F: 3 clusters Score -142976 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -143608.687500 Penalty: 719.260864 Iteration 1F: 3 clusters Score -143608.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -143689.671875 Penalty: 719.260864 Iteration 2F: 3 clusters Score -143689.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -143799.375000 Penalty: 719.260864 Iteration 3F: 3 clusters Score -143799.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -143930.953125 Penalty: 719.260864 Iteration 4F: 3 clusters Score -143931 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -144070.750000 Penalty: 719.260864 Iteration 5F: 3 clusters Score -144070.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -144237.828125 Penalty: 719.260864 Iteration 6F: 3 clusters Score -144237.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -144378.703125 Penalty: 719.260864 Iteration 7F: 3 clusters Score -144378.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -144467.734375 Penalty: 719.260864 Iteration 8Q: 3 clusters Score -144467.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -144522.359375 Penalty: 719.260864 Iteration 9Q: 3 clusters Score -144522.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -144550.203125 Penalty: 719.260864 Iteration 10Q: 3 clusters Score -144550.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -144565.078125 Penalty: 719.260864 Iteration 11Q: 3 clusters Score -144565.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -144575.203125 Penalty: 719.260864 Iteration 12Q: 3 clusters Score -144575.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -144581.906250 Penalty: 719.260864 Iteration 13Q: 3 clusters Score -144581.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -144587.296875 Penalty: 719.260864 Iteration 14Q: 3 clusters Score -144587.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -144591.281250 Penalty: 719.260864 Iteration 15Q: 3 clusters Score -144591.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -144591.953125 Penalty: 719.260864 Iteration 16Q: 3 clusters Score -144592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -144592.625000 Penalty: 719.260864 Iteration 17Q: 3 clusters Score -144592.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -144592.625000 Penalty: 719.260864 Iteration 18F: 3 clusters Score -144592.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2697.842285 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2697.842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2528.466064 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2528.466 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2559.210938 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2559.211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2562.454102 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2562.454 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2565.549805 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -2565.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -2565.549805 Penalty: 379.869263 Iteration 4F: 3 clusters Score -2565.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -8369.054688 Penalty: 236.531601 Iteration 0F: 2 clusters Score -8369.055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -8089.317871 Penalty: 473.063202 Iteration 0F: 3 clusters Score -8089.318 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -8138.322266 Penalty: 473.063202 Iteration 1F: 3 clusters Score -8138.322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8156.831543 Penalty: 473.063202 Iteration 2F: 3 clusters Score -8156.832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -8161.956055 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -8161.956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -8164.332031 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -8164.332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8165.103516 Penalty: 473.063202 Iteration 5Q: 3 clusters Score -8165.104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8165.103516 Penalty: 473.063202 Iteration 6F: 3 clusters Score -8165.104 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (49008 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49008 members Entering Unmasked Estep Score: -2570455.000000 Penalty: 491.388123 Iteration 0F: 2 clusters Score -2570455 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24454 members Mstep: Class 2 contains 24554 members Entering Unmasked Estep Score: -2537448.250000 Penalty: 982.776245 Iteration 0F: 3 clusters Score -2537448 nChanged 23783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22803 members Mstep: Class 2 contains 26205 members Entering Unmasked Estep Score: -2551524.750000 Penalty: 982.776245 Iteration 1F: 3 clusters Score -2551525 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21875 members Mstep: Class 2 contains 27133 members Entering Unmasked Estep Score: -2552307.000000 Penalty: 982.776245 Iteration 2Q: 3 clusters Score -2552307 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20488 members Mstep: Class 2 contains 28520 members Entering Unmasked Estep Score: -2553586.000000 Penalty: 982.776245 Iteration 3F: 3 clusters Score -2553586 nChanged 3053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18645 members Mstep: Class 2 contains 30363 members Entering Unmasked Estep Score: -2555743.000000 Penalty: 982.776245 Iteration 4F: 3 clusters Score -2555743 nChanged 3522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16461 members Mstep: Class 2 contains 32547 members Entering Unmasked Estep Score: -2558779.500000 Penalty: 982.776245 Iteration 5F: 3 clusters Score -2558780 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14642 members Mstep: Class 2 contains 34366 members Entering Unmasked Estep Score: -2561651.250000 Penalty: 982.776245 Iteration 6F: 3 clusters Score -2561651 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 35674 members Entering Unmasked Estep Score: -2563122.500000 Penalty: 982.776245 Iteration 7F: 3 clusters Score -2563122 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 36806 members Entering Unmasked Estep Score: -2563827.000000 Penalty: 982.776245 Iteration 8Q: 3 clusters Score -2563827 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 37877 members Entering Unmasked Estep Score: -2564292.000000 Penalty: 982.776245 Iteration 9Q: 3 clusters Score -2564292 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 38930 members Entering Unmasked Estep Score: -2564759.250000 Penalty: 982.776245 Iteration 10Q: 3 clusters Score -2564759 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 39993 members Entering Unmasked Estep Score: -2565262.000000 Penalty: 982.776245 Iteration 11Q: 3 clusters Score -2565262 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 41026 members Entering Unmasked Estep Score: -2565759.250000 Penalty: 982.776245 Iteration 12Q: 3 clusters Score -2565759 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6998 members Mstep: Class 2 contains 42010 members Entering Unmasked Estep Score: -2566262.250000 Penalty: 982.776245 Iteration 13Q: 3 clusters Score -2566262 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 42994 members Entering Unmasked Estep Score: -2566809.750000 Penalty: 982.776245 Iteration 14Q: 3 clusters Score -2566810 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 43943 members Entering Unmasked Estep Score: -2567377.250000 Penalty: 982.776245 Iteration 15Q: 3 clusters Score -2567377 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 44846 members Entering Unmasked Estep Score: -2567982.000000 Penalty: 982.776245 Iteration 16Q: 3 clusters Score -2567982 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 45629 members Entering Unmasked Estep Score: -2568530.250000 Penalty: 982.776245 Iteration 17Q: 3 clusters Score -2568530 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 46257 members Entering Unmasked Estep Score: -2568967.250000 Penalty: 982.776245 Iteration 18Q: 3 clusters Score -2568967 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 46754 members Entering Unmasked Estep Score: -2569285.750000 Penalty: 982.776245 Iteration 19Q: 3 clusters Score -2569286 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 47162 members Entering Unmasked Estep Score: -2569516.500000 Penalty: 982.776245 Iteration 20F: 3 clusters Score -2569516 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 47477 members Entering Unmasked Estep Score: -2569720.000000 Penalty: 982.776245 Iteration 21Q: 3 clusters Score -2569720 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 47737 members Entering Unmasked Estep Score: -2569882.750000 Penalty: 982.776245 Iteration 22Q: 3 clusters Score -2569883 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 47923 members Entering Unmasked Estep Score: -2570001.000000 Penalty: 982.776245 Iteration 23Q: 3 clusters Score -2570001 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 48051 members Entering Unmasked Estep Score: -2570061.000000 Penalty: 982.776245 Iteration 24Q: 3 clusters Score -2570061 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 48149 members Entering Unmasked Estep Score: -2570096.500000 Penalty: 982.776245 Iteration 25Q: 3 clusters Score -2570096 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 48225 members Entering Unmasked Estep Score: -2570134.750000 Penalty: 982.776245 Iteration 26Q: 3 clusters Score -2570135 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 48296 members Entering Unmasked Estep Score: -2570180.250000 Penalty: 982.776245 Iteration 27Q: 3 clusters Score -2570180 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 48346 members Entering Unmasked Estep Score: -2570213.000000 Penalty: 982.776245 Iteration 28Q: 3 clusters Score -2570213 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 48381 members Entering Unmasked Estep Score: -2570237.000000 Penalty: 982.776245 Iteration 29Q: 3 clusters Score -2570237 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48410 members Entering Unmasked Estep Score: -2570249.500000 Penalty: 982.776245 Iteration 30Q: 3 clusters Score -2570250 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 48427 members Entering Unmasked Estep Score: -2570262.750000 Penalty: 982.776245 Iteration 31Q: 3 clusters Score -2570263 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 48439 members Entering Unmasked Estep Score: -2570273.000000 Penalty: 982.776245 Iteration 32Q: 3 clusters Score -2570273 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 48456 members Entering Unmasked Estep Score: -2570290.250000 Penalty: 982.776245 Iteration 33Q: 3 clusters Score -2570290 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 48467 members Entering Unmasked Estep Score: -2570306.500000 Penalty: 982.776245 Iteration 34Q: 3 clusters Score -2570306 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 48473 members Entering Unmasked Estep Score: -2570312.250000 Penalty: 982.776245 Iteration 35Q: 3 clusters Score -2570312 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 48476 members Entering Unmasked Estep Score: -2570313.250000 Penalty: 982.776245 Iteration 36Q: 3 clusters Score -2570313 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 48482 members Entering Unmasked Estep Score: -2570318.750000 Penalty: 982.776245 Iteration 37Q: 3 clusters Score -2570319 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 48481 members Entering Unmasked Estep Score: -2570320.000000 Penalty: 982.776245 Iteration 38Q: 3 clusters Score -2570320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 48478 members Entering Unmasked Estep Score: -2570320.500000 Penalty: 982.776245 Iteration 39Q: 3 clusters Score -2570320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 48475 members Entering Unmasked Estep Score: -2570320.000000 Penalty: 982.776245 Iteration 40F: 3 clusters Score -2570320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 48472 members Entering Unmasked Estep Score: -2570319.500000 Penalty: 982.776245 Iteration 41Q: 3 clusters Score -2570320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 48472 members Entering Unmasked Estep Score: -2570320.500000 Penalty: 982.776245 Iteration 42Q: 3 clusters Score -2570320 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 48471 members Entering Unmasked Estep Score: -2570321.250000 Penalty: 982.776245 Iteration 43Q: 3 clusters Score -2570321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 48469 members Entering Unmasked Estep Score: -2570322.500000 Penalty: 982.776245 Iteration 44Q: 3 clusters Score -2570322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 48468 members Entering Unmasked Estep Score: -2570321.500000 Penalty: 982.776245 Iteration 45Q: 3 clusters Score -2570322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 48464 members Entering Unmasked Estep Score: -2570321.000000 Penalty: 982.776245 Iteration 46Q: 3 clusters Score -2570321 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 48459 members Entering Unmasked Estep Score: -2570322.000000 Penalty: 982.776245 Iteration 47Q: 3 clusters Score -2570322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 48456 members Entering Unmasked Estep Score: -2570324.750000 Penalty: 982.776245 Iteration 48Q: 3 clusters Score -2570325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 48455 members Entering Unmasked Estep Score: -2570325.000000 Penalty: 982.776245 Iteration 49Q: 3 clusters Score -2570325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 48454 members Entering Unmasked Estep Score: -2570324.500000 Penalty: 982.776245 Iteration 50Q: 3 clusters Score -2570324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 48454 members Entering Unmasked Estep Score: -2570324.500000 Penalty: 982.776245 Iteration 51F: 3 clusters Score -2570324 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Entering Unmasked Estep Score: -7581.053223 Penalty: 237.771469 Iteration 0F: 2 clusters Score -7581.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7307.591309 Penalty: 475.542938 Iteration 0F: 3 clusters Score -7307.591 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7391.670410 Penalty: 475.542938 Iteration 1F: 3 clusters Score -7391.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -7409.277832 Penalty: 475.542938 Iteration 2F: 3 clusters Score -7409.278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -7420.646484 Penalty: 475.542938 Iteration 3F: 3 clusters Score -7420.646 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7430.087402 Penalty: 475.542938 Iteration 4Q: 3 clusters Score -7430.087 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -7448.327148 Penalty: 475.542938 Iteration 5Q: 3 clusters Score -7448.327 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7465.413086 Penalty: 475.542938 Iteration 6Q: 3 clusters Score -7465.413 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7491.616211 Penalty: 475.542938 Iteration 7Q: 3 clusters Score -7491.616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7518.145020 Penalty: 475.542938 Iteration 8Q: 3 clusters Score -7518.145 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -7555.713867 Penalty: 475.542938 Iteration 9Q: 3 clusters Score -7555.714 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -7561.598633 Penalty: 475.542938 Iteration 10Q: 3 clusters Score -7561.599 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7565.363770 Penalty: 475.542938 Iteration 11Q: 3 clusters Score -7565.364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7565.363770 Penalty: 475.542938 Iteration 12F: 3 clusters Score -7565.364 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -19923.736328 Penalty: 276.948242 Iteration 0F: 2 clusters Score -19923.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -19465.474609 Penalty: 553.896484 Iteration 0F: 3 clusters Score -19465.47 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -19588.822266 Penalty: 553.896484 Iteration 1F: 3 clusters Score -19588.82 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -19638.974609 Penalty: 553.896484 Iteration 2F: 3 clusters Score -19638.97 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -19665.400391 Penalty: 553.896484 Iteration 3F: 3 clusters Score -19665.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -19686.753906 Penalty: 553.896484 Iteration 4F: 3 clusters Score -19686.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -19698.281250 Penalty: 553.896484 Iteration 5Q: 3 clusters Score -19698.28 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -19715.148438 Penalty: 553.896484 Iteration 6Q: 3 clusters Score -19715.15 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -19732.339844 Penalty: 553.896484 Iteration 7Q: 3 clusters Score -19732.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -19746.037109 Penalty: 553.896484 Iteration 8Q: 3 clusters Score -19746.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -19772.212891 Penalty: 553.896484 Iteration 9F: 3 clusters Score -19772.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -19792.822266 Penalty: 553.896484 Iteration 10F: 3 clusters Score -19792.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -19810.355469 Penalty: 553.896484 Iteration 11Q: 3 clusters Score -19810.36 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -19828.232422 Penalty: 553.896484 Iteration 12Q: 3 clusters Score -19828.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -19851.085938 Penalty: 553.896484 Iteration 13Q: 3 clusters Score -19851.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -19870.125000 Penalty: 553.896484 Iteration 14Q: 3 clusters Score -19870.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -19883.683594 Penalty: 553.896484 Iteration 15Q: 3 clusters Score -19883.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -19894.554688 Penalty: 553.896484 Iteration 16Q: 3 clusters Score -19894.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -19900.357422 Penalty: 553.896484 Iteration 17Q: 3 clusters Score -19900.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -19904.255859 Penalty: 553.896484 Iteration 18Q: 3 clusters Score -19904.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -19906.076172 Penalty: 553.896484 Iteration 19Q: 3 clusters Score -19906.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -19909.468750 Penalty: 553.896484 Iteration 20F: 3 clusters Score -19909.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -19911.197266 Penalty: 553.896484 Iteration 21Q: 3 clusters Score -19911.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -19912.917969 Penalty: 553.896484 Iteration 22Q: 3 clusters Score -19912.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -19912.917969 Penalty: 553.896484 Iteration 23F: 3 clusters Score -19912.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Entering Unmasked Estep Score: -140445.796875 Penalty: 358.919220 Iteration 0F: 2 clusters Score -140445.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -138591.109375 Penalty: 717.838440 Iteration 0F: 3 clusters Score -138591.1 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -139288.296875 Penalty: 717.838440 Iteration 1F: 3 clusters Score -139288.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -139418.046875 Penalty: 717.838440 Iteration 2F: 3 clusters Score -139418 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -139552.500000 Penalty: 717.838440 Iteration 3F: 3 clusters Score -139552.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -139699.093750 Penalty: 717.838440 Iteration 4F: 3 clusters Score -139699.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -139828.484375 Penalty: 717.838440 Iteration 5F: 3 clusters Score -139828.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -139932.296875 Penalty: 717.838440 Iteration 6F: 3 clusters Score -139932.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -140007.437500 Penalty: 717.838440 Iteration 7Q: 3 clusters Score -140007.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -140034.531250 Penalty: 717.838440 Iteration 8Q: 3 clusters Score -140034.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -140050.984375 Penalty: 717.838440 Iteration 9Q: 3 clusters Score -140051 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -140062.984375 Penalty: 717.838440 Iteration 10Q: 3 clusters Score -140063 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -140070.609375 Penalty: 717.838440 Iteration 11Q: 3 clusters Score -140070.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -140075.812500 Penalty: 717.838440 Iteration 12Q: 3 clusters Score -140075.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -140080.859375 Penalty: 717.838440 Iteration 13Q: 3 clusters Score -140080.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -140086.203125 Penalty: 717.838440 Iteration 14Q: 3 clusters Score -140086.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -140090.796875 Penalty: 717.838440 Iteration 15Q: 3 clusters Score -140090.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -140092.843750 Penalty: 717.838440 Iteration 16Q: 3 clusters Score -140092.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -140093.515625 Penalty: 717.838440 Iteration 17Q: 3 clusters Score -140093.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -140094.453125 Penalty: 717.838440 Iteration 18Q: 3 clusters Score -140094.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -140095.140625 Penalty: 717.838440 Iteration 19Q: 3 clusters Score -140095.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -140095.671875 Penalty: 717.838440 Iteration 20F: 3 clusters Score -140095.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -140096.234375 Penalty: 717.838440 Iteration 21Q: 3 clusters Score -140096.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -140097.546875 Penalty: 717.838440 Iteration 22Q: 3 clusters Score -140097.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -140098.656250 Penalty: 717.838440 Iteration 23Q: 3 clusters Score -140098.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -140099.218750 Penalty: 717.838440 Iteration 24Q: 3 clusters Score -140099.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -140099.890625 Penalty: 717.838440 Iteration 25Q: 3 clusters Score -140099.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -140100.171875 Penalty: 717.838440 Iteration 26Q: 3 clusters Score -140100.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -140100.500000 Penalty: 717.838440 Iteration 27Q: 3 clusters Score -140100.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -140101.328125 Penalty: 717.838440 Iteration 28Q: 3 clusters Score -140101.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -140101.906250 Penalty: 717.838440 Iteration 29Q: 3 clusters Score -140101.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -140102.718750 Penalty: 717.838440 Iteration 30Q: 3 clusters Score -140102.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -140103.500000 Penalty: 717.838440 Iteration 31Q: 3 clusters Score -140103.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -140104.406250 Penalty: 717.838440 Iteration 32Q: 3 clusters Score -140104.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -140105.218750 Penalty: 717.838440 Iteration 33Q: 3 clusters Score -140105.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -140106.359375 Penalty: 717.838440 Iteration 34Q: 3 clusters Score -140106.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -140106.953125 Penalty: 717.838440 Iteration 35Q: 3 clusters Score -140107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -140107.453125 Penalty: 717.838440 Iteration 36Q: 3 clusters Score -140107.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -140107.968750 Penalty: 717.838440 Iteration 37Q: 3 clusters Score -140108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -140108.375000 Penalty: 717.838440 Iteration 38Q: 3 clusters Score -140108.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -140108.359375 Penalty: 717.838440 Iteration 39Q: 3 clusters Score -140108.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -140109.843750 Penalty: 717.838440 Iteration 40F: 3 clusters Score -140109.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -140111.453125 Penalty: 717.838440 Iteration 41Q: 3 clusters Score -140111.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -140114.296875 Penalty: 717.838440 Iteration 42Q: 3 clusters Score -140114.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -140120.671875 Penalty: 717.838440 Iteration 43Q: 3 clusters Score -140120.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -140128.890625 Penalty: 717.838440 Iteration 44Q: 3 clusters Score -140128.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -140134.718750 Penalty: 717.838440 Iteration 45Q: 3 clusters Score -140134.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -140137.296875 Penalty: 717.838440 Iteration 46Q: 3 clusters Score -140137.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -140142.593750 Penalty: 717.838440 Iteration 47Q: 3 clusters Score -140142.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -140145.671875 Penalty: 717.838440 Iteration 48Q: 3 clusters Score -140145.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -140149.671875 Penalty: 717.838440 Iteration 49Q: 3 clusters Score -140149.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -140151.796875 Penalty: 717.838440 Iteration 50Q: 3 clusters Score -140151.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -140153.421875 Penalty: 717.838440 Iteration 51Q: 3 clusters Score -140153.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -140154.593750 Penalty: 717.838440 Iteration 52Q: 3 clusters Score -140154.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -140154.984375 Penalty: 717.838440 Iteration 53Q: 3 clusters Score -140155 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -140155.406250 Penalty: 717.838440 Iteration 54Q: 3 clusters Score -140155.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -140155.765625 Penalty: 717.838440 Iteration 55Q: 3 clusters Score -140155.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -140155.937500 Penalty: 717.838440 Iteration 56Q: 3 clusters Score -140155.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -140155.937500 Penalty: 717.838440 Iteration 57F: 3 clusters Score -140155.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Entering Unmasked Estep Score: -496393.687500 Penalty: 417.160919 Iteration 0F: 2 clusters Score -496393.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -490103.750000 Penalty: 834.321838 Iteration 0F: 3 clusters Score -490103.8 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -492530.437500 Penalty: 834.321838 Iteration 1F: 3 clusters Score -492530.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -492618.468750 Penalty: 834.321838 Iteration 2Q: 3 clusters Score -492618.5 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -492692.000000 Penalty: 834.321838 Iteration 3Q: 3 clusters Score -492692 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -492753.562500 Penalty: 834.321838 Iteration 4Q: 3 clusters Score -492753.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -492812.625000 Penalty: 834.321838 Iteration 5Q: 3 clusters Score -492812.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -492874.281250 Penalty: 834.321838 Iteration 6Q: 3 clusters Score -492874.3 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -492957.531250 Penalty: 834.321838 Iteration 7Q: 3 clusters Score -492957.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -493075.937500 Penalty: 834.321838 Iteration 8Q: 3 clusters Score -493075.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -493265.375000 Penalty: 834.321838 Iteration 9Q: 3 clusters Score -493265.4 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -493537.968750 Penalty: 834.321838 Iteration 10Q: 3 clusters Score -493538 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -493917.125000 Penalty: 834.321838 Iteration 11Q: 3 clusters Score -493917.1 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -494327.406250 Penalty: 834.321838 Iteration 12F: 3 clusters Score -494327.4 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -494715.218750 Penalty: 834.321838 Iteration 13Q: 3 clusters Score -494715.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -494988.468750 Penalty: 834.321838 Iteration 14Q: 3 clusters Score -494988.5 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -495200.687500 Penalty: 834.321838 Iteration 15Q: 3 clusters Score -495200.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -495348.031250 Penalty: 834.321838 Iteration 16Q: 3 clusters Score -495348 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -495481.218750 Penalty: 834.321838 Iteration 17Q: 3 clusters Score -495481.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -495584.906250 Penalty: 834.321838 Iteration 18Q: 3 clusters Score -495584.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -495669.531250 Penalty: 834.321838 Iteration 19Q: 3 clusters Score -495669.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -495746.968750 Penalty: 834.321838 Iteration 20F: 3 clusters Score -495747 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -495802.906250 Penalty: 834.321838 Iteration 21Q: 3 clusters Score -495802.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -495863.093750 Penalty: 834.321838 Iteration 22Q: 3 clusters Score -495863.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -495911.156250 Penalty: 834.321838 Iteration 23Q: 3 clusters Score -495911.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -495950.875000 Penalty: 834.321838 Iteration 24Q: 3 clusters Score -495950.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -495971.031250 Penalty: 834.321838 Iteration 25Q: 3 clusters Score -495971 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -495985.593750 Penalty: 834.321838 Iteration 26Q: 3 clusters Score -495985.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -495996.000000 Penalty: 834.321838 Iteration 27Q: 3 clusters Score -495996 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9353 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -496005.375000 Penalty: 834.321838 Iteration 28Q: 3 clusters Score -496005.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -496011.625000 Penalty: 834.321838 Iteration 29Q: 3 clusters Score -496011.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -496017.968750 Penalty: 834.321838 Iteration 30Q: 3 clusters Score -496018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -496020.906250 Penalty: 834.321838 Iteration 31Q: 3 clusters Score -496020.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -496023.875000 Penalty: 834.321838 Iteration 32Q: 3 clusters Score -496023.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -496029.281250 Penalty: 834.321838 Iteration 33Q: 3 clusters Score -496029.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -496034.812500 Penalty: 834.321838 Iteration 34Q: 3 clusters Score -496034.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -496044.156250 Penalty: 834.321838 Iteration 35Q: 3 clusters Score -496044.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -496054.562500 Penalty: 834.321838 Iteration 36Q: 3 clusters Score -496054.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -496058.968750 Penalty: 834.321838 Iteration 37Q: 3 clusters Score -496059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -496061.468750 Penalty: 834.321838 Iteration 38Q: 3 clusters Score -496061.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -496062.937500 Penalty: 834.321838 Iteration 39Q: 3 clusters Score -496062.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -496063.000000 Penalty: 834.321838 Iteration 40F: 3 clusters Score -496063 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -5536.338379 Penalty: 222.510880 Iteration 0F: 2 clusters Score -5536.338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5316.292480 Penalty: 445.021759 Iteration 0F: 3 clusters Score -5316.292 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5374.220703 Penalty: 445.021759 Iteration 1F: 3 clusters Score -5374.221 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -5387.320801 Penalty: 445.021759 Iteration 2F: 3 clusters Score -5387.321 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -5399.938477 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -5399.938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -5402.753418 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -5402.753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -5404.483398 Penalty: 445.021759 Iteration 5Q: 3 clusters Score -5404.483 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -5404.483398 Penalty: 445.021759 Iteration 6F: 3 clusters Score -5404.483 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -15372.292969 Penalty: 264.406921 Iteration 0F: 2 clusters Score -15372.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -15015.094727 Penalty: 528.813843 Iteration 0F: 3 clusters Score -15015.09 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -15103.629883 Penalty: 528.813843 Iteration 1F: 3 clusters Score -15103.63 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -15130.601562 Penalty: 528.813843 Iteration 2F: 3 clusters Score -15130.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -15144.587891 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -15144.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -15152.014648 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -15152.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -15158.461914 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -15158.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -15173.136719 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -15173.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -15190.394531 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -15190.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -15200.131836 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -15200.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -15204.517578 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -15204.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -15206.259766 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -15206.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -15207.033203 Penalty: 528.813843 Iteration 11Q: 3 clusters Score -15207.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -15207.406250 Penalty: 528.813843 Iteration 12Q: 3 clusters Score -15207.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -15207.406250 Penalty: 528.813843 Iteration 13F: 3 clusters Score -15207.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Entering Unmasked Estep Score: -6958.231445 Penalty: 235.771164 Iteration 0F: 2 clusters Score -6958.231 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -6721.528809 Penalty: 471.542328 Iteration 0F: 3 clusters Score -6721.529 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6764.029297 Penalty: 471.542328 Iteration 1F: 3 clusters Score -6764.029 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6772.095703 Penalty: 471.542328 Iteration 2Q: 3 clusters Score -6772.096 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6779.464355 Penalty: 471.542328 Iteration 3Q: 3 clusters Score -6779.464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -6784.392578 Penalty: 471.542328 Iteration 4Q: 3 clusters Score -6784.393 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6796.161621 Penalty: 471.542328 Iteration 5Q: 3 clusters Score -6796.162 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -6798.119629 Penalty: 471.542328 Iteration 6Q: 3 clusters Score -6798.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6802.016602 Penalty: 471.542328 Iteration 7Q: 3 clusters Score -6802.017 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6802.016602 Penalty: 471.542328 Iteration 8F: 3 clusters Score -6802.017 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (202559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202559 members Entering Unmasked Estep Score: -9967869.000000 Penalty: 555.954773 Iteration 0F: 2 clusters Score -9967869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101352 members Mstep: Class 2 contains 101207 members Entering Unmasked Estep Score: -9832231.000000 Penalty: 1111.909546 Iteration 0F: 3 clusters Score -9832231 nChanged 99742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98956 members Mstep: Class 2 contains 103603 members Entering Unmasked Estep Score: -9895409.000000 Penalty: 1111.909546 Iteration 1F: 3 clusters Score -9895409 nChanged 8531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98449 members Mstep: Class 2 contains 104110 members Entering Unmasked Estep Score: -9898991.000000 Penalty: 1111.909546 Iteration 2Q: 3 clusters Score -9898991 nChanged 9892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98201 members Mstep: Class 2 contains 104358 members Entering Unmasked Estep Score: -9904120.000000 Penalty: 1111.909546 Iteration 3Q: 3 clusters Score -9904120 nChanged 11518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98111 members Mstep: Class 2 contains 104448 members Entering Unmasked Estep Score: -9911803.000000 Penalty: 1111.909546 Iteration 4F: 3 clusters Score -9911803 nChanged 12884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98277 members Mstep: Class 2 contains 104282 members Entering Unmasked Estep Score: -9921256.000000 Penalty: 1111.909546 Iteration 5F: 3 clusters Score -9921256 nChanged 12201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98550 members Mstep: Class 2 contains 104009 members Entering Unmasked Estep Score: -9928092.000000 Penalty: 1111.909546 Iteration 6F: 3 clusters Score -9928092 nChanged 8660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98662 members Mstep: Class 2 contains 103897 members Entering Unmasked Estep Score: -9931122.000000 Penalty: 1111.909546 Iteration 7Q: 3 clusters Score -9931122 nChanged 4987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98695 members Mstep: Class 2 contains 103864 members Entering Unmasked Estep Score: -9931956.000000 Penalty: 1111.909546 Iteration 8Q: 3 clusters Score -9931956 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98755 members Mstep: Class 2 contains 103804 members Entering Unmasked Estep Score: -9932322.000000 Penalty: 1111.909546 Iteration 9Q: 3 clusters Score -9932322 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98808 members Mstep: Class 2 contains 103751 members Entering Unmasked Estep Score: -9932601.000000 Penalty: 1111.909546 Iteration 10Q: 3 clusters Score -9932601 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98925 members Mstep: Class 2 contains 103634 members Entering Unmasked Estep 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members Entering Unmasked Estep Score: -9933854.000000 Penalty: 1111.909546 Iteration 15Q: 3 clusters Score -9933854 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99331 members Mstep: Class 2 contains 103228 members Entering Unmasked Estep Score: -9934026.000000 Penalty: 1111.909546 Iteration 16Q: 3 clusters Score -9934026 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99388 members Mstep: Class 2 contains 103171 members Entering Unmasked Estep Score: -9934197.000000 Penalty: 1111.909546 Iteration 17Q: 3 clusters Score -9934197 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99343 members Mstep: Class 2 contains 103216 members Entering Unmasked Estep Score: -9934329.000000 Penalty: 1111.909546 Iteration 18Q: 3 clusters Score -9934329 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99261 members Mstep: Class 2 contains 103298 members Entering Unmasked Estep Score: -9934496.000000 Penalty: 1111.909546 Iteration 19Q: 3 clusters Score -9934496 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99121 members Mstep: Class 2 contains 103438 members Entering Unmasked Estep Score: -9934631.000000 Penalty: 1111.909546 Iteration 20F: 3 clusters Score -9934631 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98999 members Mstep: Class 2 contains 103560 members Entering Unmasked Estep Score: -9934820.000000 Penalty: 1111.909546 Iteration 21Q: 3 clusters Score -9934820 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98862 members Mstep: Class 2 contains 103697 members Entering Unmasked Estep Score: -9934980.000000 Penalty: 1111.909546 Iteration 22Q: 3 clusters Score -9934980 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98681 members Mstep: Class 2 contains 103878 members Entering Unmasked Estep Score: -9935129.000000 Penalty: 1111.909546 Iteration 23Q: 3 clusters Score -9935129 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98402 members Mstep: Class 2 contains 104157 members Entering Unmasked Estep Score: -9935281.000000 Penalty: 1111.909546 Iteration 24Q: 3 clusters Score -9935281 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98042 members Mstep: Class 2 contains 104517 members Entering Unmasked Estep Score: -9935361.000000 Penalty: 1111.909546 Iteration 25Q: 3 clusters Score -9935361 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97673 members Mstep: Class 2 contains 104886 members Entering Unmasked Estep Score: -9935435.000000 Penalty: 1111.909546 Iteration 26Q: 3 clusters Score -9935435 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97227 members Mstep: Class 2 contains 105332 members Entering Unmasked Estep Score: -9935526.000000 Penalty: 1111.909546 Iteration 27Q: 3 clusters Score -9935526 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96719 members Mstep: Class 2 contains 105840 members Entering Unmasked Estep Score: -9935581.000000 Penalty: 1111.909546 Iteration 28Q: 3 clusters Score -9935581 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96126 members Mstep: Class 2 contains 106433 members Entering Unmasked Estep Score: -9935725.000000 Penalty: 1111.909546 Iteration 29Q: 3 clusters Score -9935725 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95474 members Mstep: Class 2 contains 107085 members Entering Unmasked Estep Score: -9935851.000000 Penalty: 1111.909546 Iteration 30Q: 3 clusters Score -9935851 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94769 members Mstep: Class 2 contains 107790 members Entering Unmasked Estep Score: -9935941.000000 Penalty: 1111.909546 Iteration 31Q: 3 clusters Score -9935941 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94026 members Mstep: Class 2 contains 108533 members Entering Unmasked Estep Score: -9936064.000000 Penalty: 1111.909546 Iteration 32Q: 3 clusters Score -9936064 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93225 members Mstep: Class 2 contains 109334 members Entering Unmasked Estep Score: -9936207.000000 Penalty: 1111.909546 Iteration 33Q: 3 clusters Score -9936207 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92313 members Mstep: Class 2 contains 110246 members Entering Unmasked Estep Score: -9936406.000000 Penalty: 1111.909546 Iteration 34Q: 3 clusters Score -9936406 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91289 members Mstep: Class 2 contains 111270 members Entering Unmasked Estep Score: -9936499.000000 Penalty: 1111.909546 Iteration 35Q: 3 clusters Score -9936499 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90156 members Mstep: Class 2 contains 112403 members Entering Unmasked Estep Score: -9936593.000000 Penalty: 1111.909546 Iteration 36Q: 3 clusters Score -9936593 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88913 members Mstep: Class 2 contains 113646 members Entering Unmasked Estep Score: -9936758.000000 Penalty: 1111.909546 Iteration 37Q: 3 clusters Score -9936758 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87621 members Mstep: Class 2 contains 114938 members Entering Unmasked Estep Score: -9936970.000000 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Unmasked Estep Score: -9937851.000000 Penalty: 1111.909546 Iteration 42Q: 3 clusters Score -9937851 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79762 members Mstep: Class 2 contains 122797 members Entering Unmasked Estep Score: -9938092.000000 Penalty: 1111.909546 Iteration 43Q: 3 clusters Score -9938092 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77789 members Mstep: Class 2 contains 124770 members Entering Unmasked Estep Score: -9938366.000000 Penalty: 1111.909546 Iteration 44Q: 3 clusters Score -9938366 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75709 members Mstep: Class 2 contains 126850 members Entering Unmasked Estep Score: -9938688.000000 Penalty: 1111.909546 Iteration 45Q: 3 clusters Score -9938688 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73489 members Mstep: Class 2 contains 129070 members Entering Unmasked Estep Score: -9939165.000000 Penalty: 1111.909546 Iteration 46Q: 3 clusters Score -9939165 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71071 members Mstep: Class 2 contains 131488 members Entering Unmasked Estep Score: -9939680.000000 Penalty: 1111.909546 Iteration 47Q: 3 clusters Score -9939680 nChanged 2536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68539 members Mstep: Class 2 contains 134020 members Entering Unmasked Estep Score: -9940250.000000 Penalty: 1111.909546 Iteration 48Q: 3 clusters Score -9940250 nChanged 2679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65860 members Mstep: Class 2 contains 136699 members Entering Unmasked Estep Score: -9940892.000000 Penalty: 1111.909546 Iteration 49Q: 3 clusters Score -9940892 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63133 members Mstep: Class 2 contains 139426 members Entering Unmasked Estep Score: -9941553.000000 Penalty: 1111.909546 Iteration 50Q: 3 clusters Score -9941553 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60315 members Mstep: Class 2 contains 142244 members Entering Unmasked Estep Score: -9942262.000000 Penalty: 1111.909546 Iteration 51Q: 3 clusters Score -9942262 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57444 members Mstep: Class 2 contains 145115 members Entering Unmasked Estep Score: -9942971.000000 Penalty: 1111.909546 Iteration 52Q: 3 clusters Score -9942971 nChanged 3065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54379 members Mstep: Class 2 contains 148180 members Entering Unmasked Estep Score: -9943845.000000 Penalty: 1111.909546 Iteration 53Q: 3 clusters Score -9943845 nChanged 3202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51177 members Mstep: Class 2 contains 151382 members Entering Unmasked Estep Score: -9944808.000000 Penalty: 1111.909546 Iteration 54Q: 3 clusters Score -9944808 nChanged 3203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47974 members Mstep: Class 2 contains 154585 members Entering Unmasked Estep Score: -9945772.000000 Penalty: 1111.909546 Iteration 55Q: 3 clusters Score -9945772 nChanged 3197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44777 members Mstep: Class 2 contains 157782 members Entering Unmasked Estep Score: -9946899.000000 Penalty: 1111.909546 Iteration 56Q: 3 clusters Score -9946899 nChanged 3184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41593 members Mstep: Class 2 contains 160966 members Entering Unmasked Estep Score: -9948128.000000 Penalty: 1111.909546 Iteration 57Q: 3 clusters Score -9948128 nChanged 3291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38302 members Mstep: Class 2 contains 164257 members Entering Unmasked Estep Score: -9949406.000000 Penalty: 1111.909546 Iteration 58Q: 3 clusters Score -9949406 nChanged 3249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35057 members Mstep: Class 2 contains 167502 members Entering Unmasked Estep Score: -9950696.000000 Penalty: 1111.909546 Iteration 59Q: 3 clusters Score -9950696 nChanged 3121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31938 members Mstep: Class 2 contains 170621 members Entering Unmasked Estep Score: -9951860.000000 Penalty: 1111.909546 Iteration 60F: 3 clusters Score -9951860 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29046 members Mstep: Class 2 contains 173513 members Entering Unmasked Estep Score: -9953153.000000 Penalty: 1111.909546 Iteration 61Q: 3 clusters Score -9953153 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26199 members Mstep: Class 2 contains 176360 members Entering Unmasked Estep Score: -9954439.000000 Penalty: 1111.909546 Iteration 62Q: 3 clusters Score -9954439 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23436 members Mstep: Class 2 contains 179123 members Entering Unmasked Estep Score: -9955784.000000 Penalty: 1111.909546 Iteration 63Q: 3 clusters Score -9955784 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20796 members Mstep: Class 2 contains 181763 members Entering Unmasked Estep Score: -9956962.000000 Penalty: 1111.909546 Iteration 64Q: 3 clusters Score -9956962 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18394 members Mstep: Class 2 contains 184165 members Entering Unmasked Estep Score: -9958106.000000 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Unmasked Estep Score: -9962194.000000 Penalty: 1111.909546 Iteration 69Q: 3 clusters Score -9962194 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 193844 members Entering Unmasked Estep Score: -9962979.000000 Penalty: 1111.909546 Iteration 70Q: 3 clusters Score -9962979 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 195294 members Entering Unmasked Estep Score: -9963636.000000 Penalty: 1111.909546 Iteration 71Q: 3 clusters Score -9963636 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 196629 members Entering Unmasked Estep Score: -9964319.000000 Penalty: 1111.909546 Iteration 72Q: 3 clusters Score -9964319 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 202322 members Entering Unmasked Estep Score: -9967397.000000 Penalty: 1111.909546 Iteration 93Q: 3 clusters Score -9967397 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 202325 members Entering Unmasked Estep Score: -9967396.000000 Penalty: 1111.909546 Iteration 94Q: 3 clusters Score -9967396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 202326 members Entering Unmasked Estep Score: -9967403.000000 Penalty: 1111.909546 Iteration 95Q: 3 clusters Score -9967403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 202329 members Entering Unmasked Estep Score: -9967405.000000 Penalty: 1111.909546 Iteration 96Q: 3 clusters Score -9967405 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 202333 members Entering Unmasked Estep Score: -9967403.000000 Penalty: 1111.909546 Iteration 97Q: 3 clusters Score -9967403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 202336 members Entering Unmasked Estep Score: -9967404.000000 Penalty: 1111.909546 Iteration 98Q: 3 clusters Score -9967404 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 202337 members Entering Unmasked Estep Score: -9967402.000000 Penalty: 1111.909546 Iteration 99Q: 3 clusters Score -9967402 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 202339 members Entering Unmasked Estep Score: -9967407.000000 Penalty: 1111.909546 Iteration 100F: 3 clusters Score -9967407 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 202338 members Entering Unmasked Estep Score: -9967413.000000 Penalty: 1111.909546 Iteration 101Q: 3 clusters Score -9967413 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 202335 members Entering Unmasked Estep Score: -9967411.000000 Penalty: 1111.909546 Iteration 102Q: 3 clusters Score -9967411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 202334 members Entering Unmasked Estep Score: -9967412.000000 Penalty: 1111.909546 Iteration 103Q: 3 clusters Score -9967412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 202334 members Entering Unmasked Estep Score: -9967415.000000 Penalty: 1111.909546 Iteration 104Q: 3 clusters Score -9967415 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 202333 members Entering Unmasked Estep Score: -9967416.000000 Penalty: 1111.909546 Iteration 105Q: 3 clusters Score -9967416 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 202334 members Entering Unmasked Estep Score: -9967411.000000 Penalty: 1111.909546 Iteration 106Q: 3 clusters Score -9967411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 202334 members Entering Unmasked Estep Score: -9967409.000000 Penalty: 1111.909546 Iteration 107Q: 3 clusters Score -9967409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 202334 members Entering Unmasked Estep Score: -9967409.000000 Penalty: 1111.909546 Iteration 108F: 3 clusters Score -9967409 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -9217.932617 Penalty: 239.687546 Iteration 0F: 2 clusters Score -9217.933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -8918.159180 Penalty: 479.375092 Iteration 0F: 3 clusters Score -8918.159 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8969.264648 Penalty: 479.375092 Iteration 1F: 3 clusters Score -8969.265 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8992.817383 Penalty: 479.375092 Iteration 2F: 3 clusters Score -8992.817 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9010.661133 Penalty: 479.375092 Iteration 3F: 3 clusters Score -9010.661 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9019.648438 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -9019.648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9024.419922 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -9024.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9025.225586 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -9025.226 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9025.408203 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -9025.408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9025.718750 Penalty: 479.375092 Iteration 8Q: 3 clusters Score -9025.719 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9025.718750 Penalty: 479.375092 Iteration 9F: 3 clusters Score -9025.719 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Entering Unmasked Estep Score: -8349.467773 Penalty: 242.418365 Iteration 0F: 2 clusters Score -8349.468 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8161.406250 Penalty: 484.836731 Iteration 0F: 3 clusters Score -8161.406 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -8298.827148 Penalty: 484.836731 Iteration 1F: 3 clusters Score -8298.827 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -8391.637695 Penalty: 484.836731 Iteration 2F: 3 clusters Score -8391.638 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -8441.763672 Penalty: 484.836731 Iteration 3F: 3 clusters Score -8441.764 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -8465.518555 Penalty: 484.836731 Iteration 4Q: 3 clusters Score -8465.519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -8468.156250 Penalty: 484.836731 Iteration 5Q: 3 clusters Score -8468.156 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -8468.156250 Penalty: 484.836731 Iteration 6F: 3 clusters Score -8468.156 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32614 members Mstep: Class 2 contains 28546 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 146696 members Mstep: Class 5 contains 2424 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11537 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 631 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1829 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2708 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49008 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2666 members Mstep: Class 20 contains 9589 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202559 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 179 members Mstep: Class 29 contains 39 members Entering Unmasked Estep Score: -24283352.000000 Penalty: 17329.921875 Splitting cluster 26 changes total score from -24283296.000000 to -24283352.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 27 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -28419.796875 Penalty: 294.491760 Iteration 0F: 2 clusters Score -28419.8 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 352 members Entering Unmasked Estep Score: -27827.523438 Penalty: 588.983521 Iteration 0F: 3 clusters Score -27827.52 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -27981.943359 Penalty: 588.983521 Iteration 1F: 3 clusters Score -27981.94 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -28054.056641 Penalty: 588.983521 Iteration 2F: 3 clusters Score -28054.06 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28090.132812 Penalty: 588.983521 Iteration 3F: 3 clusters Score -28090.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -28110.220703 Penalty: 588.983521 Iteration 4Q: 3 clusters Score -28110.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -28120.806641 Penalty: 588.983521 Iteration 5Q: 3 clusters Score -28120.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -28130.523438 Penalty: 588.983521 Iteration 6Q: 3 clusters Score -28130.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -28138.753906 Penalty: 588.983521 Iteration 7Q: 3 clusters Score -28138.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -28142.765625 Penalty: 588.983521 Iteration 8Q: 3 clusters Score -28142.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -28146.878906 Penalty: 588.983521 Iteration 9Q: 3 clusters Score -28146.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -28151.091797 Penalty: 588.983521 Iteration 10Q: 3 clusters Score -28151.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -28152.917969 Penalty: 588.983521 Iteration 11Q: 3 clusters Score -28152.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -28154.238281 Penalty: 588.983521 Iteration 12Q: 3 clusters Score -28154.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -28155.699219 Penalty: 588.983521 Iteration 13Q: 3 clusters Score -28155.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -28159.447266 Penalty: 588.983521 Iteration 14Q: 3 clusters Score -28159.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -28160.513672 Penalty: 588.983521 Iteration 15Q: 3 clusters Score -28160.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -28161.169922 Penalty: 588.983521 Iteration 16Q: 3 clusters Score -28161.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -28161.707031 Penalty: 588.983521 Iteration 17Q: 3 clusters Score -28161.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -28162.201172 Penalty: 588.983521 Iteration 18Q: 3 clusters Score -28162.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -28162.201172 Penalty: 588.983521 Iteration 19F: 3 clusters Score -28162.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 32614 members Mstep: Class 2 contains 28546 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 146696 members Mstep: Class 5 contains 2424 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11537 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 631 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1829 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2708 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49008 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2666 members Mstep: Class 20 contains 9589 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 178 members Mstep: Class 24 contains 202559 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -24283500.000000 Penalty: 17329.921875 Iteration 119Q: 30 clusters Score -2.42835e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32626 members Mstep: Class 2 contains 28540 members Mstep: Class 3 contains 2172 members Mstep: Class 4 contains 146726 members Mstep: Class 5 contains 2428 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11520 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 632 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1835 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2715 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49058 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2658 members Mstep: Class 20 contains 9558 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202515 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 186 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283572.000000 Penalty: 17329.921875 Iteration 120F: 30 clusters Score -2.428357e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32630 members Mstep: Class 2 contains 28536 members Mstep: Class 3 contains 2169 members Mstep: Class 4 contains 146764 members Mstep: Class 5 contains 2431 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11504 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1841 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2723 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49116 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2653 members Mstep: Class 20 contains 9530 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202453 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283548.000000 Penalty: 17329.921875 Iteration 121Q: 30 clusters Score -2.428355e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32630 members Mstep: Class 2 contains 28526 members Mstep: Class 3 contains 2168 members Mstep: Class 4 contains 146804 members Mstep: Class 5 contains 2434 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11494 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1844 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2737 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49170 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2652 members Mstep: Class 20 contains 9497 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202397 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283534.000000 Penalty: 17329.921875 Iteration 122Q: 30 clusters Score -2.428353e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32634 members Mstep: Class 2 contains 28518 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 146835 members Mstep: Class 5 contains 2434 members Mstep: Class 6 contains 4725 members Mstep: Class 7 contains 11487 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1845 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2744 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49217 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9465 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202355 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283580.000000 Penalty: 17329.921875 Iteration 123Q: 30 clusters Score -2.428358e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32646 members Mstep: Class 2 contains 28513 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146861 members Mstep: Class 5 contains 2435 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11480 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1045 members Mstep: Class 11 contains 1845 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49260 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9434 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202303 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283576.000000 Penalty: 17329.921875 Iteration 124Q: 30 clusters Score -2.428358e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32668 members Mstep: Class 2 contains 28511 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146869 members Mstep: Class 5 contains 2435 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11478 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1045 members Mstep: Class 11 contains 1846 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2769 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49292 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9401 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202260 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283566.000000 Penalty: 17329.921875 Iteration 125Q: 30 clusters Score -2.428357e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32682 members Mstep: Class 2 contains 28508 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146865 members Mstep: Class 5 contains 2436 members Mstep: Class 6 contains 4734 members Mstep: Class 7 contains 11496 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1850 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2780 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49315 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9369 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202225 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283596.000000 Penalty: 17329.921875 Iteration 126Q: 30 clusters Score -2.42836e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32696 members Mstep: Class 2 contains 28504 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146867 members Mstep: Class 5 contains 2438 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11493 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1853 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2790 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49337 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202198 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283616.000000 Penalty: 17329.921875 Iteration 127Q: 30 clusters Score -2.428362e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32709 members Mstep: Class 2 contains 28499 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146861 members Mstep: Class 5 contains 2442 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11499 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1854 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2799 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49351 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9329 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202184 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283624.000000 Penalty: 17329.921875 Iteration 128Q: 30 clusters Score -2.428362e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32713 members Mstep: Class 2 contains 28495 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146835 members Mstep: Class 5 contains 2448 members Mstep: Class 6 contains 4734 members Mstep: Class 7 contains 11541 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1856 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2808 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49360 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9304 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202165 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283628.000000 Penalty: 17329.921875 Iteration 129Q: 30 clusters Score -2.428363e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32718 members Mstep: Class 2 contains 28485 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146806 members Mstep: Class 5 contains 2451 members Mstep: Class 6 contains 4734 members Mstep: Class 7 contains 11594 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1859 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2816 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49369 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9274 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202152 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283656.000000 Penalty: 17329.921875 Iteration 130Q: 30 clusters Score -2.428366e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32732 members Mstep: Class 2 contains 28481 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146784 members Mstep: Class 5 contains 2455 members Mstep: Class 6 contains 4738 members Mstep: Class 7 contains 11615 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1861 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2823 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49381 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9249 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202139 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283690.000000 Penalty: 17329.921875 Iteration 131Q: 30 clusters Score -2.428369e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32732 members Mstep: Class 2 contains 28478 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146777 members Mstep: Class 5 contains 2458 members Mstep: Class 6 contains 4738 members Mstep: Class 7 contains 11652 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2827 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49394 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9218 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202121 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283676.000000 Penalty: 17329.921875 Iteration 132Q: 30 clusters Score -2.428368e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32737 members Mstep: Class 2 contains 28474 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146760 members Mstep: Class 5 contains 2461 members Mstep: Class 6 contains 4736 members Mstep: Class 7 contains 11680 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2832 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49404 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9202 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202109 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283680.000000 Penalty: 17329.921875 Iteration 133Q: 30 clusters Score -2.428368e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32741 members Mstep: Class 2 contains 28472 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146748 members Mstep: Class 5 contains 2462 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 11708 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2837 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49413 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9189 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202092 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283708.000000 Penalty: 17329.921875 Iteration 134Q: 30 clusters Score -2.428371e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32740 members Mstep: Class 2 contains 28469 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146756 members Mstep: Class 5 contains 2463 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 11707 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2843 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49423 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9189 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202072 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 135Q: 30 clusters Score -2.428374e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32738 members Mstep: Class 2 contains 28462 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146770 members Mstep: Class 5 contains 2465 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11705 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2846 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49436 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9182 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202062 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283734.000000 Penalty: 17329.921875 Iteration 136Q: 30 clusters Score -2.428373e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32745 members Mstep: Class 2 contains 28454 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146777 members Mstep: Class 5 contains 2468 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11709 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2846 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49453 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9164 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202051 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 137Q: 30 clusters Score -2.428374e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32760 members Mstep: Class 2 contains 28448 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146786 members Mstep: Class 5 contains 2471 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11699 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2846 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49471 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9149 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202038 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283744.000000 Penalty: 17329.921875 Iteration 138Q: 30 clusters Score -2.428374e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32756 members Mstep: Class 2 contains 28444 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146792 members Mstep: Class 5 contains 2472 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11703 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2847 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49485 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9140 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202027 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283796.000000 Penalty: 17329.921875 Iteration 139Q: 30 clusters Score -2.42838e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32762 members Mstep: Class 2 contains 28442 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146802 members Mstep: Class 5 contains 2472 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11706 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2850 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49496 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9124 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202013 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283758.000000 Penalty: 17329.921875 Iteration 140F: 30 clusters Score -2.428376e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32782 members Mstep: Class 2 contains 28437 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146811 members Mstep: Class 5 contains 2473 members Mstep: Class 6 contains 4725 members Mstep: Class 7 contains 11700 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49506 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9105 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202004 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283754.000000 Penalty: 17329.921875 Iteration 141Q: 30 clusters Score -2.428375e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32783 members Mstep: Class 2 contains 28431 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146826 members Mstep: Class 5 contains 2473 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11694 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49513 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9093 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202003 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283734.000000 Penalty: 17329.921875 Iteration 142Q: 30 clusters Score -2.428373e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32791 members Mstep: Class 2 contains 28428 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146836 members Mstep: Class 5 contains 2473 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11699 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49517 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9074 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201997 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283718.000000 Penalty: 17329.921875 Iteration 143Q: 30 clusters Score -2.428372e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32793 members Mstep: Class 2 contains 28425 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146842 members Mstep: Class 5 contains 2475 members Mstep: Class 6 contains 4725 members Mstep: Class 7 contains 11709 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49520 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9063 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201991 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283692.000000 Penalty: 17329.921875 Iteration 144Q: 30 clusters Score -2.428369e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32793 members Mstep: Class 2 contains 28424 members Mstep: Class 3 contains 2166 members Mstep: Class 4 contains 146838 members Mstep: Class 5 contains 2478 members Mstep: Class 6 contains 4725 members Mstep: Class 7 contains 11729 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49521 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9049 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201986 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283678.000000 Penalty: 17329.921875 Iteration 145Q: 30 clusters Score -2.428368e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32794 members Mstep: Class 2 contains 28424 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146836 members Mstep: Class 5 contains 2480 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11748 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49521 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9031 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201983 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283654.000000 Penalty: 17329.921875 Iteration 146Q: 30 clusters Score -2.428365e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32784 members Mstep: Class 2 contains 28424 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146832 members Mstep: Class 5 contains 2482 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11774 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49521 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9023 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283658.000000 Penalty: 17329.921875 Iteration 147Q: 30 clusters Score -2.428366e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32785 members Mstep: Class 2 contains 28423 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146822 members Mstep: Class 5 contains 2484 members Mstep: Class 6 contains 4723 members Mstep: Class 7 contains 11788 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49521 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9017 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283658.000000 Penalty: 17329.921875 Iteration 148Q: 30 clusters Score -2.428366e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32789 members Mstep: Class 2 contains 28422 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146821 members Mstep: Class 5 contains 2482 members Mstep: Class 6 contains 4723 members Mstep: Class 7 contains 11788 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49523 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9015 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283666.000000 Penalty: 17329.921875 Iteration 149Q: 30 clusters Score -2.428367e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32783 members Mstep: Class 2 contains 28420 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146832 members Mstep: Class 5 contains 2482 members Mstep: Class 6 contains 4722 members Mstep: Class 7 contains 11790 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9009 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283690.000000 Penalty: 17329.921875 Iteration 150Q: 30 clusters Score -2.428369e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32777 members Mstep: Class 2 contains 28418 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146839 members Mstep: Class 5 contains 2482 members Mstep: Class 6 contains 4722 members Mstep: Class 7 contains 11790 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9007 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201984 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283732.000000 Penalty: 17329.921875 Iteration 151Q: 30 clusters Score -2.428373e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32770 members Mstep: Class 2 contains 28418 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146853 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4719 members Mstep: Class 7 contains 11779 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9013 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201986 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283716.000000 Penalty: 17329.921875 Iteration 152Q: 30 clusters Score -2.428372e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32747 members Mstep: Class 2 contains 28418 members Mstep: Class 3 contains 2165 members Mstep: Class 4 contains 146871 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4718 members Mstep: Class 7 contains 11772 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9027 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201985 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283724.000000 Penalty: 17329.921875 Iteration 153Q: 30 clusters Score -2.428372e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32734 members Mstep: Class 2 contains 28418 members Mstep: Class 3 contains 2164 members Mstep: Class 4 contains 146882 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4720 members Mstep: Class 7 contains 11765 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9033 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201988 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283750.000000 Penalty: 17329.921875 Iteration 154Q: 30 clusters Score -2.428375e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32722 members Mstep: Class 2 contains 28421 members Mstep: Class 3 contains 2161 members Mstep: Class 4 contains 146901 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4722 members Mstep: Class 7 contains 11741 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9047 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201989 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283774.000000 Penalty: 17329.921875 Iteration 155Q: 30 clusters Score -2.428377e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32717 members Mstep: Class 2 contains 28420 members Mstep: Class 3 contains 2160 members Mstep: Class 4 contains 146925 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4720 members Mstep: Class 7 contains 11722 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9051 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201989 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283746.000000 Penalty: 17329.921875 Iteration 156Q: 30 clusters Score -2.428375e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32715 members Mstep: Class 2 contains 28419 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146930 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4719 members Mstep: Class 7 contains 11716 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9054 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201992 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283766.000000 Penalty: 17329.921875 Iteration 157Q: 30 clusters Score -2.428377e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32713 members Mstep: Class 2 contains 28417 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146945 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4720 members Mstep: Class 7 contains 11700 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9055 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201995 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283770.000000 Penalty: 17329.921875 Iteration 158Q: 30 clusters Score -2.428377e+07 nChanged 66 Entering ConstructFrom: Score: -24283770.000000 Penalty: 17329.921875 Entering ConstructFrom: Trying to split cluster 1 (32704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32704 members Entering Unmasked Estep Score: -1563391.500000 Penalty: 472.983978 Iteration 0F: 2 clusters Score -1563392 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16425 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -1541578.125000 Penalty: 945.967957 Iteration 0F: 3 clusters Score -1541578 nChanged 15616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17921 members Mstep: Class 2 contains 14783 members Entering Unmasked Estep Score: -1550592.500000 Penalty: 945.967957 Iteration 1F: 3 clusters Score -1550592 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -1551038.625000 Penalty: 945.967957 Iteration 2Q: 3 clusters Score -1551039 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20446 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -1551846.625000 Penalty: 945.967957 Iteration 3Q: 3 clusters Score -1551847 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22595 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -1553325.750000 Penalty: 945.967957 Iteration 4F: 3 clusters Score -1553326 nChanged 2747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25336 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -1555652.500000 Penalty: 945.967957 Iteration 5F: 3 clusters Score -1555652 nChanged 2819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28155 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1558397.250000 Penalty: 945.967957 Iteration 6F: 3 clusters Score -1558397 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30374 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -1560704.250000 Penalty: 945.967957 Iteration 7F: 3 clusters Score -1560704 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31687 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1562042.875000 Penalty: 945.967957 Iteration 8Q: 3 clusters Score -1562043 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32240 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1562575.750000 Penalty: 945.967957 Iteration 9Q: 3 clusters Score -1562576 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32465 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -1562801.625000 Penalty: 945.967957 Iteration 10Q: 3 clusters Score -1562802 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32563 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -1562891.625000 Penalty: 945.967957 Iteration 11Q: 3 clusters Score -1562892 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32596 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1562924.625000 Penalty: 945.967957 Iteration 12Q: 3 clusters Score -1562925 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32616 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -1562946.250000 Penalty: 945.967957 Iteration 13Q: 3 clusters Score -1562946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32625 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -1562957.125000 Penalty: 945.967957 Iteration 14Q: 3 clusters Score -1562957 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32628 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1562970.125000 Penalty: 945.967957 Iteration 15Q: 3 clusters Score -1562970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32632 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1562981.625000 Penalty: 945.967957 Iteration 16Q: 3 clusters Score -1562982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32638 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1562986.000000 Penalty: 945.967957 Iteration 17Q: 3 clusters Score -1562986 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32641 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -1562990.500000 Penalty: 945.967957 Iteration 18Q: 3 clusters Score -1562990 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32642 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -1562994.750000 Penalty: 945.967957 Iteration 19Q: 3 clusters Score -1562995 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32640 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -1562995.625000 Penalty: 945.967957 Iteration 20F: 3 clusters Score -1562996 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (28414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28414 members Entering Unmasked Estep Score: -1336567.125000 Penalty: 466.586029 Iteration 0F: 2 clusters Score -1336567 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -1317695.125000 Penalty: 933.172058 Iteration 0F: 3 clusters Score -1317695 nChanged 13629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14673 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -1325645.500000 Penalty: 933.172058 Iteration 1F: 3 clusters Score -1325646 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 13281 members Entering Unmasked Estep Score: -1326236.750000 Penalty: 933.172058 Iteration 2F: 3 clusters Score -1326237 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15638 members Mstep: Class 2 contains 12776 members Entering Unmasked Estep Score: -1326898.250000 Penalty: 933.172058 Iteration 3F: 3 clusters Score -1326898 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16170 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -1327719.625000 Penalty: 933.172058 Iteration 4F: 3 clusters Score -1327720 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16662 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -1328662.250000 Penalty: 933.172058 Iteration 5F: 3 clusters Score -1328662 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17105 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -1329656.750000 Penalty: 933.172058 Iteration 6F: 3 clusters Score -1329657 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17417 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -1330509.750000 Penalty: 933.172058 Iteration 7F: 3 clusters Score -1330510 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17563 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -1331149.125000 Penalty: 933.172058 Iteration 8Q: 3 clusters Score -1331149 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17594 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -1331586.500000 Penalty: 933.172058 Iteration 9Q: 3 clusters Score -1331586 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 10789 members Entering Unmasked Estep Score: -1331866.750000 Penalty: 933.172058 Iteration 10Q: 3 clusters Score -1331867 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17662 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -1332048.250000 Penalty: 933.172058 Iteration 11Q: 3 clusters Score -1332048 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17735 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -1332181.500000 Penalty: 933.172058 Iteration 12Q: 3 clusters Score -1332182 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17842 members Mstep: Class 2 contains 10572 members Entering Unmasked Estep Score: -1332289.625000 Penalty: 933.172058 Iteration 13Q: 3 clusters Score -1332290 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -1332394.750000 Penalty: 933.172058 Iteration 14Q: 3 clusters Score -1332395 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -1332478.375000 Penalty: 933.172058 Iteration 15Q: 3 clusters Score -1332478 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18442 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -1332560.125000 Penalty: 933.172058 Iteration 16Q: 3 clusters Score -1332560 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18680 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -1332649.750000 Penalty: 933.172058 Iteration 17Q: 3 clusters Score -1332650 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18955 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -1332749.500000 Penalty: 933.172058 Iteration 18Q: 3 clusters Score -1332750 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19241 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -1332847.000000 Penalty: 933.172058 Iteration 19Q: 3 clusters Score -1332847 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19544 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1332951.250000 Penalty: 933.172058 Iteration 20F: 3 clusters Score -1332951 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: -1333069.500000 Penalty: 933.172058 Iteration 21Q: 3 clusters Score -1333070 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20262 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -1333201.500000 Penalty: 933.172058 Iteration 22Q: 3 clusters Score -1333202 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20620 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1333318.625000 Penalty: 933.172058 Iteration 23Q: 3 clusters Score -1333319 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21004 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1333435.750000 Penalty: 933.172058 Iteration 24Q: 3 clusters Score -1333436 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21394 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -1333569.125000 Penalty: 933.172058 Iteration 25Q: 3 clusters Score -1333569 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21787 members Mstep: Class 2 contains 6627 members Entering Unmasked Estep Score: -1333698.625000 Penalty: 933.172058 Iteration 26Q: 3 clusters Score -1333699 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -1333850.250000 Penalty: 933.172058 Iteration 27Q: 3 clusters Score -1333850 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22640 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1334015.125000 Penalty: 933.172058 Iteration 28Q: 3 clusters Score -1334015 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23089 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1334203.375000 Penalty: 933.172058 Iteration 29Q: 3 clusters Score -1334203 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23522 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -1334393.750000 Penalty: 933.172058 Iteration 30Q: 3 clusters Score -1334394 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23955 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1334573.750000 Penalty: 933.172058 Iteration 31Q: 3 clusters Score -1334574 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24389 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1334770.500000 Penalty: 933.172058 Iteration 32Q: 3 clusters Score -1334770 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24802 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -1334953.625000 Penalty: 933.172058 Iteration 33Q: 3 clusters Score -1334954 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25180 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1335131.000000 Penalty: 933.172058 Iteration 34Q: 3 clusters Score -1335131 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25525 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1335286.000000 Penalty: 933.172058 Iteration 35Q: 3 clusters Score -1335286 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25836 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1335431.625000 Penalty: 933.172058 Iteration 36Q: 3 clusters Score -1335432 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26132 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1335570.500000 Penalty: 933.172058 Iteration 37Q: 3 clusters Score -1335570 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26403 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1335699.375000 Penalty: 933.172058 Iteration 38Q: 3 clusters Score -1335699 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26623 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -1335794.250000 Penalty: 933.172058 Iteration 39Q: 3 clusters Score -1335794 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26831 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -1335900.625000 Penalty: 933.172058 Iteration 40F: 3 clusters Score -1335901 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27034 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -1335995.625000 Penalty: 933.172058 Iteration 41Q: 3 clusters Score -1335996 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27214 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1336076.625000 Penalty: 933.172058 Iteration 42Q: 3 clusters Score -1336077 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27348 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1336138.375000 Penalty: 933.172058 Iteration 43Q: 3 clusters Score -1336138 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27446 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1336183.500000 Penalty: 933.172058 Iteration 44Q: 3 clusters Score -1336184 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27522 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1336215.875000 Penalty: 933.172058 Iteration 45Q: 3 clusters Score -1336216 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27579 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1336232.375000 Penalty: 933.172058 Iteration 46Q: 3 clusters Score -1336232 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27625 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1336248.375000 Penalty: 933.172058 Iteration 47Q: 3 clusters Score -1336248 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27669 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1336270.000000 Penalty: 933.172058 Iteration 48Q: 3 clusters Score -1336270 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27701 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1336280.250000 Penalty: 933.172058 Iteration 49Q: 3 clusters Score -1336280 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27729 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1336294.125000 Penalty: 933.172058 Iteration 50Q: 3 clusters Score -1336294 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27758 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1336305.125000 Penalty: 933.172058 Iteration 51Q: 3 clusters Score -1336305 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27778 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1336309.625000 Penalty: 933.172058 Iteration 52Q: 3 clusters Score -1336310 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27797 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1336313.625000 Penalty: 933.172058 Iteration 53Q: 3 clusters Score -1336314 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27811 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1336318.375000 Penalty: 933.172058 Iteration 54Q: 3 clusters Score -1336318 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27823 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1336322.750000 Penalty: 933.172058 Iteration 55Q: 3 clusters Score -1336323 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27829 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1336323.375000 Penalty: 933.172058 Iteration 56Q: 3 clusters Score -1336323 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1336325.125000 Penalty: 933.172058 Iteration 57Q: 3 clusters Score -1336325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27839 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1336324.125000 Penalty: 933.172058 Iteration 58Q: 3 clusters Score -1336324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27841 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1336323.250000 Penalty: 933.172058 Iteration 59Q: 3 clusters Score -1336323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27842 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -1336323.875000 Penalty: 933.172058 Iteration 60F: 3 clusters Score -1336324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27843 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1336324.625000 Penalty: 933.172058 Iteration 61Q: 3 clusters Score -1336325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27844 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1336324.125000 Penalty: 933.172058 Iteration 62Q: 3 clusters Score -1336324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27845 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1336326.000000 Penalty: 933.172058 Iteration 63Q: 3 clusters Score -1336326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27846 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1336325.000000 Penalty: 933.172058 Iteration 64Q: 3 clusters Score -1336325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27848 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1336326.000000 Penalty: 933.172058 Iteration 65Q: 3 clusters Score -1336326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27848 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1336326.000000 Penalty: 933.172058 Iteration 66F: 3 clusters Score -1336326 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Entering Unmasked Estep Score: -96368.351562 Penalty: 349.321716 Iteration 0F: 2 clusters Score -96368.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -94779.445312 Penalty: 698.643433 Iteration 0F: 3 clusters Score -94779.45 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -95282.273438 Penalty: 698.643433 Iteration 1F: 3 clusters Score -95282.27 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -95402.382812 Penalty: 698.643433 Iteration 2F: 3 clusters Score -95402.38 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -95565.632812 Penalty: 698.643433 Iteration 3F: 3 clusters Score -95565.63 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -95795.507812 Penalty: 698.643433 Iteration 4F: 3 clusters Score -95795.51 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -95973.531250 Penalty: 698.643433 Iteration 5F: 3 clusters Score -95973.53 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -96099.765625 Penalty: 698.643433 Iteration 6F: 3 clusters Score -96099.77 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -96157.164062 Penalty: 698.643433 Iteration 7Q: 3 clusters Score -96157.16 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -96198.335938 Penalty: 698.643433 Iteration 8Q: 3 clusters Score -96198.34 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -96225.171875 Penalty: 698.643433 Iteration 9Q: 3 clusters Score -96225.17 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -96240.523438 Penalty: 698.643433 Iteration 10Q: 3 clusters Score -96240.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -96252.992188 Penalty: 698.643433 Iteration 11Q: 3 clusters Score -96252.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -96259.429688 Penalty: 698.643433 Iteration 12Q: 3 clusters Score -96259.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -96265.039062 Penalty: 698.643433 Iteration 13Q: 3 clusters Score -96265.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -96270.929688 Penalty: 698.643433 Iteration 14Q: 3 clusters Score -96270.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -96274.820312 Penalty: 698.643433 Iteration 15Q: 3 clusters Score -96274.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -96278.617188 Penalty: 698.643433 Iteration 16Q: 3 clusters Score -96278.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -96280.125000 Penalty: 698.643433 Iteration 17Q: 3 clusters Score -96280.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -96281.921875 Penalty: 698.643433 Iteration 18Q: 3 clusters Score -96281.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -96282.875000 Penalty: 698.643433 Iteration 19Q: 3 clusters Score -96282.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -96290.093750 Penalty: 698.643433 Iteration 20F: 3 clusters Score -96290.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -96295.164062 Penalty: 698.643433 Iteration 21Q: 3 clusters Score -96295.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -96297.882812 Penalty: 698.643433 Iteration 22Q: 3 clusters Score -96297.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -96302.765625 Penalty: 698.643433 Iteration 23Q: 3 clusters Score -96302.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -96307.203125 Penalty: 698.643433 Iteration 24Q: 3 clusters Score -96307.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -96307.734375 Penalty: 698.643433 Iteration 25Q: 3 clusters Score -96307.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -96307.734375 Penalty: 698.643433 Iteration 26F: 3 clusters Score -96307.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (146964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146964 members Entering Unmasked Estep Score: -7436397.000000 Penalty: 541.356384 Iteration 0F: 2 clusters Score -7436397 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73438 members Mstep: Class 2 contains 73526 members Entering Unmasked Estep Score: -7343942.000000 Penalty: 1082.712769 Iteration 0F: 3 clusters Score -7343942 nChanged 72009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71389 members Mstep: Class 2 contains 75575 members Entering Unmasked Estep Score: -7389742.500000 Penalty: 1082.712769 Iteration 1F: 3 clusters Score -7389742 nChanged 6414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70551 members Mstep: Class 2 contains 76413 members Entering Unmasked Estep Score: -7392921.000000 Penalty: 1082.712769 Iteration 2Q: 3 clusters Score -7392921 nChanged 7640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69531 members Mstep: Class 2 contains 77433 members Entering Unmasked Estep Score: -7398142.000000 Penalty: 1082.712769 Iteration 3F: 3 clusters Score -7398142 nChanged 8870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68517 members Mstep: Class 2 contains 78447 members Entering Unmasked Estep Score: -7405142.500000 Penalty: 1082.712769 Iteration 4F: 3 clusters Score -7405142 nChanged 9200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67629 members Mstep: Class 2 contains 79335 members Entering Unmasked Estep Score: -7411582.000000 Penalty: 1082.712769 Iteration 5F: 3 clusters Score -7411582 nChanged 7129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67082 members Mstep: Class 2 contains 79882 members Entering Unmasked Estep Score: -7414493.500000 Penalty: 1082.712769 Iteration 6Q: 3 clusters Score -7414494 nChanged 4052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66662 members Mstep: Class 2 contains 80302 members Entering Unmasked Estep Score: -7415299.500000 Penalty: 1082.712769 Iteration 7Q: 3 clusters Score -7415300 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66205 members Mstep: Class 2 contains 80759 members Entering Unmasked Estep Score: -7415420.500000 Penalty: 1082.712769 Iteration 8Q: 3 clusters Score -7415420 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65709 members Mstep: Class 2 contains 81255 members Entering Unmasked Estep Score: -7415478.500000 Penalty: 1082.712769 Iteration 9Q: 3 clusters Score -7415478 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65158 members Mstep: Class 2 contains 81806 members Entering Unmasked Estep Score: -7415540.000000 Penalty: 1082.712769 Iteration 10Q: 3 clusters Score -7415540 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64507 members Mstep: Class 2 contains 82457 members Entering Unmasked Estep Score: -7415616.500000 Penalty: 1082.712769 Iteration 11Q: 3 clusters Score -7415616 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63771 members Mstep: Class 2 contains 83193 members Entering Unmasked Estep Score: -7415695.500000 Penalty: 1082.712769 Iteration 12Q: 3 clusters Score -7415696 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62912 members Mstep: Class 2 contains 84052 members Entering Unmasked Estep Score: -7415763.500000 Penalty: 1082.712769 Iteration 13Q: 3 clusters Score -7415764 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61980 members Mstep: Class 2 contains 84984 members Entering Unmasked Estep Score: -7415875.500000 Penalty: 1082.712769 Iteration 14Q: 3 clusters Score -7415876 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60897 members Mstep: Class 2 contains 86067 members Entering Unmasked Estep Score: -7415992.500000 Penalty: 1082.712769 Iteration 15Q: 3 clusters Score -7415992 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59697 members Mstep: Class 2 contains 87267 members Entering Unmasked Estep Score: -7416057.500000 Penalty: 1082.712769 Iteration 16Q: 3 clusters Score -7416058 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58337 members Mstep: Class 2 contains 88627 members Entering Unmasked Estep Score: -7416264.000000 Penalty: 1082.712769 Iteration 17Q: 3 clusters Score -7416264 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56811 members Mstep: Class 2 contains 90153 members Entering Unmasked Estep Score: -7416484.500000 Penalty: 1082.712769 Iteration 18Q: 3 clusters Score -7416484 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55141 members Mstep: Class 2 contains 91823 members Entering Unmasked Estep Score: -7416773.000000 Penalty: 1082.712769 Iteration 19Q: 3 clusters Score -7416773 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53344 members Mstep: Class 2 contains 93620 members Entering Unmasked Estep Score: -7417085.500000 Penalty: 1082.712769 Iteration 20F: 3 clusters Score -7417086 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51405 members Mstep: Class 2 contains 95559 members Entering Unmasked Estep Score: -7417419.500000 Penalty: 1082.712769 Iteration 21Q: 3 clusters Score -7417420 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49290 members Mstep: Class 2 contains 97674 members Entering Unmasked Estep Score: -7417810.000000 Penalty: 1082.712769 Iteration 22Q: 3 clusters Score -7417810 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46939 members Mstep: Class 2 contains 100025 members Entering Unmasked Estep Score: -7418197.000000 Penalty: 1082.712769 Iteration 23Q: 3 clusters Score -7418197 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44351 members Mstep: Class 2 contains 102613 members Entering Unmasked Estep Score: -7418669.000000 Penalty: 1082.712769 Iteration 24Q: 3 clusters Score -7418669 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41589 members Mstep: Class 2 contains 105375 members Entering Unmasked Estep Score: -7419315.500000 Penalty: 1082.712769 Iteration 25Q: 3 clusters Score -7419316 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38642 members Mstep: Class 2 contains 108322 members Entering Unmasked Estep Score: -7420018.000000 Penalty: 1082.712769 Iteration 26Q: 3 clusters Score -7420018 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35493 members Mstep: Class 2 contains 111471 members Entering Unmasked Estep Score: -7420730.000000 Penalty: 1082.712769 Iteration 27Q: 3 clusters Score -7420730 nChanged 3253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32244 members Mstep: Class 2 contains 114720 members Entering Unmasked Estep Score: -7421690.000000 Penalty: 1082.712769 Iteration 28Q: 3 clusters Score -7421690 nChanged 3376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28874 members Mstep: Class 2 contains 118090 members Entering Unmasked Estep Score: -7422668.000000 Penalty: 1082.712769 Iteration 29Q: 3 clusters Score -7422668 nChanged 3347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25537 members Mstep: Class 2 contains 121427 members Entering Unmasked Estep Score: -7423690.500000 Penalty: 1082.712769 Iteration 30Q: 3 clusters Score -7423690 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22368 members Mstep: Class 2 contains 124596 members Entering Unmasked Estep Score: -7424723.000000 Penalty: 1082.712769 Iteration 31Q: 3 clusters Score -7424723 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 127653 members Entering Unmasked Estep Score: -7425766.000000 Penalty: 1082.712769 Iteration 32Q: 3 clusters Score -7425766 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16530 members Mstep: Class 2 contains 130434 members Entering Unmasked Estep Score: -7426730.500000 Penalty: 1082.712769 Iteration 33Q: 3 clusters Score -7426730 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 132985 members Entering Unmasked Estep Score: -7427730.500000 Penalty: 1082.712769 Iteration 34Q: 3 clusters Score -7427730 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 135323 members Entering Unmasked Estep Score: -7428809.500000 Penalty: 1082.712769 Iteration 35Q: 3 clusters Score -7428810 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 137343 members Entering Unmasked Estep Score: -7429767.000000 Penalty: 1082.712769 Iteration 36Q: 3 clusters Score -7429767 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 139122 members Entering Unmasked Estep Score: -7430602.500000 Penalty: 1082.712769 Iteration 37Q: 3 clusters Score -7430602 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 140625 members Entering Unmasked Estep Score: -7431450.500000 Penalty: 1082.712769 Iteration 38Q: 3 clusters Score -7431450 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 141852 members Entering Unmasked Estep Score: -7432079.500000 Penalty: 1082.712769 Iteration 39Q: 3 clusters Score -7432080 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 142835 members Entering Unmasked Estep Score: -7432783.000000 Penalty: 1082.712769 Iteration 40F: 3 clusters Score -7432783 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 143741 members Entering Unmasked Estep Score: -7433318.500000 Penalty: 1082.712769 Iteration 41Q: 3 clusters Score -7433318 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 144493 members Entering Unmasked Estep Score: -7433820.000000 Penalty: 1082.712769 Iteration 42Q: 3 clusters Score -7433820 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 145128 members Entering Unmasked Estep Score: -7434266.000000 Penalty: 1082.712769 Iteration 43Q: 3 clusters Score -7434266 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 145612 members Entering Unmasked Estep Score: -7434668.500000 Penalty: 1082.712769 Iteration 44Q: 3 clusters Score -7434668 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 145981 members Entering Unmasked Estep Score: -7435010.500000 Penalty: 1082.712769 Iteration 45Q: 3 clusters Score -7435010 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 146246 members Entering Unmasked Estep Score: -7435272.000000 Penalty: 1082.712769 Iteration 46Q: 3 clusters Score -7435272 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 146433 members Entering Unmasked Estep Score: -7435444.500000 Penalty: 1082.712769 Iteration 47Q: 3 clusters Score -7435444 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 146559 members Entering Unmasked Estep Score: -7435574.000000 Penalty: 1082.712769 Iteration 48Q: 3 clusters Score -7435574 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 146649 members Entering Unmasked Estep Score: -7435673.500000 Penalty: 1082.712769 Iteration 49Q: 3 clusters Score -7435674 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 146695 members Entering Unmasked Estep Score: -7435722.500000 Penalty: 1082.712769 Iteration 50Q: 3 clusters Score -7435722 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 146735 members Entering Unmasked Estep Score: -7435763.000000 Penalty: 1082.712769 Iteration 51Q: 3 clusters Score -7435763 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 146760 members Entering Unmasked Estep Score: -7435779.000000 Penalty: 1082.712769 Iteration 52Q: 3 clusters Score -7435779 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 146777 members Entering Unmasked Estep Score: -7435806.500000 Penalty: 1082.712769 Iteration 53Q: 3 clusters Score -7435806 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 146788 members Entering Unmasked Estep Score: -7435817.500000 Penalty: 1082.712769 Iteration 54Q: 3 clusters Score -7435818 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 146797 members Entering Unmasked Estep Score: -7435840.000000 Penalty: 1082.712769 Iteration 55Q: 3 clusters Score -7435840 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 146809 members Entering Unmasked Estep Score: -7435854.500000 Penalty: 1082.712769 Iteration 56Q: 3 clusters Score -7435854 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 146823 members Entering Unmasked Estep Score: -7435878.500000 Penalty: 1082.712769 Iteration 57Q: 3 clusters Score -7435878 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 146829 members Entering Unmasked Estep Score: -7435889.000000 Penalty: 1082.712769 Iteration 58Q: 3 clusters Score -7435889 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 146832 members Entering Unmasked Estep Score: -7435890.000000 Penalty: 1082.712769 Iteration 59Q: 3 clusters Score -7435890 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 146837 members Entering Unmasked Estep Score: -7435898.000000 Penalty: 1082.712769 Iteration 60F: 3 clusters Score -7435898 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 146840 members Entering Unmasked Estep Score: -7435904.500000 Penalty: 1082.712769 Iteration 61Q: 3 clusters Score -7435904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 146843 members Entering Unmasked Estep Score: -7435906.000000 Penalty: 1082.712769 Iteration 62Q: 3 clusters Score -7435906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 146849 members Entering Unmasked Estep Score: -7435916.000000 Penalty: 1082.712769 Iteration 63Q: 3 clusters Score -7435916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 146853 members Entering Unmasked Estep Score: -7435924.500000 Penalty: 1082.712769 Iteration 64Q: 3 clusters Score -7435924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 146856 members Entering Unmasked Estep Score: -7435924.500000 Penalty: 1082.712769 Iteration 65Q: 3 clusters Score -7435924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 146857 members Entering Unmasked Estep Score: -7435924.500000 Penalty: 1082.712769 Iteration 66Q: 3 clusters Score -7435924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 146856 members Entering Unmasked Estep Score: -7435921.000000 Penalty: 1082.712769 Iteration 67Q: 3 clusters Score -7435921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 146855 members Entering Unmasked Estep Score: -7435918.500000 Penalty: 1082.712769 Iteration 68Q: 3 clusters Score -7435918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 146855 members Entering Unmasked Estep Score: -7435918.500000 Penalty: 1082.712769 Iteration 69F: 3 clusters Score -7435918 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Entering Unmasked Estep Score: -118424.976562 Penalty: 355.646973 Iteration 0F: 2 clusters Score -118425 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -116672.226562 Penalty: 711.293945 Iteration 0F: 3 clusters Score -116672.2 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -117336.671875 Penalty: 711.293945 Iteration 1F: 3 clusters Score -117336.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -117424.953125 Penalty: 711.293945 Iteration 2F: 3 clusters Score -117425 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -117510.679688 Penalty: 711.293945 Iteration 3F: 3 clusters Score -117510.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -117591.179688 Penalty: 711.293945 Iteration 4F: 3 clusters Score -117591.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -117664.898438 Penalty: 711.293945 Iteration 5Q: 3 clusters Score -117664.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -117732.468750 Penalty: 711.293945 Iteration 6Q: 3 clusters Score -117732.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -117805.398438 Penalty: 711.293945 Iteration 7Q: 3 clusters Score -117805.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -117879.703125 Penalty: 711.293945 Iteration 8Q: 3 clusters Score -117879.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -117935.023438 Penalty: 711.293945 Iteration 9Q: 3 clusters Score -117935 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -117980.757812 Penalty: 711.293945 Iteration 10Q: 3 clusters Score -117980.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -118022.156250 Penalty: 711.293945 Iteration 11Q: 3 clusters Score -118022.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -118037.476562 Penalty: 711.293945 Iteration 12Q: 3 clusters Score -118037.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -118052.617188 Penalty: 711.293945 Iteration 13Q: 3 clusters Score -118052.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -118063.226562 Penalty: 711.293945 Iteration 14Q: 3 clusters Score -118063.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -118077.968750 Penalty: 711.293945 Iteration 15Q: 3 clusters Score -118078 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -118087.109375 Penalty: 711.293945 Iteration 16Q: 3 clusters Score -118087.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -118090.828125 Penalty: 711.293945 Iteration 17Q: 3 clusters Score -118090.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -118091.273438 Penalty: 711.293945 Iteration 18Q: 3 clusters Score -118091.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -118092.437500 Penalty: 711.293945 Iteration 19Q: 3 clusters Score -118092.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -118092.828125 Penalty: 711.293945 Iteration 20F: 3 clusters Score -118092.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -118093.656250 Penalty: 711.293945 Iteration 21Q: 3 clusters Score -118093.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -118094.531250 Penalty: 711.293945 Iteration 22Q: 3 clusters Score -118094.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -118100.851562 Penalty: 711.293945 Iteration 23Q: 3 clusters Score -118100.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -118105.921875 Penalty: 711.293945 Iteration 24Q: 3 clusters Score -118105.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -118111.476562 Penalty: 711.293945 Iteration 25Q: 3 clusters Score -118111.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -118116.148438 Penalty: 711.293945 Iteration 26Q: 3 clusters Score -118116.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -118129.312500 Penalty: 711.293945 Iteration 27Q: 3 clusters Score -118129.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -118133.375000 Penalty: 711.293945 Iteration 28Q: 3 clusters Score -118133.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -118141.460938 Penalty: 711.293945 Iteration 29Q: 3 clusters Score -118141.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -118146.671875 Penalty: 711.293945 Iteration 30Q: 3 clusters Score -118146.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -118146.609375 Penalty: 711.293945 Iteration 31Q: 3 clusters Score -118146.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -118146.609375 Penalty: 711.293945 Iteration 32F: 3 clusters Score -118146.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Entering Unmasked Estep Score: -212485.406250 Penalty: 384.948700 Iteration 0F: 2 clusters Score -212485.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -209344.921875 Penalty: 769.897400 Iteration 0F: 3 clusters Score -209344.9 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -210675.218750 Penalty: 769.897400 Iteration 1F: 3 clusters Score -210675.2 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -211029.343750 Penalty: 769.897400 Iteration 2F: 3 clusters Score -211029.3 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -211436.171875 Penalty: 769.897400 Iteration 3F: 3 clusters Score -211436.2 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -211739.703125 Penalty: 769.897400 Iteration 4F: 3 clusters Score -211739.7 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -211939.406250 Penalty: 769.897400 Iteration 5F: 3 clusters Score -211939.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -212054.140625 Penalty: 769.897400 Iteration 6Q: 3 clusters Score -212054.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -212109.328125 Penalty: 769.897400 Iteration 7Q: 3 clusters Score -212109.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -212136.703125 Penalty: 769.897400 Iteration 8Q: 3 clusters Score -212136.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -212149.312500 Penalty: 769.897400 Iteration 9Q: 3 clusters Score -212149.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -212155.968750 Penalty: 769.897400 Iteration 10Q: 3 clusters Score -212156 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -212163.890625 Penalty: 769.897400 Iteration 11Q: 3 clusters Score -212163.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -212170.125000 Penalty: 769.897400 Iteration 12Q: 3 clusters Score -212170.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -212175.765625 Penalty: 769.897400 Iteration 13Q: 3 clusters Score -212175.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -212179.406250 Penalty: 769.897400 Iteration 14Q: 3 clusters Score -212179.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -212182.656250 Penalty: 769.897400 Iteration 15Q: 3 clusters Score -212182.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -212184.250000 Penalty: 769.897400 Iteration 16Q: 3 clusters Score -212184.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -212187.531250 Penalty: 769.897400 Iteration 17Q: 3 clusters Score -212187.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -212191.437500 Penalty: 769.897400 Iteration 18Q: 3 clusters Score -212191.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -212195.734375 Penalty: 769.897400 Iteration 19Q: 3 clusters Score -212195.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -212200.203125 Penalty: 769.897400 Iteration 20F: 3 clusters Score -212200.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -212203.765625 Penalty: 769.897400 Iteration 21Q: 3 clusters Score -212203.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -212207.734375 Penalty: 769.897400 Iteration 22Q: 3 clusters Score -212207.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -212213.078125 Penalty: 769.897400 Iteration 23Q: 3 clusters Score -212213.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -212221.562500 Penalty: 769.897400 Iteration 24Q: 3 clusters Score -212221.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -212231.906250 Penalty: 769.897400 Iteration 25Q: 3 clusters Score -212231.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -212244.750000 Penalty: 769.897400 Iteration 26Q: 3 clusters Score -212244.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -212256.234375 Penalty: 769.897400 Iteration 27Q: 3 clusters Score -212256.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -212264.218750 Penalty: 769.897400 Iteration 28Q: 3 clusters Score -212264.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -212272.687500 Penalty: 769.897400 Iteration 29Q: 3 clusters Score -212272.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -212284.046875 Penalty: 769.897400 Iteration 30Q: 3 clusters Score -212284 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -212296.640625 Penalty: 769.897400 Iteration 31Q: 3 clusters Score -212296.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -212309.609375 Penalty: 769.897400 Iteration 32Q: 3 clusters Score -212309.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -212319.593750 Penalty: 769.897400 Iteration 33Q: 3 clusters Score -212319.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -212330.703125 Penalty: 769.897400 Iteration 34Q: 3 clusters Score -212330.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -212341.453125 Penalty: 769.897400 Iteration 35Q: 3 clusters Score -212341.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -212351.375000 Penalty: 769.897400 Iteration 36Q: 3 clusters Score -212351.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -212364.828125 Penalty: 769.897400 Iteration 37Q: 3 clusters Score -212364.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -212386.906250 Penalty: 769.897400 Iteration 38Q: 3 clusters Score -212386.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -212407.875000 Penalty: 769.897400 Iteration 39Q: 3 clusters Score -212407.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -212429.875000 Penalty: 769.897400 Iteration 40F: 3 clusters Score -212429.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -212458.281250 Penalty: 769.897400 Iteration 41Q: 3 clusters Score -212458.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -212479.281250 Penalty: 769.897400 Iteration 42Q: 3 clusters Score -212479.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -212494.437500 Penalty: 769.897400 Iteration 43Q: 3 clusters Score -212494.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -212507.031250 Penalty: 769.897400 Iteration 44Q: 3 clusters Score -212507 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -212515.718750 Penalty: 769.897400 Iteration 45Q: 3 clusters Score -212515.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -212519.968750 Penalty: 769.897400 Iteration 46Q: 3 clusters Score -212520 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -212522.171875 Penalty: 769.897400 Iteration 47Q: 3 clusters Score -212522.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -212523.453125 Penalty: 769.897400 Iteration 48Q: 3 clusters Score -212523.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -212525.593750 Penalty: 769.897400 Iteration 49Q: 3 clusters Score -212525.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -212527.265625 Penalty: 769.897400 Iteration 50Q: 3 clusters Score -212527.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -212528.312500 Penalty: 769.897400 Iteration 51Q: 3 clusters Score -212528.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -212528.812500 Penalty: 769.897400 Iteration 52Q: 3 clusters Score -212528.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -212528.937500 Penalty: 769.897400 Iteration 53Q: 3 clusters Score -212528.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -212529.000000 Penalty: 769.897400 Iteration 54Q: 3 clusters Score -212529 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -212528.984375 Penalty: 769.897400 Iteration 55Q: 3 clusters Score -212529 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -212528.984375 Penalty: 769.897400 Iteration 56F: 3 clusters Score -212529 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 28414 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146964 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4159 members Mstep: Class 7 contains 11679 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9062 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201998 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 565 members Entering Unmasked Estep Score: -24283560.000000 Penalty: 17927.505859 Splitting cluster 6 changes total score from -24283770.000000 to -24283560.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (11679 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Entering Unmasked Estep Score: -610443.812500 Penalty: 426.132385 Iteration 0F: 2 clusters Score -610443.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -602671.125000 Penalty: 852.264771 Iteration 0F: 3 clusters Score -602671.1 nChanged 5403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -605900.562500 Penalty: 852.264771 Iteration 1F: 3 clusters Score -605900.6 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -606197.250000 Penalty: 852.264771 Iteration 2Q: 3 clusters Score -606197.2 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -606634.250000 Penalty: 852.264771 Iteration 3F: 3 clusters Score -606634.2 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -607219.562500 Penalty: 852.264771 Iteration 4F: 3 clusters Score -607219.6 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -607891.375000 Penalty: 852.264771 Iteration 5F: 3 clusters Score -607891.4 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -608338.437500 Penalty: 852.264771 Iteration 6F: 3 clusters Score -608338.4 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -608565.937500 Penalty: 852.264771 Iteration 7Q: 3 clusters Score -608565.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -608707.937500 Penalty: 852.264771 Iteration 8Q: 3 clusters Score -608707.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -608835.562500 Penalty: 852.264771 Iteration 9Q: 3 clusters Score -608835.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -608978.812500 Penalty: 852.264771 Iteration 10Q: 3 clusters Score -608978.8 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -609139.250000 Penalty: 852.264771 Iteration 11Q: 3 clusters Score -609139.2 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -609291.937500 Penalty: 852.264771 Iteration 12Q: 3 clusters Score -609291.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -609434.625000 Penalty: 852.264771 Iteration 13Q: 3 clusters Score -609434.6 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -609554.750000 Penalty: 852.264771 Iteration 14Q: 3 clusters Score -609554.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -609639.625000 Penalty: 852.264771 Iteration 15Q: 3 clusters Score -609639.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -609692.937500 Penalty: 852.264771 Iteration 16Q: 3 clusters Score -609692.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -609725.062500 Penalty: 852.264771 Iteration 17Q: 3 clusters Score -609725.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -609751.562500 Penalty: 852.264771 Iteration 18Q: 3 clusters Score -609751.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -609768.812500 Penalty: 852.264771 Iteration 19Q: 3 clusters Score -609768.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7297 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -609789.250000 Penalty: 852.264771 Iteration 20F: 3 clusters Score -609789.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -609797.687500 Penalty: 852.264771 Iteration 21Q: 3 clusters Score -609797.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -609805.187500 Penalty: 852.264771 Iteration 22Q: 3 clusters Score -609805.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -609805.875000 Penalty: 852.264771 Iteration 23Q: 3 clusters Score -609805.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -609806.312500 Penalty: 852.264771 Iteration 24Q: 3 clusters Score -609806.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -609805.750000 Penalty: 852.264771 Iteration 25Q: 3 clusters Score -609805.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -609806.812500 Penalty: 852.264771 Iteration 26Q: 3 clusters Score -609806.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -609805.937500 Penalty: 852.264771 Iteration 27Q: 3 clusters Score -609805.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -609805.750000 Penalty: 852.264771 Iteration 28Q: 3 clusters Score -609805.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -609805.875000 Penalty: 852.264771 Iteration 29Q: 3 clusters Score -609805.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -609806.375000 Penalty: 852.264771 Iteration 30Q: 3 clusters Score -609806.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -609805.937500 Penalty: 852.264771 Iteration 31Q: 3 clusters Score -609805.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -609805.937500 Penalty: 852.264771 Iteration 32F: 3 clusters Score -609805.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -5994.042969 Penalty: 220.767380 Iteration 0F: 2 clusters Score -5994.043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5760.472168 Penalty: 441.534760 Iteration 0F: 3 clusters Score -5760.472 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5798.553711 Penalty: 441.534760 Iteration 1F: 3 clusters Score -5798.554 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5809.739258 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -5809.739 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5811.459961 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -5811.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -5811.459961 Penalty: 441.534760 Iteration 4F: 3 clusters Score -5811.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Entering Unmasked Estep Score: -26343.740234 Penalty: 293.496399 Iteration 0F: 2 clusters Score -26343.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -25824.898438 Penalty: 586.992798 Iteration 0F: 3 clusters Score -25824.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -26227.708984 Penalty: 586.992798 Iteration 1F: 3 clusters Score -26227.71 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -26343.292969 Penalty: 586.992798 Iteration 2F: 3 clusters Score -26343.29 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -26388.435547 Penalty: 586.992798 Iteration 3F: 3 clusters Score -26388.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -26398.425781 Penalty: 586.992798 Iteration 4Q: 3 clusters Score -26398.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -26411.451172 Penalty: 586.992798 Iteration 5Q: 3 clusters Score -26411.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -26417.693359 Penalty: 586.992798 Iteration 6Q: 3 clusters Score -26417.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -26417.693359 Penalty: 586.992798 Iteration 7F: 3 clusters Score -26417.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 28414 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146964 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11679 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 157 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9062 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201998 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 476 members Entering Unmasked Estep Score: -24283556.000000 Penalty: 17927.505859 Splitting cluster 9 changes total score from -24283770.000000 to -24283556.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (1047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Entering Unmasked Estep Score: -46947.546875 Penalty: 316.392639 Iteration 0F: 2 clusters Score -46947.55 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 508 members Entering Unmasked Estep Score: -46151.226562 Penalty: 632.785278 Iteration 0F: 3 clusters Score -46151.23 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -46437.601562 Penalty: 632.785278 Iteration 1F: 3 clusters Score -46437.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -46556.355469 Penalty: 632.785278 Iteration 2F: 3 clusters Score -46556.36 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -46634.046875 Penalty: 632.785278 Iteration 3F: 3 clusters Score -46634.05 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -46685.449219 Penalty: 632.785278 Iteration 4F: 3 clusters Score -46685.45 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -46721.289062 Penalty: 632.785278 Iteration 5Q: 3 clusters Score -46721.29 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -46740.070312 Penalty: 632.785278 Iteration 6Q: 3 clusters Score -46740.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -46757.675781 Penalty: 632.785278 Iteration 7Q: 3 clusters Score -46757.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -46773.644531 Penalty: 632.785278 Iteration 8Q: 3 clusters Score -46773.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -46782.683594 Penalty: 632.785278 Iteration 9Q: 3 clusters Score -46782.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -46788.722656 Penalty: 632.785278 Iteration 10Q: 3 clusters Score -46788.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -46794.062500 Penalty: 632.785278 Iteration 11Q: 3 clusters Score -46794.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -46802.367188 Penalty: 632.785278 Iteration 12Q: 3 clusters Score -46802.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -46808.144531 Penalty: 632.785278 Iteration 13Q: 3 clusters Score -46808.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -46812.425781 Penalty: 632.785278 Iteration 14Q: 3 clusters Score -46812.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -46814.054688 Penalty: 632.785278 Iteration 15Q: 3 clusters Score -46814.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -46815.050781 Penalty: 632.785278 Iteration 16Q: 3 clusters Score -46815.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -46816.589844 Penalty: 632.785278 Iteration 17Q: 3 clusters Score -46816.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -46818.632812 Penalty: 632.785278 Iteration 18Q: 3 clusters Score -46818.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -46819.898438 Penalty: 632.785278 Iteration 19Q: 3 clusters Score -46819.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -46819.898438 Penalty: 632.785278 Iteration 20F: 3 clusters Score -46819.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Entering Unmasked Estep Score: -96415.523438 Penalty: 342.612427 Iteration 0F: 2 clusters Score -96415.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -95077.882812 Penalty: 685.224854 Iteration 0F: 3 clusters Score -95077.88 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -95501.625000 Penalty: 685.224854 Iteration 1F: 3 clusters Score -95501.62 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -95594.023438 Penalty: 685.224854 Iteration 2F: 3 clusters Score -95594.02 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -95677.695312 Penalty: 685.224854 Iteration 3F: 3 clusters Score -95677.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -95757.093750 Penalty: 685.224854 Iteration 4F: 3 clusters Score -95757.09 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -95828.476562 Penalty: 685.224854 Iteration 5F: 3 clusters Score -95828.48 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -95871.351562 Penalty: 685.224854 Iteration 6Q: 3 clusters Score -95871.35 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -95914.593750 Penalty: 685.224854 Iteration 7Q: 3 clusters Score -95914.59 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -95954.515625 Penalty: 685.224854 Iteration 8Q: 3 clusters Score -95954.52 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -95986.671875 Penalty: 685.224854 Iteration 9Q: 3 clusters Score -95986.67 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -96005.585938 Penalty: 685.224854 Iteration 10Q: 3 clusters Score -96005.59 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -96018.648438 Penalty: 685.224854 Iteration 11Q: 3 clusters Score -96018.65 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -96025.507812 Penalty: 685.224854 Iteration 12Q: 3 clusters Score -96025.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -96029.773438 Penalty: 685.224854 Iteration 13Q: 3 clusters Score -96029.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -96035.187500 Penalty: 685.224854 Iteration 14Q: 3 clusters Score -96035.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -96040.437500 Penalty: 685.224854 Iteration 15Q: 3 clusters Score -96040.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -96043.453125 Penalty: 685.224854 Iteration 16Q: 3 clusters Score -96043.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -96044.890625 Penalty: 685.224854 Iteration 17Q: 3 clusters Score -96044.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -96045.710938 Penalty: 685.224854 Iteration 18Q: 3 clusters Score -96045.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -96046.062500 Penalty: 685.224854 Iteration 19Q: 3 clusters Score -96046.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -96046.632812 Penalty: 685.224854 Iteration 20F: 3 clusters Score -96046.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -96046.851562 Penalty: 685.224854 Iteration 21Q: 3 clusters Score -96046.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -96047.265625 Penalty: 685.224854 Iteration 22Q: 3 clusters Score -96047.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -96048.601562 Penalty: 685.224854 Iteration 23Q: 3 clusters Score -96048.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -96049.625000 Penalty: 685.224854 Iteration 24Q: 3 clusters Score -96049.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -96052.867188 Penalty: 685.224854 Iteration 25Q: 3 clusters Score -96052.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -96054.492188 Penalty: 685.224854 Iteration 26Q: 3 clusters Score -96054.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -96056.765625 Penalty: 685.224854 Iteration 27Q: 3 clusters Score -96056.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -96059.375000 Penalty: 685.224854 Iteration 28Q: 3 clusters Score -96059.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -96059.796875 Penalty: 685.224854 Iteration 29Q: 3 clusters Score -96059.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -96060.484375 Penalty: 685.224854 Iteration 30Q: 3 clusters Score -96060.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -96061.968750 Penalty: 685.224854 Iteration 31Q: 3 clusters Score -96061.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -96062.742188 Penalty: 685.224854 Iteration 32Q: 3 clusters Score -96062.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -96064.031250 Penalty: 685.224854 Iteration 33Q: 3 clusters Score -96064.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -96065.031250 Penalty: 685.224854 Iteration 34Q: 3 clusters Score -96065.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -96066.015625 Penalty: 685.224854 Iteration 35Q: 3 clusters Score -96066.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -96067.773438 Penalty: 685.224854 Iteration 36Q: 3 clusters Score -96067.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -96070.265625 Penalty: 685.224854 Iteration 37Q: 3 clusters Score -96070.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -96073.304688 Penalty: 685.224854 Iteration 38Q: 3 clusters Score -96073.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -96079.460938 Penalty: 685.224854 Iteration 39Q: 3 clusters Score -96079.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -96087.328125 Penalty: 685.224854 Iteration 40F: 3 clusters Score -96087.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -96095.000000 Penalty: 685.224854 Iteration 41Q: 3 clusters Score -96095 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -96100.500000 Penalty: 685.224854 Iteration 42Q: 3 clusters Score -96100.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -96104.406250 Penalty: 685.224854 Iteration 43Q: 3 clusters Score -96104.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -96110.554688 Penalty: 685.224854 Iteration 44Q: 3 clusters Score -96110.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -96114.421875 Penalty: 685.224854 Iteration 45Q: 3 clusters Score -96114.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -96116.562500 Penalty: 685.224854 Iteration 46Q: 3 clusters Score -96116.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -96118.453125 Penalty: 685.224854 Iteration 47Q: 3 clusters Score -96118.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -96120.500000 Penalty: 685.224854 Iteration 48Q: 3 clusters Score -96120.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -96121.210938 Penalty: 685.224854 Iteration 49Q: 3 clusters Score -96121.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -96122.070312 Penalty: 685.224854 Iteration 50Q: 3 clusters Score -96122.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -96122.281250 Penalty: 685.224854 Iteration 51Q: 3 clusters Score -96122.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -96123.054688 Penalty: 685.224854 Iteration 52Q: 3 clusters Score -96123.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -96123.312500 Penalty: 685.224854 Iteration 53Q: 3 clusters Score -96123.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -96123.531250 Penalty: 685.224854 Iteration 54Q: 3 clusters Score -96123.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -96123.531250 Penalty: 685.224854 Iteration 55F: 3 clusters Score -96123.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Entering Unmasked Estep Score: -195816.406250 Penalty: 376.448425 Iteration 0F: 2 clusters Score -195816.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -193205.484375 Penalty: 752.896851 Iteration 0F: 3 clusters Score -193205.5 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -194266.671875 Penalty: 752.896851 Iteration 1F: 3 clusters Score -194266.7 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -194459.531250 Penalty: 752.896851 Iteration 2F: 3 clusters Score -194459.5 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -194594.218750 Penalty: 752.896851 Iteration 3F: 3 clusters Score -194594.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -194663.500000 Penalty: 752.896851 Iteration 4F: 3 clusters Score -194663.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -194702.468750 Penalty: 752.896851 Iteration 5Q: 3 clusters Score -194702.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -194724.687500 Penalty: 752.896851 Iteration 6Q: 3 clusters Score -194724.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -194735.500000 Penalty: 752.896851 Iteration 7Q: 3 clusters Score -194735.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -194744.484375 Penalty: 752.896851 Iteration 8Q: 3 clusters Score -194744.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -194749.078125 Penalty: 752.896851 Iteration 9Q: 3 clusters Score -194749.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -194752.640625 Penalty: 752.896851 Iteration 10Q: 3 clusters Score -194752.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -194755.765625 Penalty: 752.896851 Iteration 11Q: 3 clusters Score -194755.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -194758.000000 Penalty: 752.896851 Iteration 12Q: 3 clusters Score -194758 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -194759.000000 Penalty: 752.896851 Iteration 13Q: 3 clusters Score -194759 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -194761.109375 Penalty: 752.896851 Iteration 14Q: 3 clusters Score -194761.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -194761.875000 Penalty: 752.896851 Iteration 15Q: 3 clusters Score -194761.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -194762.515625 Penalty: 752.896851 Iteration 16Q: 3 clusters Score -194762.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -194763.625000 Penalty: 752.896851 Iteration 17Q: 3 clusters Score -194763.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -194764.906250 Penalty: 752.896851 Iteration 18Q: 3 clusters Score -194764.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -194765.640625 Penalty: 752.896851 Iteration 19Q: 3 clusters Score -194765.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -194767.359375 Penalty: 752.896851 Iteration 20F: 3 clusters Score -194767.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -194769.890625 Penalty: 752.896851 Iteration 21Q: 3 clusters Score -194769.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -194772.046875 Penalty: 752.896851 Iteration 22Q: 3 clusters Score -194772 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -194774.312500 Penalty: 752.896851 Iteration 23Q: 3 clusters Score -194774.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -194776.125000 Penalty: 752.896851 Iteration 24Q: 3 clusters Score -194776.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -194777.078125 Penalty: 752.896851 Iteration 25Q: 3 clusters Score -194777.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -194778.468750 Penalty: 752.896851 Iteration 26Q: 3 clusters Score -194778.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -194779.187500 Penalty: 752.896851 Iteration 27Q: 3 clusters Score -194779.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -194780.281250 Penalty: 752.896851 Iteration 28Q: 3 clusters Score -194780.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -194781.625000 Penalty: 752.896851 Iteration 29Q: 3 clusters Score -194781.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -194783.921875 Penalty: 752.896851 Iteration 30Q: 3 clusters Score -194783.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -194785.468750 Penalty: 752.896851 Iteration 31Q: 3 clusters Score -194785.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -194787.171875 Penalty: 752.896851 Iteration 32Q: 3 clusters Score -194787.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -194788.718750 Penalty: 752.896851 Iteration 33Q: 3 clusters Score -194788.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -194790.187500 Penalty: 752.896851 Iteration 34Q: 3 clusters Score -194790.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -194791.578125 Penalty: 752.896851 Iteration 35Q: 3 clusters Score -194791.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -194794.359375 Penalty: 752.896851 Iteration 36Q: 3 clusters Score -194794.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -194799.078125 Penalty: 752.896851 Iteration 37Q: 3 clusters Score -194799.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -194803.640625 Penalty: 752.896851 Iteration 38Q: 3 clusters Score -194803.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -194810.015625 Penalty: 752.896851 Iteration 39Q: 3 clusters Score -194810 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -194815.437500 Penalty: 752.896851 Iteration 40F: 3 clusters Score -194815.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -194820.218750 Penalty: 752.896851 Iteration 41Q: 3 clusters Score -194820.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -194826.906250 Penalty: 752.896851 Iteration 42Q: 3 clusters Score -194826.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -194832.640625 Penalty: 752.896851 Iteration 43Q: 3 clusters Score -194832.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -194840.531250 Penalty: 752.896851 Iteration 44Q: 3 clusters Score -194840.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -194846.484375 Penalty: 752.896851 Iteration 45Q: 3 clusters Score -194846.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -194853.421875 Penalty: 752.896851 Iteration 46Q: 3 clusters Score -194853.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -194864.453125 Penalty: 752.896851 Iteration 47Q: 3 clusters Score -194864.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -194880.265625 Penalty: 752.896851 Iteration 48Q: 3 clusters Score -194880.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -194913.406250 Penalty: 752.896851 Iteration 49Q: 3 clusters Score -194913.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -194961.500000 Penalty: 752.896851 Iteration 50Q: 3 clusters Score -194961.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -195028.562500 Penalty: 752.896851 Iteration 51Q: 3 clusters Score -195028.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -195119.687500 Penalty: 752.896851 Iteration 52Q: 3 clusters Score -195119.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -195227.015625 Penalty: 752.896851 Iteration 53Q: 3 clusters Score -195227 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -195338.312500 Penalty: 752.896851 Iteration 54Q: 3 clusters Score -195338.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -195447.828125 Penalty: 752.896851 Iteration 55Q: 3 clusters Score -195447.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -195521.218750 Penalty: 752.896851 Iteration 56Q: 3 clusters Score -195521.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -195560.484375 Penalty: 752.896851 Iteration 57Q: 3 clusters Score -195560.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -195586.765625 Penalty: 752.896851 Iteration 58Q: 3 clusters Score -195586.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -195598.953125 Penalty: 752.896851 Iteration 59Q: 3 clusters Score -195599 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -195621.765625 Penalty: 752.896851 Iteration 60F: 3 clusters Score -195621.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -195645.750000 Penalty: 752.896851 Iteration 61Q: 3 clusters Score -195645.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -195656.593750 Penalty: 752.896851 Iteration 62Q: 3 clusters Score -195656.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -195660.765625 Penalty: 752.896851 Iteration 63Q: 3 clusters Score -195660.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -195663.859375 Penalty: 752.896851 Iteration 64Q: 3 clusters Score -195663.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -195668.234375 Penalty: 752.896851 Iteration 65Q: 3 clusters Score -195668.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -195669.406250 Penalty: 752.896851 Iteration 66Q: 3 clusters Score -195669.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -195669.734375 Penalty: 752.896851 Iteration 67Q: 3 clusters Score -195669.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -195669.734375 Penalty: 752.896851 Iteration 68F: 3 clusters Score -195669.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -152389.250000 Penalty: 361.987793 Iteration 0F: 2 clusters Score -152389.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -150363.703125 Penalty: 723.975586 Iteration 0F: 3 clusters Score -150363.7 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -151100.343750 Penalty: 723.975586 Iteration 1F: 3 clusters Score -151100.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -151181.687500 Penalty: 723.975586 Iteration 2F: 3 clusters Score -151181.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -151241.796875 Penalty: 723.975586 Iteration 3F: 3 clusters Score -151241.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -151294.125000 Penalty: 723.975586 Iteration 4Q: 3 clusters Score -151294.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -151360.593750 Penalty: 723.975586 Iteration 5Q: 3 clusters Score -151360.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -151441.921875 Penalty: 723.975586 Iteration 6Q: 3 clusters Score -151441.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -151531.328125 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -151531.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -151622.109375 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -151622.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -151687.218750 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -151687.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -151719.375000 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -151719.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -151755.453125 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -151755.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -151779.359375 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -151779.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -151798.656250 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -151798.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -151814.203125 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -151814.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -151821.078125 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -151821.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -151826.843750 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -151826.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -151832.093750 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -151832.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -151838.281250 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -151838.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -151842.609375 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -151842.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -151847.406250 Penalty: 723.975586 Iteration 20F: 3 clusters Score -151847.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -151855.562500 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -151855.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -151864.875000 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -151864.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -151874.843750 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -151874.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -151880.875000 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -151880.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -151888.640625 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -151888.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -151896.500000 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -151896.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -151904.109375 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -151904.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -151911.859375 Penalty: 723.975586 Iteration 28Q: 3 clusters Score -151911.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -151918.968750 Penalty: 723.975586 Iteration 29Q: 3 clusters Score -151919 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -151930.046875 Penalty: 723.975586 Iteration 30Q: 3 clusters Score -151930 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -151939.218750 Penalty: 723.975586 Iteration 31Q: 3 clusters Score -151939.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -151950.187500 Penalty: 723.975586 Iteration 32Q: 3 clusters Score -151950.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -151961.046875 Penalty: 723.975586 Iteration 33Q: 3 clusters Score -151961 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -151969.250000 Penalty: 723.975586 Iteration 34Q: 3 clusters Score -151969.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -151975.515625 Penalty: 723.975586 Iteration 35Q: 3 clusters Score -151975.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -151981.218750 Penalty: 723.975586 Iteration 36Q: 3 clusters Score -151981.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -151984.062500 Penalty: 723.975586 Iteration 37Q: 3 clusters Score -151984.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -151986.296875 Penalty: 723.975586 Iteration 38Q: 3 clusters Score -151986.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -151988.015625 Penalty: 723.975586 Iteration 39Q: 3 clusters Score -151988 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -151990.171875 Penalty: 723.975586 Iteration 40F: 3 clusters Score -151990.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -151993.750000 Penalty: 723.975586 Iteration 41Q: 3 clusters Score -151993.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -151999.031250 Penalty: 723.975586 Iteration 42Q: 3 clusters Score -151999 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -152002.781250 Penalty: 723.975586 Iteration 43Q: 3 clusters Score -152002.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -152009.828125 Penalty: 723.975586 Iteration 44Q: 3 clusters Score -152009.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -152015.984375 Penalty: 723.975586 Iteration 45Q: 3 clusters Score -152016 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -152022.640625 Penalty: 723.975586 Iteration 46Q: 3 clusters Score -152022.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -152025.890625 Penalty: 723.975586 Iteration 47Q: 3 clusters Score -152025.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -152029.062500 Penalty: 723.975586 Iteration 48Q: 3 clusters Score -152029.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -152030.890625 Penalty: 723.975586 Iteration 49Q: 3 clusters Score -152030.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -152032.796875 Penalty: 723.975586 Iteration 50Q: 3 clusters Score -152032.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -152034.562500 Penalty: 723.975586 Iteration 51Q: 3 clusters Score -152034.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -152036.046875 Penalty: 723.975586 Iteration 52Q: 3 clusters Score -152036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -152038.343750 Penalty: 723.975586 Iteration 53Q: 3 clusters Score -152038.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -152041.437500 Penalty: 723.975586 Iteration 54Q: 3 clusters Score -152041.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -152041.671875 Penalty: 723.975586 Iteration 55Q: 3 clusters Score -152041.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -152041.671875 Penalty: 723.975586 Iteration 56F: 3 clusters Score -152041.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2697.842285 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2697.842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2535.315674 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2535.316 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2562.333496 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2562.333 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2574.445312 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2574.445 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2574.445312 Penalty: 379.869263 Iteration 3F: 3 clusters Score -2574.445 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -8369.054688 Penalty: 236.531601 Iteration 0F: 2 clusters Score -8369.055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8091.892090 Penalty: 473.063202 Iteration 0F: 3 clusters Score -8091.892 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8169.315430 Penalty: 473.063202 Iteration 1F: 3 clusters Score -8169.315 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8178.626465 Penalty: 473.063202 Iteration 2Q: 3 clusters Score -8178.626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8185.711426 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -8185.711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8188.363770 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -8188.364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8194.781250 Penalty: 473.063202 Iteration 5Q: 3 clusters Score -8194.781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8200.265625 Penalty: 473.063202 Iteration 6Q: 3 clusters Score -8200.266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8201.364258 Penalty: 473.063202 Iteration 7Q: 3 clusters Score -8201.364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8209.477539 Penalty: 473.063202 Iteration 8Q: 3 clusters Score -8209.478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -8211.822266 Penalty: 473.063202 Iteration 9Q: 3 clusters Score -8211.822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8212.432617 Penalty: 473.063202 Iteration 10Q: 3 clusters Score -8212.433 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -8212.432617 Penalty: 473.063202 Iteration 11F: 3 clusters Score -8212.433 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (49525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49525 members Entering Unmasked Estep Score: -2596639.250000 Penalty: 491.865601 Iteration 0F: 2 clusters Score -2596639 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24541 members Mstep: Class 2 contains 24984 members Entering Unmasked Estep Score: -2563387.500000 Penalty: 983.731201 Iteration 0F: 3 clusters Score -2563388 nChanged 24002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20333 members Mstep: Class 2 contains 29192 members Entering Unmasked Estep Score: -2578760.750000 Penalty: 983.731201 Iteration 1F: 3 clusters Score -2578761 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17609 members Mstep: Class 2 contains 31916 members Entering Unmasked Estep Score: -2580781.000000 Penalty: 983.731201 Iteration 2F: 3 clusters Score -2580781 nChanged 4103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 35515 members Entering Unmasked Estep Score: -2583998.000000 Penalty: 983.731201 Iteration 3F: 3 clusters Score -2583998 nChanged 4270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 39357 members Entering Unmasked Estep Score: -2587826.250000 Penalty: 983.731201 Iteration 4F: 3 clusters Score -2587826 nChanged 3412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 42467 members Entering Unmasked Estep Score: -2591006.750000 Penalty: 983.731201 Iteration 5F: 3 clusters Score -2591007 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 44541 members Entering Unmasked Estep Score: -2593116.750000 Penalty: 983.731201 Iteration 6Q: 3 clusters Score -2593117 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 45727 members Entering Unmasked Estep Score: -2594155.000000 Penalty: 983.731201 Iteration 7Q: 3 clusters Score -2594155 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 46453 members Entering Unmasked Estep Score: -2594699.750000 Penalty: 983.731201 Iteration 8Q: 3 clusters Score -2594700 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 47031 members Entering Unmasked Estep Score: -2595081.500000 Penalty: 983.731201 Iteration 9Q: 3 clusters Score -2595082 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 47482 members Entering Unmasked Estep Score: -2595338.750000 Penalty: 983.731201 Iteration 10Q: 3 clusters Score -2595339 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 47866 members Entering Unmasked Estep Score: -2595546.250000 Penalty: 983.731201 Iteration 11Q: 3 clusters Score -2595546 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 48164 members Entering Unmasked Estep Score: -2595681.750000 Penalty: 983.731201 Iteration 12Q: 3 clusters Score -2595682 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 48390 members Entering Unmasked Estep Score: -2595789.750000 Penalty: 983.731201 Iteration 13Q: 3 clusters Score -2595790 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 48584 members Entering Unmasked Estep Score: -2595881.500000 Penalty: 983.731201 Iteration 14Q: 3 clusters Score -2595882 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 48738 members Entering Unmasked Estep Score: -2595987.500000 Penalty: 983.731201 Iteration 15Q: 3 clusters Score -2595988 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 48856 members Entering Unmasked Estep Score: -2596061.500000 Penalty: 983.731201 Iteration 16Q: 3 clusters Score -2596062 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 48933 members Entering Unmasked Estep Score: -2596110.750000 Penalty: 983.731201 Iteration 17Q: 3 clusters Score -2596111 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 48993 members Entering Unmasked Estep Score: -2596133.500000 Penalty: 983.731201 Iteration 18Q: 3 clusters Score -2596134 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 49027 members Entering Unmasked Estep Score: -2596164.500000 Penalty: 983.731201 Iteration 19Q: 3 clusters Score -2596164 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 49066 members Entering Unmasked Estep Score: -2596198.250000 Penalty: 983.731201 Iteration 20F: 3 clusters Score -2596198 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 49102 members Entering Unmasked Estep Score: -2596243.250000 Penalty: 983.731201 Iteration 21Q: 3 clusters Score -2596243 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 49128 members Entering Unmasked Estep Score: -2596289.750000 Penalty: 983.731201 Iteration 22Q: 3 clusters Score -2596290 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 49148 members Entering Unmasked Estep Score: -2596336.750000 Penalty: 983.731201 Iteration 23Q: 3 clusters Score -2596337 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 49159 members Entering Unmasked Estep Score: -2596364.750000 Penalty: 983.731201 Iteration 24Q: 3 clusters Score -2596365 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 49162 members Entering Unmasked Estep Score: -2596387.500000 Penalty: 983.731201 Iteration 25Q: 3 clusters Score -2596388 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 49161 members Entering Unmasked Estep Score: -2596412.250000 Penalty: 983.731201 Iteration 26Q: 3 clusters Score -2596412 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 49160 members Entering Unmasked Estep Score: -2596426.000000 Penalty: 983.731201 Iteration 27Q: 3 clusters Score -2596426 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 49149 members Entering Unmasked Estep Score: -2596444.250000 Penalty: 983.731201 Iteration 28Q: 3 clusters Score -2596444 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 49147 members Entering Unmasked Estep Score: -2596453.750000 Penalty: 983.731201 Iteration 29Q: 3 clusters Score -2596454 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 49142 members Entering Unmasked Estep Score: -2596460.250000 Penalty: 983.731201 Iteration 30Q: 3 clusters Score -2596460 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 49138 members Entering Unmasked Estep Score: -2596465.000000 Penalty: 983.731201 Iteration 31Q: 3 clusters Score -2596465 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 49133 members Entering Unmasked Estep Score: -2596469.500000 Penalty: 983.731201 Iteration 32Q: 3 clusters Score -2596470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 49128 members Entering Unmasked Estep Score: -2596472.750000 Penalty: 983.731201 Iteration 33Q: 3 clusters Score -2596473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 49124 members Entering Unmasked Estep Score: -2596477.000000 Penalty: 983.731201 Iteration 34Q: 3 clusters Score -2596477 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 49120 members Entering Unmasked Estep Score: -2596474.250000 Penalty: 983.731201 Iteration 35Q: 3 clusters Score -2596474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 49117 members Entering Unmasked Estep Score: -2596474.000000 Penalty: 983.731201 Iteration 36Q: 3 clusters Score -2596474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 49117 members Entering Unmasked Estep Score: -2596474.000000 Penalty: 983.731201 Iteration 37F: 3 clusters Score -2596474 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Entering Unmasked Estep Score: -7581.053223 Penalty: 237.771469 Iteration 0F: 2 clusters Score -7581.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7320.453125 Penalty: 475.542938 Iteration 0F: 3 clusters Score -7320.453 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7399.025879 Penalty: 475.542938 Iteration 1F: 3 clusters Score -7399.026 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7429.418945 Penalty: 475.542938 Iteration 2F: 3 clusters Score -7429.419 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -7439.548828 Penalty: 475.542938 Iteration 3Q: 3 clusters Score -7439.549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7448.484863 Penalty: 475.542938 Iteration 4Q: 3 clusters Score -7448.485 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7455.089844 Penalty: 475.542938 Iteration 5Q: 3 clusters Score -7455.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7456.845215 Penalty: 475.542938 Iteration 6Q: 3 clusters Score -7456.845 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7456.845215 Penalty: 475.542938 Iteration 7F: 3 clusters Score -7456.845 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -19923.736328 Penalty: 276.948242 Iteration 0F: 2 clusters Score -19923.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -19488.527344 Penalty: 553.896484 Iteration 0F: 3 clusters Score -19488.53 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -19656.822266 Penalty: 553.896484 Iteration 1F: 3 clusters Score -19656.82 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -19706.076172 Penalty: 553.896484 Iteration 2F: 3 clusters Score -19706.08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -19739.712891 Penalty: 553.896484 Iteration 3F: 3 clusters Score -19739.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -19764.773438 Penalty: 553.896484 Iteration 4Q: 3 clusters Score -19764.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -19786.142578 Penalty: 553.896484 Iteration 5Q: 3 clusters Score -19786.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -19812.923828 Penalty: 553.896484 Iteration 6Q: 3 clusters Score -19812.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -19833.070312 Penalty: 553.896484 Iteration 7Q: 3 clusters Score -19833.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -19850.158203 Penalty: 553.896484 Iteration 8Q: 3 clusters Score -19850.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -19885.521484 Penalty: 553.896484 Iteration 9Q: 3 clusters Score -19885.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -19938.939453 Penalty: 553.896484 Iteration 10Q: 3 clusters Score -19938.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -19945.939453 Penalty: 553.896484 Iteration 11Q: 3 clusters Score -19945.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -19955.744141 Penalty: 553.896484 Iteration 12Q: 3 clusters Score -19955.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -19965.808594 Penalty: 553.896484 Iteration 13Q: 3 clusters Score -19965.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -19970.062500 Penalty: 553.896484 Iteration 14Q: 3 clusters Score -19970.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -19974.365234 Penalty: 553.896484 Iteration 15Q: 3 clusters Score -19974.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -19980.166016 Penalty: 553.896484 Iteration 16Q: 3 clusters Score -19980.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -19981.810547 Penalty: 553.896484 Iteration 17Q: 3 clusters Score -19981.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -19984.250000 Penalty: 553.896484 Iteration 18Q: 3 clusters Score -19984.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -19985.515625 Penalty: 553.896484 Iteration 19Q: 3 clusters Score -19985.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -19986.378906 Penalty: 553.896484 Iteration 20F: 3 clusters Score -19986.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 28414 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146964 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11679 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 282 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9062 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201998 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 158 members Entering Unmasked Estep Score: -24283524.000000 Penalty: 17927.505859 Splitting cluster 18 changes total score from -24283770.000000 to -24283524.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (2651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Entering Unmasked Estep Score: -139685.734375 Penalty: 358.662506 Iteration 0F: 2 clusters Score -139685.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -137816.546875 Penalty: 717.325012 Iteration 0F: 3 clusters Score -137816.5 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -138481.015625 Penalty: 717.325012 Iteration 1F: 3 clusters Score -138481 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -138600.000000 Penalty: 717.325012 Iteration 2F: 3 clusters Score -138600 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -138690.218750 Penalty: 717.325012 Iteration 3F: 3 clusters Score -138690.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -138771.312500 Penalty: 717.325012 Iteration 4F: 3 clusters Score -138771.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -138823.515625 Penalty: 717.325012 Iteration 5Q: 3 clusters Score -138823.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -138870.484375 Penalty: 717.325012 Iteration 6Q: 3 clusters Score -138870.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -138944.937500 Penalty: 717.325012 Iteration 7Q: 3 clusters Score -138944.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -139033.812500 Penalty: 717.325012 Iteration 8Q: 3 clusters Score -139033.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -139108.562500 Penalty: 717.325012 Iteration 9Q: 3 clusters Score -139108.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -139151.906250 Penalty: 717.325012 Iteration 10Q: 3 clusters Score -139151.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -139179.812500 Penalty: 717.325012 Iteration 11Q: 3 clusters Score -139179.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -139191.265625 Penalty: 717.325012 Iteration 12Q: 3 clusters Score -139191.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -139199.703125 Penalty: 717.325012 Iteration 13Q: 3 clusters Score -139199.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -139207.562500 Penalty: 717.325012 Iteration 14Q: 3 clusters Score -139207.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -139210.890625 Penalty: 717.325012 Iteration 15Q: 3 clusters Score -139210.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -139212.968750 Penalty: 717.325012 Iteration 16Q: 3 clusters Score -139213 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -139213.921875 Penalty: 717.325012 Iteration 17Q: 3 clusters Score -139213.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -139214.703125 Penalty: 717.325012 Iteration 18Q: 3 clusters Score -139214.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -139215.531250 Penalty: 717.325012 Iteration 19Q: 3 clusters Score -139215.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -139216.406250 Penalty: 717.325012 Iteration 20F: 3 clusters Score -139216.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -139217.046875 Penalty: 717.325012 Iteration 21Q: 3 clusters Score -139217 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -139217.343750 Penalty: 717.325012 Iteration 22Q: 3 clusters Score -139217.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -139217.718750 Penalty: 717.325012 Iteration 23Q: 3 clusters Score -139217.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -139218.109375 Penalty: 717.325012 Iteration 24Q: 3 clusters Score -139218.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -139218.656250 Penalty: 717.325012 Iteration 25Q: 3 clusters Score -139218.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -139219.109375 Penalty: 717.325012 Iteration 26Q: 3 clusters Score -139219.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -139219.812500 Penalty: 717.325012 Iteration 27Q: 3 clusters Score -139219.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -139220.078125 Penalty: 717.325012 Iteration 28Q: 3 clusters Score -139220.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -139220.328125 Penalty: 717.325012 Iteration 29Q: 3 clusters Score -139220.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -139220.328125 Penalty: 717.325012 Iteration 30Q: 3 clusters Score -139220.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -139220.328125 Penalty: 717.325012 Iteration 31F: 3 clusters Score -139220.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9062 members Entering Unmasked Estep Score: -469569.156250 Penalty: 414.588959 Iteration 0F: 2 clusters Score -469569.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -463495.625000 Penalty: 829.177917 Iteration 0F: 3 clusters Score -463495.6 nChanged 4137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -466019.531250 Penalty: 829.177917 Iteration 1F: 3 clusters Score -466019.5 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -466395.593750 Penalty: 829.177917 Iteration 2F: 3 clusters Score -466395.6 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -466961.968750 Penalty: 829.177917 Iteration 3F: 3 clusters Score -466962 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -467709.750000 Penalty: 829.177917 Iteration 4F: 3 clusters Score -467709.8 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 8307 members Entering Unmasked Estep Score: -468415.406250 Penalty: 829.177917 Iteration 5F: 3 clusters Score -468415.4 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -468858.468750 Penalty: 829.177917 Iteration 6Q: 3 clusters Score -468858.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -469061.968750 Penalty: 829.177917 Iteration 7Q: 3 clusters Score -469062 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -469146.843750 Penalty: 829.177917 Iteration 8Q: 3 clusters Score -469146.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 8998 members Entering Unmasked Estep Score: -469182.187500 Penalty: 829.177917 Iteration 9Q: 3 clusters Score -469182.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -469207.000000 Penalty: 829.177917 Iteration 10Q: 3 clusters Score -469207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -469215.656250 Penalty: 829.177917 Iteration 11Q: 3 clusters Score -469215.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -469221.656250 Penalty: 829.177917 Iteration 12Q: 3 clusters Score -469221.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -469221.656250 Penalty: 829.177917 Iteration 13F: 3 clusters Score -469221.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -5536.338379 Penalty: 222.510880 Iteration 0F: 2 clusters Score -5536.338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5297.445312 Penalty: 445.021759 Iteration 0F: 3 clusters Score -5297.445 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5351.234863 Penalty: 445.021759 Iteration 1F: 3 clusters Score -5351.235 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5383.429199 Penalty: 445.021759 Iteration 2F: 3 clusters Score -5383.429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5409.011230 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -5409.011 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5424.834961 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -5424.835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5428.809570 Penalty: 445.021759 Iteration 5Q: 3 clusters Score -5428.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5428.809570 Penalty: 445.021759 Iteration 6F: 3 clusters Score -5428.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -15372.292969 Penalty: 264.406921 Iteration 0F: 2 clusters Score -15372.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -15007.828125 Penalty: 528.813843 Iteration 0F: 3 clusters Score -15007.83 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15118.164062 Penalty: 528.813843 Iteration 1F: 3 clusters Score -15118.16 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15162.485352 Penalty: 528.813843 Iteration 2F: 3 clusters Score -15162.49 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15208.211914 Penalty: 528.813843 Iteration 3F: 3 clusters Score -15208.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15229.865234 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -15229.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15240.909180 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -15240.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15245.687500 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -15245.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -15249.671875 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -15249.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15251.863281 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -15251.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15253.562500 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -15253.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -15256.188477 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -15256.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -15256.188477 Penalty: 528.813843 Iteration 11F: 3 clusters Score -15256.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Entering Unmasked Estep Score: -6918.094727 Penalty: 235.514816 Iteration 0F: 2 clusters Score -6918.095 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6672.324707 Penalty: 471.029633 Iteration 0F: 3 clusters Score -6672.325 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -6756.868164 Penalty: 471.029633 Iteration 1F: 3 clusters Score -6756.868 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -6789.841309 Penalty: 471.029633 Iteration 2F: 3 clusters Score -6789.841 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6803.269043 Penalty: 471.029633 Iteration 3Q: 3 clusters Score -6803.269 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -6817.406738 Penalty: 471.029633 Iteration 4Q: 3 clusters Score -6817.407 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -6826.998047 Penalty: 471.029633 Iteration 5Q: 3 clusters Score -6826.998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -6828.845703 Penalty: 471.029633 Iteration 6Q: 3 clusters Score -6828.846 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -6828.845703 Penalty: 471.029633 Iteration 7F: 3 clusters Score -6828.846 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (201998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201998 members Entering Unmasked Estep Score: -9940071.000000 Penalty: 555.828613 Iteration 0F: 2 clusters Score -9940071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101352 members Mstep: Class 2 contains 100646 members Entering Unmasked Estep Score: -9804361.000000 Penalty: 1111.657227 Iteration 0F: 3 clusters Score -9804361 nChanged 99692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115370 members Mstep: Class 2 contains 86628 members Entering Unmasked Estep Score: -9867885.000000 Penalty: 1111.657227 Iteration 1F: 3 clusters Score -9867885 nChanged 10171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123103 members Mstep: Class 2 contains 78895 members Entering Unmasked Estep Score: -9872885.000000 Penalty: 1111.657227 Iteration 2F: 3 clusters Score -9872885 nChanged 12952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134001 members Mstep: Class 2 contains 67997 members Entering Unmasked Estep Score: -9881254.000000 Penalty: 1111.657227 Iteration 3F: 3 clusters Score -9881254 nChanged 15353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147842 members Mstep: Class 2 contains 54156 members Entering Unmasked Estep Score: -9893363.000000 Penalty: 1111.657227 Iteration 4F: 3 clusters Score -9893363 nChanged 14928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161730 members Mstep: Class 2 contains 40268 members Entering Unmasked Estep Score: -9906662.000000 Penalty: 1111.657227 Iteration 5F: 3 clusters Score -9906662 nChanged 11767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172687 members Mstep: Class 2 contains 29311 members Entering Unmasked Estep Score: -9916819.000000 Penalty: 1111.657227 Iteration 6F: 3 clusters Score -9916819 nChanged 8216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180427 members Mstep: Class 2 contains 21571 members Entering Unmasked Estep Score: -9923290.000000 Penalty: 1111.657227 Iteration 7Q: 3 clusters Score -9923290 nChanged 5937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186132 members Mstep: Class 2 contains 15866 members Entering Unmasked Estep Score: -9927947.000000 Penalty: 1111.657227 Iteration 8Q: 3 clusters Score -9927947 nChanged 4335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190419 members Mstep: Class 2 contains 11579 members Entering Unmasked Estep Score: -9931258.000000 Penalty: 1111.657227 Iteration 9Q: 3 clusters Score -9931258 nChanged 3414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193831 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -9933748.000000 Penalty: 1111.657227 Iteration 10Q: 3 clusters Score -9933748 nChanged 2609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196438 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -9935545.000000 Penalty: 1111.657227 Iteration 11Q: 3 clusters Score -9935545 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198325 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -9936854.000000 Penalty: 1111.657227 Iteration 12Q: 3 clusters Score -9936854 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199677 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -9937826.000000 Penalty: 1111.657227 Iteration 13Q: 3 clusters Score -9937826 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200622 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -9938513.000000 Penalty: 1111.657227 Iteration 14Q: 3 clusters Score -9938513 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201187 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -9938940.000000 Penalty: 1111.657227 Iteration 15Q: 3 clusters Score -9938940 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201516 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -9939209.000000 Penalty: 1111.657227 Iteration 16Q: 3 clusters Score -9939209 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201677 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -9939380.000000 Penalty: 1111.657227 Iteration 17Q: 3 clusters Score -9939380 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201753 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -9939435.000000 Penalty: 1111.657227 Iteration 18Q: 3 clusters Score -9939435 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201799 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9939468.000000 Penalty: 1111.657227 Iteration 19Q: 3 clusters Score -9939468 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201823 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9939493.000000 Penalty: 1111.657227 Iteration 20F: 3 clusters Score -9939493 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201838 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -9939512.000000 Penalty: 1111.657227 Iteration 21Q: 3 clusters Score -9939512 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201853 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -9939534.000000 Penalty: 1111.657227 Iteration 22Q: 3 clusters Score -9939534 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201868 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9939536.000000 Penalty: 1111.657227 Iteration 23Q: 3 clusters Score -9939536 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201877 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9939546.000000 Penalty: 1111.657227 Iteration 24Q: 3 clusters Score -9939546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201883 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -9939553.000000 Penalty: 1111.657227 Iteration 25Q: 3 clusters Score -9939553 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201889 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -9939564.000000 Penalty: 1111.657227 Iteration 26Q: 3 clusters Score -9939564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201890 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -9939572.000000 Penalty: 1111.657227 Iteration 27Q: 3 clusters Score -9939572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201892 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -9939571.000000 Penalty: 1111.657227 Iteration 28Q: 3 clusters Score -9939571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201891 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -9939573.000000 Penalty: 1111.657227 Iteration 29Q: 3 clusters Score -9939573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201895 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9939576.000000 Penalty: 1111.657227 Iteration 30Q: 3 clusters Score -9939576 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201895 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9939581.000000 Penalty: 1111.657227 Iteration 31Q: 3 clusters Score -9939581 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201898 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -9939592.000000 Penalty: 1111.657227 Iteration 32Q: 3 clusters Score -9939592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201900 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9939590.000000 Penalty: 1111.657227 Iteration 33Q: 3 clusters Score -9939590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201902 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -9939601.000000 Penalty: 1111.657227 Iteration 34Q: 3 clusters Score -9939601 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201905 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -9939609.000000 Penalty: 1111.657227 Iteration 35Q: 3 clusters Score -9939609 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201906 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9939605.000000 Penalty: 1111.657227 Iteration 36Q: 3 clusters Score -9939605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201907 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9939607.000000 Penalty: 1111.657227 Iteration 37Q: 3 clusters Score -9939607 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201907 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -9939611.000000 Penalty: 1111.657227 Iteration 38Q: 3 clusters Score -9939611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201906 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -9939607.000000 Penalty: 1111.657227 Iteration 39Q: 3 clusters Score -9939607 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201908 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9939616.000000 Penalty: 1111.657227 Iteration 40F: 3 clusters Score -9939616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201909 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -9939613.000000 Penalty: 1111.657227 Iteration 41Q: 3 clusters Score -9939613 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201909 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -9939613.000000 Penalty: 1111.657227 Iteration 42F: 3 clusters Score -9939613 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -9217.932617 Penalty: 239.687546 Iteration 0F: 2 clusters Score -9217.933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8920.668945 Penalty: 479.375092 Iteration 0F: 3 clusters Score -8920.669 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8982.246094 Penalty: 479.375092 Iteration 1F: 3 clusters Score -8982.246 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -9002.172852 Penalty: 479.375092 Iteration 2F: 3 clusters Score -9002.173 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -9007.937500 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -9007.938 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -9010.776367 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -9010.776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -9011.503906 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -9011.504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -9011.503906 Penalty: 479.375092 Iteration 6F: 3 clusters Score -9011.504 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Entering Unmasked Estep Score: -7103.133789 Penalty: 232.868713 Iteration 0F: 2 clusters Score -7103.134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6831.644531 Penalty: 465.737427 Iteration 0F: 3 clusters Score -6831.645 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6881.867188 Penalty: 465.737427 Iteration 1F: 3 clusters Score -6881.867 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6907.442383 Penalty: 465.737427 Iteration 2F: 3 clusters Score -6907.442 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6935.111328 Penalty: 465.737427 Iteration 3F: 3 clusters Score -6935.111 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6942.759277 Penalty: 465.737427 Iteration 4Q: 3 clusters Score -6942.759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -6946.798340 Penalty: 465.737427 Iteration 5Q: 3 clusters Score -6946.798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6947.170410 Penalty: 465.737427 Iteration 6Q: 3 clusters Score -6947.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6947.170410 Penalty: 465.737427 Iteration 7F: 3 clusters Score -6947.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -28419.796875 Penalty: 294.491760 Iteration 0F: 2 clusters Score -28419.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -27838.195312 Penalty: 588.983521 Iteration 0F: 3 clusters Score -27838.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -28011.074219 Penalty: 588.983521 Iteration 1F: 3 clusters Score -28011.07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -28070.027344 Penalty: 588.983521 Iteration 2F: 3 clusters Score -28070.03 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -28091.763672 Penalty: 588.983521 Iteration 3F: 3 clusters Score -28091.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -28100.367188 Penalty: 588.983521 Iteration 4Q: 3 clusters Score -28100.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -28107.486328 Penalty: 588.983521 Iteration 5Q: 3 clusters Score -28107.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -28116.642578 Penalty: 588.983521 Iteration 6Q: 3 clusters Score -28116.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -28123.308594 Penalty: 588.983521 Iteration 7Q: 3 clusters Score -28123.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -28127.949219 Penalty: 588.983521 Iteration 8Q: 3 clusters Score -28127.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -28129.914062 Penalty: 588.983521 Iteration 9Q: 3 clusters Score -28129.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -28130.283203 Penalty: 588.983521 Iteration 10Q: 3 clusters Score -28130.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -28130.798828 Penalty: 588.983521 Iteration 11Q: 3 clusters Score -28130.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -28130.798828 Penalty: 588.983521 Iteration 12F: 3 clusters Score -28130.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Entering Unmasked Estep Score: -6955.078613 Penalty: 237.526199 Iteration 0F: 2 clusters Score -6955.079 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -6702.043457 Penalty: 475.052399 Iteration 0F: 3 clusters Score -6702.043 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6764.179199 Penalty: 475.052399 Iteration 1F: 3 clusters Score -6764.179 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6796.704590 Penalty: 475.052399 Iteration 2F: 3 clusters Score -6796.705 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6822.691895 Penalty: 475.052399 Iteration 3F: 3 clusters Score -6822.692 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6857.859375 Penalty: 475.052399 Iteration 4F: 3 clusters Score -6857.859 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6868.323730 Penalty: 475.052399 Iteration 5Q: 3 clusters Score -6868.324 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -6878.707031 Penalty: 475.052399 Iteration 6Q: 3 clusters Score -6878.707 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6884.495605 Penalty: 475.052399 Iteration 7Q: 3 clusters Score -6884.496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6888.265137 Penalty: 475.052399 Iteration 8Q: 3 clusters Score -6888.265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6893.217285 Penalty: 475.052399 Iteration 9Q: 3 clusters Score -6893.217 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6909.418945 Penalty: 475.052399 Iteration 10Q: 3 clusters Score -6909.419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6915.575684 Penalty: 475.052399 Iteration 11Q: 3 clusters Score -6915.576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6923.523926 Penalty: 475.052399 Iteration 12Q: 3 clusters Score -6923.524 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6923.523926 Penalty: 475.052399 Iteration 13F: 3 clusters Score -6923.524 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (40 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Entering Unmasked Estep Score: -1577.507568 Penalty: 167.844009 Iteration 0F: 2 clusters Score -1577.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -1461.700928 Penalty: 335.688019 Iteration 0F: 3 clusters Score -1461.701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 17 members Entering Unmasked Estep Score: -1478.896362 Penalty: 335.688019 Iteration 1Q: 3 clusters Score -1478.896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23 members Mstep: Class 2 contains 17 members Entering Unmasked Estep Score: -1478.896362 Penalty: 335.688019 Iteration 2F: 3 clusters Score -1478.896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 28414 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146964 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11679 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9062 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201998 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283788.000000 Penalty: 17329.921875 Iteration 159Q: 30 clusters Score -2.428379e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32702 members Mstep: Class 2 contains 28413 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146979 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11661 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9068 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201998 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283780.000000 Penalty: 17329.921875 Iteration 160F: 30 clusters Score -2.428378e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 28410 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 146996 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11637 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9071 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202003 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283776.000000 Penalty: 17329.921875 Iteration 161Q: 30 clusters Score -2.428378e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32712 members Mstep: Class 2 contains 28407 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147019 members Mstep: Class 5 contains 2481 members Mstep: Class 6 contains 4724 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9073 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202008 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283784.000000 Penalty: 17329.921875 Iteration 162Q: 30 clusters Score -2.428378e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32707 members Mstep: Class 2 contains 28404 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147049 members Mstep: Class 5 contains 2482 members Mstep: Class 6 contains 4723 members Mstep: Class 7 contains 11569 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9079 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202013 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283802.000000 Penalty: 17329.921875 Iteration 163Q: 30 clusters Score -2.42838e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32708 members Mstep: Class 2 contains 28402 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147068 members Mstep: Class 5 contains 2485 members Mstep: Class 6 contains 4722 members Mstep: Class 7 contains 11539 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49525 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9088 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202014 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283782.000000 Penalty: 17329.921875 Iteration 164Q: 30 clusters Score -2.428378e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32703 members Mstep: Class 2 contains 28402 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147085 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4723 members Mstep: Class 7 contains 11510 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49526 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9102 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202012 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283784.000000 Penalty: 17329.921875 Iteration 165Q: 30 clusters Score -2.428378e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32707 members Mstep: Class 2 contains 28402 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147100 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4722 members Mstep: Class 7 contains 11485 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1049 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49527 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9108 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202011 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283770.000000 Penalty: 17329.921875 Iteration 166Q: 30 clusters Score -2.428377e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32711 members Mstep: Class 2 contains 28402 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147123 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 4725 members Mstep: Class 7 contains 11455 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1048 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49528 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9110 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202008 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283772.000000 Penalty: 17329.921875 Iteration 167Q: 30 clusters Score -2.428377e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32705 members Mstep: Class 2 contains 28401 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147144 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11433 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49529 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9117 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202008 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283778.000000 Penalty: 17329.921875 Iteration 168Q: 30 clusters Score -2.428378e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32705 members Mstep: Class 2 contains 28399 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147171 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11402 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49529 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9124 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202008 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283752.000000 Penalty: 17329.921875 Iteration 169Q: 30 clusters Score -2.428375e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32706 members Mstep: Class 2 contains 28399 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147193 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 11377 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49530 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9130 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 202003 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283744.000000 Penalty: 17329.921875 Iteration 170Q: 30 clusters Score -2.428374e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32703 members Mstep: Class 2 contains 28399 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147215 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11357 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49532 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9134 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201997 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283762.000000 Penalty: 17329.921875 Iteration 171Q: 30 clusters Score -2.428376e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32704 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147239 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11339 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9130 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201992 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283770.000000 Penalty: 17329.921875 Iteration 172Q: 30 clusters Score -2.428377e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32700 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147258 members Mstep: Class 5 contains 2488 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11320 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9137 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201989 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283772.000000 Penalty: 17329.921875 Iteration 173Q: 30 clusters Score -2.428377e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32693 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147277 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11298 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9150 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201987 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283770.000000 Penalty: 17329.921875 Iteration 174Q: 30 clusters Score -2.428377e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32692 members Mstep: Class 2 contains 28399 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147299 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11269 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9158 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201988 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283790.000000 Penalty: 17329.921875 Iteration 175Q: 30 clusters Score -2.428379e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32688 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147314 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11249 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9168 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201988 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283774.000000 Penalty: 17329.921875 Iteration 176Q: 30 clusters Score -2.428377e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32681 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147330 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11230 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9181 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201985 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 177Q: 30 clusters Score -2.428374e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32676 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147338 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11208 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9198 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201986 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283756.000000 Penalty: 17329.921875 Iteration 178Q: 30 clusters Score -2.428376e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32667 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147350 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11186 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9218 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201985 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283732.000000 Penalty: 17329.921875 Iteration 179Q: 30 clusters Score -2.428373e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32659 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147373 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11147 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9243 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201984 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283754.000000 Penalty: 17329.921875 Iteration 180F: 30 clusters Score -2.428375e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32657 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147393 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11099 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1863 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9273 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201984 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283756.000000 Penalty: 17329.921875 Iteration 181Q: 30 clusters Score -2.428376e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32658 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147424 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11043 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1864 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9299 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283764.000000 Penalty: 17329.921875 Iteration 182Q: 30 clusters Score -2.428376e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32655 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147452 members Mstep: Class 5 contains 2487 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 10996 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1866 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9321 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283786.000000 Penalty: 17329.921875 Iteration 183Q: 30 clusters Score -2.428379e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32640 members Mstep: Class 2 contains 28398 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147479 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 10974 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1868 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9334 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201977 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283780.000000 Penalty: 17329.921875 Iteration 184Q: 30 clusters Score -2.428378e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32628 members Mstep: Class 2 contains 28397 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147497 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4726 members Mstep: Class 7 contains 10958 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1870 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9344 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201976 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283790.000000 Penalty: 17329.921875 Iteration 185Q: 30 clusters Score -2.428379e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32621 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147514 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 10941 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9349 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201975 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283782.000000 Penalty: 17329.921875 Iteration 186Q: 30 clusters Score -2.428378e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32614 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147530 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4730 members Mstep: Class 7 contains 10927 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9353 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201975 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283780.000000 Penalty: 17329.921875 Iteration 187Q: 30 clusters Score -2.428378e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32609 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147538 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10922 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9355 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201974 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283778.000000 Penalty: 17329.921875 Iteration 188Q: 30 clusters Score -2.428378e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32599 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147544 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10920 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9360 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201975 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283762.000000 Penalty: 17329.921875 Iteration 189Q: 30 clusters Score -2.428376e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32592 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147552 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10918 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9360 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201976 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283774.000000 Penalty: 17329.921875 Iteration 190Q: 30 clusters Score -2.428377e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32591 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147558 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10915 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9356 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201978 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283758.000000 Penalty: 17329.921875 Iteration 191Q: 30 clusters Score -2.428376e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32587 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147558 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10917 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9357 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201979 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283746.000000 Penalty: 17329.921875 Iteration 192Q: 30 clusters Score -2.428375e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32582 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147562 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4730 members Mstep: Class 7 contains 10919 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9357 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201979 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283754.000000 Penalty: 17329.921875 Iteration 193Q: 30 clusters Score -2.428375e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32575 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147564 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4730 members Mstep: Class 7 contains 10924 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9357 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201979 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283766.000000 Penalty: 17329.921875 Iteration 194Q: 30 clusters Score -2.428377e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32567 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147568 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4730 members Mstep: Class 7 contains 10928 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9358 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201978 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283762.000000 Penalty: 17329.921875 Iteration 195Q: 30 clusters Score -2.428376e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32558 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147575 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10927 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9360 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201977 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283760.000000 Penalty: 17329.921875 Iteration 196Q: 30 clusters Score -2.428376e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32555 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147578 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 10925 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9360 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201978 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283764.000000 Penalty: 17329.921875 Iteration 197Q: 30 clusters Score -2.428376e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32554 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147579 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 10924 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9359 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283756.000000 Penalty: 17329.921875 Iteration 198Q: 30 clusters Score -2.428376e+07 nChanged 13 Entering ConstructFrom: Score: -24283756.000000 Penalty: 17329.921875 Entering ConstructFrom: Trying to split cluster 1 (32551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32551 members Entering Unmasked Estep Score: -1555970.875000 Penalty: 472.770630 Iteration 0F: 2 clusters Score -1555971 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -1534190.125000 Penalty: 945.541260 Iteration 0F: 3 clusters Score -1534190 nChanged 15606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14679 members Mstep: Class 2 contains 17872 members Entering Unmasked Estep Score: -1543236.000000 Penalty: 945.541260 Iteration 1F: 3 clusters Score -1543236 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13506 members Mstep: Class 2 contains 19045 members Entering Unmasked Estep Score: -1543817.625000 Penalty: 945.541260 Iteration 2Q: 3 clusters Score -1543818 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -1544758.875000 Penalty: 945.541260 Iteration 3F: 3 clusters Score -1544759 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9669 members Mstep: Class 2 contains 22882 members Entering Unmasked Estep Score: -1546246.875000 Penalty: 945.541260 Iteration 4F: 3 clusters Score -1546247 nChanged 2768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 25582 members Entering Unmasked Estep Score: -1548581.125000 Penalty: 945.541260 Iteration 5F: 3 clusters Score -1548581 nChanged 2874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 28438 members Entering Unmasked Estep Score: -1551438.500000 Penalty: 945.541260 Iteration 6F: 3 clusters Score -1551438 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 30690 members Entering Unmasked Estep Score: -1553819.250000 Penalty: 945.541260 Iteration 7F: 3 clusters Score -1553819 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 31900 members Entering Unmasked Estep Score: -1555082.750000 Penalty: 945.541260 Iteration 8Q: 3 clusters Score -1555083 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 32321 members Entering Unmasked Estep Score: -1555498.875000 Penalty: 945.541260 Iteration 9Q: 3 clusters Score -1555499 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 32423 members Entering Unmasked Estep Score: -1555573.000000 Penalty: 945.541260 Iteration 10Q: 3 clusters Score -1555573 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 32453 members Entering Unmasked Estep Score: -1555596.875000 Penalty: 945.541260 Iteration 11Q: 3 clusters Score -1555597 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 32461 members Entering Unmasked Estep Score: -1555609.500000 Penalty: 945.541260 Iteration 12Q: 3 clusters Score -1555610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 32464 members Entering Unmasked Estep Score: -1555609.375000 Penalty: 945.541260 Iteration 13Q: 3 clusters Score -1555609 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 32466 members Entering Unmasked Estep Score: -1555612.875000 Penalty: 945.541260 Iteration 14Q: 3 clusters Score -1555613 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 32468 members Entering Unmasked Estep Score: -1555615.625000 Penalty: 945.541260 Iteration 15Q: 3 clusters Score -1555616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 32470 members Entering Unmasked Estep Score: -1555619.875000 Penalty: 945.541260 Iteration 16Q: 3 clusters Score -1555620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 32473 members Entering Unmasked Estep Score: -1555622.875000 Penalty: 945.541260 Iteration 17Q: 3 clusters Score -1555623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 32474 members Entering Unmasked Estep Score: -1555625.875000 Penalty: 945.541260 Iteration 18Q: 3 clusters Score -1555626 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 32474 members Entering Unmasked Estep Score: -1555625.875000 Penalty: 945.541260 Iteration 19F: 3 clusters Score -1555626 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (28396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28396 members Entering Unmasked Estep Score: -1335698.375000 Penalty: 466.557159 Iteration 0F: 2 clusters Score -1335698 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -1316709.000000 Penalty: 933.114319 Iteration 0F: 3 clusters Score -1316709 nChanged 13567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13516 members Mstep: Class 2 contains 14880 members Entering Unmasked Estep Score: -1324855.125000 Penalty: 933.114319 Iteration 1F: 3 clusters Score -1324855 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13128 members Mstep: Class 2 contains 15268 members Entering Unmasked Estep Score: -1325397.875000 Penalty: 933.114319 Iteration 2Q: 3 clusters Score -1325398 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -1326122.500000 Penalty: 933.114319 Iteration 3F: 3 clusters Score -1326122 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 16456 members Entering Unmasked Estep Score: -1327042.125000 Penalty: 933.114319 Iteration 4F: 3 clusters Score -1327042 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 17079 members Entering Unmasked Estep Score: -1328087.875000 Penalty: 933.114319 Iteration 5F: 3 clusters Score -1328088 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 17508 members Entering Unmasked Estep Score: -1329064.000000 Penalty: 933.114319 Iteration 6F: 3 clusters Score -1329064 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10630 members Mstep: Class 2 contains 17766 members Entering Unmasked Estep Score: -1329802.750000 Penalty: 933.114319 Iteration 7Q: 3 clusters Score -1329803 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 17879 members Entering Unmasked Estep Score: -1330272.875000 Penalty: 933.114319 Iteration 8Q: 3 clusters Score -1330273 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 18023 members Entering Unmasked Estep Score: -1330606.750000 Penalty: 933.114319 Iteration 9Q: 3 clusters Score -1330607 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 18197 members Entering Unmasked Estep Score: -1330781.875000 Penalty: 933.114319 Iteration 10Q: 3 clusters Score -1330782 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 18432 members Entering Unmasked Estep Score: -1330898.875000 Penalty: 933.114319 Iteration 11Q: 3 clusters Score -1330899 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -1330980.000000 Penalty: 933.114319 Iteration 12Q: 3 clusters Score -1330980 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 18981 members Entering Unmasked Estep Score: -1331089.875000 Penalty: 933.114319 Iteration 13Q: 3 clusters Score -1331090 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 19302 members Entering Unmasked Estep Score: -1331204.625000 Penalty: 933.114319 Iteration 14Q: 3 clusters Score -1331205 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -1331328.375000 Penalty: 933.114319 Iteration 15Q: 3 clusters Score -1331328 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 20054 members Entering Unmasked Estep Score: -1331493.000000 Penalty: 933.114319 Iteration 16Q: 3 clusters Score -1331493 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 20486 members Entering Unmasked Estep Score: -1331675.875000 Penalty: 933.114319 Iteration 17Q: 3 clusters Score -1331676 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 20896 members Entering Unmasked Estep Score: -1331874.000000 Penalty: 933.114319 Iteration 18Q: 3 clusters Score -1331874 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 21310 members Entering Unmasked Estep Score: -1332101.750000 Penalty: 933.114319 Iteration 19Q: 3 clusters Score -1332102 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 21740 members Entering Unmasked Estep Score: -1332361.625000 Penalty: 933.114319 Iteration 20F: 3 clusters Score -1332362 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 22206 members Entering Unmasked Estep Score: -1332669.500000 Penalty: 933.114319 Iteration 21Q: 3 clusters Score -1332670 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 22666 members Entering Unmasked Estep Score: -1333017.875000 Penalty: 933.114319 Iteration 22Q: 3 clusters Score -1333018 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 23169 members Entering Unmasked Estep Score: -1333431.625000 Penalty: 933.114319 Iteration 23Q: 3 clusters Score -1333432 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 23659 members Entering Unmasked Estep Score: -1333839.125000 Penalty: 933.114319 Iteration 24Q: 3 clusters Score -1333839 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 24048 members Entering Unmasked Estep Score: -1334122.375000 Penalty: 933.114319 Iteration 25Q: 3 clusters Score -1334122 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 24386 members Entering Unmasked Estep Score: -1334346.250000 Penalty: 933.114319 Iteration 26Q: 3 clusters Score -1334346 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 24687 members Entering Unmasked Estep Score: -1334522.125000 Penalty: 933.114319 Iteration 27Q: 3 clusters Score -1334522 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 24935 members Entering Unmasked Estep Score: -1334664.500000 Penalty: 933.114319 Iteration 28Q: 3 clusters Score -1334664 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 25157 members Entering Unmasked Estep Score: -1334783.875000 Penalty: 933.114319 Iteration 29Q: 3 clusters Score -1334784 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 25393 members Entering Unmasked Estep Score: -1334929.500000 Penalty: 933.114319 Iteration 30Q: 3 clusters Score -1334930 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 25604 members Entering Unmasked Estep Score: -1335049.375000 Penalty: 933.114319 Iteration 31Q: 3 clusters Score -1335049 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 25807 members Entering Unmasked Estep Score: -1335152.625000 Penalty: 933.114319 Iteration 32Q: 3 clusters Score -1335153 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 25986 members Entering Unmasked Estep Score: -1335235.500000 Penalty: 933.114319 Iteration 33Q: 3 clusters Score -1335236 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 26155 members Entering Unmasked Estep Score: -1335319.375000 Penalty: 933.114319 Iteration 34Q: 3 clusters Score -1335319 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 26277 members Entering Unmasked Estep Score: -1335372.750000 Penalty: 933.114319 Iteration 35Q: 3 clusters Score -1335373 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 26389 members Entering Unmasked Estep Score: -1335407.375000 Penalty: 933.114319 Iteration 36Q: 3 clusters Score -1335407 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 26493 members Entering Unmasked Estep Score: -1335439.250000 Penalty: 933.114319 Iteration 37Q: 3 clusters Score -1335439 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 26581 members Entering Unmasked Estep Score: -1335462.875000 Penalty: 933.114319 Iteration 38Q: 3 clusters Score -1335463 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 26646 members Entering Unmasked Estep Score: -1335477.000000 Penalty: 933.114319 Iteration 39Q: 3 clusters Score -1335477 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 26694 members Entering Unmasked Estep Score: -1335484.750000 Penalty: 933.114319 Iteration 40F: 3 clusters Score -1335485 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 26743 members Entering Unmasked Estep Score: -1335494.125000 Penalty: 933.114319 Iteration 41Q: 3 clusters Score -1335494 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 26793 members Entering Unmasked Estep Score: -1335507.250000 Penalty: 933.114319 Iteration 42Q: 3 clusters Score -1335507 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 26842 members Entering Unmasked Estep Score: -1335519.750000 Penalty: 933.114319 Iteration 43Q: 3 clusters Score -1335520 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 26880 members Entering Unmasked Estep Score: -1335523.625000 Penalty: 933.114319 Iteration 44Q: 3 clusters Score -1335524 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 26916 members Entering Unmasked Estep Score: -1335526.125000 Penalty: 933.114319 Iteration 45Q: 3 clusters Score -1335526 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 26953 members Entering Unmasked Estep Score: -1335533.625000 Penalty: 933.114319 Iteration 46Q: 3 clusters Score -1335534 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 26994 members Entering Unmasked Estep Score: -1335543.125000 Penalty: 933.114319 Iteration 47Q: 3 clusters Score -1335543 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 27036 members Entering Unmasked Estep Score: -1335549.500000 Penalty: 933.114319 Iteration 48Q: 3 clusters Score -1335550 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 27062 members Entering Unmasked Estep Score: -1335553.500000 Penalty: 933.114319 Iteration 49Q: 3 clusters Score -1335554 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 27088 members Entering Unmasked Estep Score: -1335558.375000 Penalty: 933.114319 Iteration 50Q: 3 clusters Score -1335558 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 27114 members Entering Unmasked Estep Score: -1335565.000000 Penalty: 933.114319 Iteration 51Q: 3 clusters Score -1335565 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 27143 members Entering Unmasked Estep Score: -1335569.750000 Penalty: 933.114319 Iteration 52Q: 3 clusters Score -1335570 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 27163 members Entering Unmasked Estep Score: -1335571.875000 Penalty: 933.114319 Iteration 53Q: 3 clusters Score -1335572 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 27175 members Entering Unmasked Estep Score: -1335575.375000 Penalty: 933.114319 Iteration 54Q: 3 clusters Score -1335575 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 27188 members Entering Unmasked Estep Score: -1335573.625000 Penalty: 933.114319 Iteration 55Q: 3 clusters Score -1335574 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 27196 members Entering Unmasked Estep Score: -1335575.625000 Penalty: 933.114319 Iteration 56Q: 3 clusters Score -1335576 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -1335575.250000 Penalty: 933.114319 Iteration 57Q: 3 clusters Score -1335575 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 27212 members Entering Unmasked Estep Score: -1335579.000000 Penalty: 933.114319 Iteration 58Q: 3 clusters Score -1335579 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 27218 members Entering Unmasked Estep Score: -1335578.375000 Penalty: 933.114319 Iteration 59Q: 3 clusters Score -1335578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 27224 members Entering Unmasked Estep Score: -1335579.000000 Penalty: 933.114319 Iteration 60F: 3 clusters Score -1335579 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 27230 members Entering Unmasked Estep Score: -1335577.000000 Penalty: 933.114319 Iteration 61Q: 3 clusters Score -1335577 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 27235 members Entering Unmasked Estep Score: -1335578.625000 Penalty: 933.114319 Iteration 62Q: 3 clusters Score -1335579 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 27238 members Entering Unmasked Estep Score: -1335579.500000 Penalty: 933.114319 Iteration 63Q: 3 clusters Score -1335580 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 27242 members Entering Unmasked Estep Score: -1335578.500000 Penalty: 933.114319 Iteration 64Q: 3 clusters Score -1335578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 27247 members Entering Unmasked Estep Score: -1335581.375000 Penalty: 933.114319 Iteration 65Q: 3 clusters Score -1335581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 27252 members Entering Unmasked Estep Score: -1335579.875000 Penalty: 933.114319 Iteration 66Q: 3 clusters Score -1335580 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 27262 members Entering Unmasked Estep Score: -1335580.375000 Penalty: 933.114319 Iteration 67Q: 3 clusters Score -1335580 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 27267 members Entering Unmasked Estep Score: -1335582.875000 Penalty: 933.114319 Iteration 68Q: 3 clusters Score -1335583 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 27269 members Entering Unmasked Estep Score: -1335582.375000 Penalty: 933.114319 Iteration 69Q: 3 clusters Score -1335582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 27274 members Entering Unmasked Estep Score: -1335584.625000 Penalty: 933.114319 Iteration 70Q: 3 clusters Score -1335585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 27279 members Entering Unmasked Estep Score: -1335586.750000 Penalty: 933.114319 Iteration 71Q: 3 clusters Score -1335587 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 27283 members Entering Unmasked Estep Score: -1335587.875000 Penalty: 933.114319 Iteration 72Q: 3 clusters Score -1335588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 27287 members Entering Unmasked Estep Score: -1335589.125000 Penalty: 933.114319 Iteration 73Q: 3 clusters Score -1335589 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 27292 members Entering Unmasked Estep Score: -1335590.875000 Penalty: 933.114319 Iteration 74Q: 3 clusters Score -1335591 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 27296 members Entering Unmasked Estep Score: -1335590.000000 Penalty: 933.114319 Iteration 75Q: 3 clusters Score -1335590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 27302 members Entering Unmasked Estep Score: -1335592.375000 Penalty: 933.114319 Iteration 76Q: 3 clusters Score -1335592 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 27308 members Entering Unmasked Estep Score: -1335591.625000 Penalty: 933.114319 Iteration 77Q: 3 clusters Score -1335592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 27315 members Entering Unmasked Estep Score: -1335592.375000 Penalty: 933.114319 Iteration 78Q: 3 clusters Score -1335592 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 27320 members Entering Unmasked Estep Score: -1335591.625000 Penalty: 933.114319 Iteration 79Q: 3 clusters Score -1335592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 27322 members Entering Unmasked Estep Score: -1335592.250000 Penalty: 933.114319 Iteration 80F: 3 clusters Score -1335592 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Entering Unmasked Estep Score: -96368.351562 Penalty: 349.321716 Iteration 0F: 2 clusters Score -96368.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -94847.125000 Penalty: 698.643433 Iteration 0F: 3 clusters Score -94847.12 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -95408.742188 Penalty: 698.643433 Iteration 1F: 3 clusters Score -95408.74 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -95517.625000 Penalty: 698.643433 Iteration 2F: 3 clusters Score -95517.62 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -95605.812500 Penalty: 698.643433 Iteration 3F: 3 clusters Score -95605.81 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -95678.343750 Penalty: 698.643433 Iteration 4Q: 3 clusters Score -95678.34 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -95747.359375 Penalty: 698.643433 Iteration 5Q: 3 clusters Score -95747.36 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -95799.320312 Penalty: 698.643433 Iteration 6Q: 3 clusters Score -95799.32 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -95836.929688 Penalty: 698.643433 Iteration 7Q: 3 clusters Score -95836.93 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -95867.187500 Penalty: 698.643433 Iteration 8Q: 3 clusters Score -95867.19 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -95883.140625 Penalty: 698.643433 Iteration 9Q: 3 clusters Score -95883.14 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -95896.203125 Penalty: 698.643433 Iteration 10Q: 3 clusters Score -95896.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -95905.437500 Penalty: 698.643433 Iteration 11Q: 3 clusters Score -95905.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -95913.453125 Penalty: 698.643433 Iteration 12Q: 3 clusters Score -95913.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -95923.585938 Penalty: 698.643433 Iteration 13Q: 3 clusters Score -95923.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -95928.484375 Penalty: 698.643433 Iteration 14Q: 3 clusters Score -95928.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -95929.656250 Penalty: 698.643433 Iteration 15Q: 3 clusters Score -95929.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -95930.234375 Penalty: 698.643433 Iteration 16Q: 3 clusters Score -95930.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -95930.554688 Penalty: 698.643433 Iteration 17Q: 3 clusters Score -95930.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -95930.492188 Penalty: 698.643433 Iteration 18Q: 3 clusters Score -95930.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -95930.632812 Penalty: 698.643433 Iteration 19Q: 3 clusters Score -95930.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -95930.921875 Penalty: 698.643433 Iteration 20F: 3 clusters Score -95930.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -95931.210938 Penalty: 698.643433 Iteration 21Q: 3 clusters Score -95931.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -95931.359375 Penalty: 698.643433 Iteration 22Q: 3 clusters Score -95931.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -95931.773438 Penalty: 698.643433 Iteration 23Q: 3 clusters Score -95931.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -95931.835938 Penalty: 698.643433 Iteration 24Q: 3 clusters Score -95931.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -95931.835938 Penalty: 698.643433 Iteration 25F: 3 clusters Score -95931.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (147581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147581 members Entering Unmasked Estep Score: -7466196.500000 Penalty: 541.546997 Iteration 0F: 2 clusters Score -7466196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73749 members Mstep: Class 2 contains 73832 members Entering Unmasked Estep Score: -7373142.500000 Penalty: 1083.093994 Iteration 0F: 3 clusters Score -7373142 nChanged 72546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64571 members Mstep: Class 2 contains 83010 members Entering Unmasked Estep Score: -7418086.500000 Penalty: 1083.093994 Iteration 1F: 3 clusters Score -7418086 nChanged 7756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59255 members Mstep: Class 2 contains 88326 members Entering Unmasked Estep Score: -7421110.500000 Penalty: 1083.093994 Iteration 2F: 3 clusters Score -7421110 nChanged 8838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52363 members Mstep: Class 2 contains 95218 members Entering Unmasked Estep Score: -7425442.000000 Penalty: 1083.093994 Iteration 3F: 3 clusters Score -7425442 nChanged 10155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43612 members Mstep: Class 2 contains 103969 members Entering Unmasked Estep Score: -7431854.500000 Penalty: 1083.093994 Iteration 4F: 3 clusters Score -7431854 nChanged 11836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32560 members Mstep: Class 2 contains 115021 members Entering Unmasked Estep Score: -7440216.000000 Penalty: 1083.093994 Iteration 5F: 3 clusters Score -7440216 nChanged 12161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Mstep: Class 2 contains 126804 members Entering Unmasked Estep Score: -7449455.500000 Penalty: 1083.093994 Iteration 6F: 3 clusters Score -7449456 nChanged 10025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10868 members Mstep: Class 2 contains 136713 members Entering Unmasked Estep Score: -7457185.500000 Penalty: 1083.093994 Iteration 7F: 3 clusters Score -7457186 nChanged 6058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 142747 members Entering Unmasked Estep Score: -7461971.000000 Penalty: 1083.093994 Iteration 8Q: 3 clusters Score -7461971 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 145657 members Entering Unmasked Estep Score: -7464099.500000 Penalty: 1083.093994 Iteration 9Q: 3 clusters Score -7464100 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 146852 members Entering Unmasked Estep Score: -7465131.000000 Penalty: 1083.093994 Iteration 10Q: 3 clusters Score -7465131 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 147292 members Entering Unmasked Estep Score: -7465514.500000 Penalty: 1083.093994 Iteration 11Q: 3 clusters Score -7465514 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 147395 members Entering Unmasked Estep Score: -7465643.000000 Penalty: 1083.093994 Iteration 12Q: 3 clusters Score -7465643 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 147422 members Entering Unmasked Estep Score: -7465705.500000 Penalty: 1083.093994 Iteration 13Q: 3 clusters Score -7465706 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 147421 members Entering Unmasked Estep Score: -7465740.000000 Penalty: 1083.093994 Iteration 14Q: 3 clusters Score -7465740 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 147415 members Entering Unmasked Estep Score: -7465774.500000 Penalty: 1083.093994 Iteration 15Q: 3 clusters Score -7465774 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 147406 members Entering Unmasked Estep Score: -7465805.500000 Penalty: 1083.093994 Iteration 16Q: 3 clusters Score -7465806 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 147407 members Entering Unmasked Estep Score: -7465825.000000 Penalty: 1083.093994 Iteration 17Q: 3 clusters Score -7465825 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 147399 members Entering Unmasked Estep Score: -7465834.500000 Penalty: 1083.093994 Iteration 18Q: 3 clusters Score -7465834 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 147396 members Entering Unmasked Estep Score: -7465851.000000 Penalty: 1083.093994 Iteration 19Q: 3 clusters Score -7465851 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 147396 members Entering Unmasked Estep Score: -7465856.500000 Penalty: 1083.093994 Iteration 20F: 3 clusters Score -7465856 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 147397 members Entering Unmasked Estep Score: -7465859.000000 Penalty: 1083.093994 Iteration 21Q: 3 clusters Score -7465859 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 147390 members Entering Unmasked Estep Score: -7465861.500000 Penalty: 1083.093994 Iteration 22Q: 3 clusters Score -7465862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 147388 members Entering Unmasked Estep Score: -7465858.500000 Penalty: 1083.093994 Iteration 23Q: 3 clusters Score -7465858 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 147382 members Entering Unmasked Estep Score: -7465859.000000 Penalty: 1083.093994 Iteration 24Q: 3 clusters Score -7465859 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 147381 members Entering Unmasked Estep Score: -7465856.500000 Penalty: 1083.093994 Iteration 25Q: 3 clusters Score -7465856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 147381 members Entering Unmasked Estep Score: -7465856.000000 Penalty: 1083.093994 Iteration 26Q: 3 clusters Score -7465856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 147381 members Entering Unmasked Estep Score: -7465862.500000 Penalty: 1083.093994 Iteration 27Q: 3 clusters Score -7465862 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 147381 members Entering Unmasked Estep Score: -7465864.000000 Penalty: 1083.093994 Iteration 28Q: 3 clusters Score -7465864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 147381 members Entering Unmasked Estep Score: -7465860.500000 Penalty: 1083.093994 Iteration 29Q: 3 clusters Score -7465860 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 147380 members Entering Unmasked Estep Score: -7465865.500000 Penalty: 1083.093994 Iteration 30Q: 3 clusters Score -7465866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 147383 members Entering Unmasked Estep Score: -7465866.500000 Penalty: 1083.093994 Iteration 31Q: 3 clusters Score -7465866 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 147384 members Entering Unmasked Estep Score: -7465877.000000 Penalty: 1083.093994 Iteration 32Q: 3 clusters Score -7465877 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 147382 members Entering Unmasked Estep Score: -7465874.500000 Penalty: 1083.093994 Iteration 33Q: 3 clusters Score -7465874 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 147381 members Entering Unmasked Estep Score: -7465874.000000 Penalty: 1083.093994 Iteration 34Q: 3 clusters Score -7465874 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 147383 members Entering Unmasked Estep Score: -7465878.000000 Penalty: 1083.093994 Iteration 35Q: 3 clusters Score -7465878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 147381 members Entering Unmasked Estep Score: -7465877.000000 Penalty: 1083.093994 Iteration 36Q: 3 clusters Score -7465877 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 147380 members Entering Unmasked Estep Score: -7465878.500000 Penalty: 1083.093994 Iteration 37Q: 3 clusters Score -7465878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 147378 members Entering Unmasked Estep Score: -7465886.000000 Penalty: 1083.093994 Iteration 38Q: 3 clusters Score -7465886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 147378 members Entering Unmasked Estep Score: -7465886.000000 Penalty: 1083.093994 Iteration 39F: 3 clusters Score -7465886 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Entering Unmasked Estep Score: -118653.429688 Penalty: 355.738586 Iteration 0F: 2 clusters Score -118653.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -116890.460938 Penalty: 711.477173 Iteration 0F: 3 clusters Score -116890.5 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -117487.929688 Penalty: 711.477173 Iteration 1F: 3 clusters Score -117487.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -117623.796875 Penalty: 711.477173 Iteration 2F: 3 clusters Score -117623.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -117760.539062 Penalty: 711.477173 Iteration 3F: 3 clusters Score -117760.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -117909.648438 Penalty: 711.477173 Iteration 4F: 3 clusters Score -117909.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -118077.132812 Penalty: 711.477173 Iteration 5F: 3 clusters Score -118077.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -118235.226562 Penalty: 711.477173 Iteration 6F: 3 clusters Score -118235.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -118388.718750 Penalty: 711.477173 Iteration 7Q: 3 clusters Score -118388.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -118485.218750 Penalty: 711.477173 Iteration 8Q: 3 clusters Score -118485.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -118551.351562 Penalty: 711.477173 Iteration 9Q: 3 clusters Score -118551.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -118585.726562 Penalty: 711.477173 Iteration 10Q: 3 clusters Score -118585.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -118603.500000 Penalty: 711.477173 Iteration 11Q: 3 clusters Score -118603.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -118615.960938 Penalty: 711.477173 Iteration 12Q: 3 clusters Score -118616 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -118623.906250 Penalty: 711.477173 Iteration 13Q: 3 clusters Score -118623.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -118629.125000 Penalty: 711.477173 Iteration 14Q: 3 clusters Score -118629.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -118632.132812 Penalty: 711.477173 Iteration 15Q: 3 clusters Score -118632.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -118633.984375 Penalty: 711.477173 Iteration 16Q: 3 clusters Score -118634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -118635.523438 Penalty: 711.477173 Iteration 17Q: 3 clusters Score -118635.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -118636.164062 Penalty: 711.477173 Iteration 18Q: 3 clusters Score -118636.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -118636.742188 Penalty: 711.477173 Iteration 19Q: 3 clusters Score -118636.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -118637.789062 Penalty: 711.477173 Iteration 20F: 3 clusters Score -118637.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -118638.226562 Penalty: 711.477173 Iteration 21Q: 3 clusters Score -118638.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -118638.320312 Penalty: 711.477173 Iteration 22Q: 3 clusters Score -118638.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -118638.320312 Penalty: 711.477173 Iteration 23F: 3 clusters Score -118638.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Entering Unmasked Estep Score: -212944.875000 Penalty: 385.035309 Iteration 0F: 2 clusters Score -212944.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -209815.718750 Penalty: 770.070618 Iteration 0F: 3 clusters Score -209815.7 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -211031.406250 Penalty: 770.070618 Iteration 1F: 3 clusters Score -211031.4 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -211148.921875 Penalty: 770.070618 Iteration 2F: 3 clusters Score -211148.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -211304.031250 Penalty: 770.070618 Iteration 3F: 3 clusters Score -211304 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -211526.468750 Penalty: 770.070618 Iteration 4F: 3 clusters Score -211526.5 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -211796.875000 Penalty: 770.070618 Iteration 5F: 3 clusters Score -211796.9 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -212122.890625 Penalty: 770.070618 Iteration 6F: 3 clusters Score -212122.9 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -212423.484375 Penalty: 770.070618 Iteration 7F: 3 clusters Score -212423.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -212599.968750 Penalty: 770.070618 Iteration 8F: 3 clusters Score -212600 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -212690.421875 Penalty: 770.070618 Iteration 9Q: 3 clusters Score -212690.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -212754.093750 Penalty: 770.070618 Iteration 10Q: 3 clusters Score -212754.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -212808.609375 Penalty: 770.070618 Iteration 11Q: 3 clusters Score -212808.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -212866.625000 Penalty: 770.070618 Iteration 12Q: 3 clusters Score -212866.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -212919.156250 Penalty: 770.070618 Iteration 13Q: 3 clusters Score -212919.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -212951.906250 Penalty: 770.070618 Iteration 14Q: 3 clusters Score -212951.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -212973.343750 Penalty: 770.070618 Iteration 15Q: 3 clusters Score -212973.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -212982.812500 Penalty: 770.070618 Iteration 16Q: 3 clusters Score -212982.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -212988.062500 Penalty: 770.070618 Iteration 17Q: 3 clusters Score -212988.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -212990.109375 Penalty: 770.070618 Iteration 18Q: 3 clusters Score -212990.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -212992.062500 Penalty: 770.070618 Iteration 19Q: 3 clusters Score -212992.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -212993.046875 Penalty: 770.070618 Iteration 20F: 3 clusters Score -212993 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -212993.453125 Penalty: 770.070618 Iteration 21Q: 3 clusters Score -212993.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -212993.406250 Penalty: 770.070618 Iteration 22Q: 3 clusters Score -212993.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -212993.406250 Penalty: 770.070618 Iteration 23F: 3 clusters Score -212993.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147581 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4181 members Mstep: Class 7 contains 10923 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9359 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 552 members Entering Unmasked Estep Score: -24283562.000000 Penalty: 17927.505859 Splitting cluster 6 changes total score from -24283756.000000 to -24283562.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (10923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10923 members Entering Unmasked Estep Score: -571723.562500 Penalty: 423.087494 Iteration 0F: 2 clusters Score -571723.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -564259.250000 Penalty: 846.174988 Iteration 0F: 3 clusters Score -564259.2 nChanged 5191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -567220.312500 Penalty: 846.174988 Iteration 1F: 3 clusters Score -567220.3 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -567418.875000 Penalty: 846.174988 Iteration 2Q: 3 clusters Score -567418.9 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -567709.875000 Penalty: 846.174988 Iteration 3F: 3 clusters Score -567709.9 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -568171.625000 Penalty: 846.174988 Iteration 4F: 3 clusters Score -568171.6 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -568840.437500 Penalty: 846.174988 Iteration 5F: 3 clusters Score -568840.4 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -569761.875000 Penalty: 846.174988 Iteration 6F: 3 clusters Score -569761.9 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -570562.562500 Penalty: 846.174988 Iteration 7F: 3 clusters Score -570562.6 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 10619 members Entering Unmasked Estep Score: -571031.937500 Penalty: 846.174988 Iteration 8Q: 3 clusters Score -571031.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -571229.750000 Penalty: 846.174988 Iteration 9Q: 3 clusters Score -571229.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -571291.437500 Penalty: 846.174988 Iteration 10Q: 3 clusters Score -571291.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -571330.812500 Penalty: 846.174988 Iteration 11Q: 3 clusters Score -571330.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 10891 members Entering Unmasked Estep Score: -571350.812500 Penalty: 846.174988 Iteration 12Q: 3 clusters Score -571350.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 10891 members Entering Unmasked Estep Score: -571362.687500 Penalty: 846.174988 Iteration 13Q: 3 clusters Score -571362.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -571366.375000 Penalty: 846.174988 Iteration 14Q: 3 clusters Score -571366.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -571371.750000 Penalty: 846.174988 Iteration 15Q: 3 clusters Score -571371.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -571372.312500 Penalty: 846.174988 Iteration 16Q: 3 clusters Score -571372.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -571372.312500 Penalty: 846.174988 Iteration 17F: 3 clusters Score -571372.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -5994.042969 Penalty: 220.767380 Iteration 0F: 2 clusters Score -5994.043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5760.076660 Penalty: 441.534760 Iteration 0F: 3 clusters Score -5760.077 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5802.176758 Penalty: 441.534760 Iteration 1F: 3 clusters Score -5802.177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5806.654297 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -5806.654 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5812.967285 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -5812.967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5814.232910 Penalty: 441.534760 Iteration 4Q: 3 clusters Score -5814.233 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5823.233398 Penalty: 441.534760 Iteration 5Q: 3 clusters Score -5823.233 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5824.362793 Penalty: 441.534760 Iteration 6Q: 3 clusters Score -5824.363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5825.566406 Penalty: 441.534760 Iteration 7Q: 3 clusters Score -5825.566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5825.566406 Penalty: 441.534760 Iteration 8F: 3 clusters Score -5825.566 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Entering Unmasked Estep Score: -26343.740234 Penalty: 293.496399 Iteration 0F: 2 clusters Score -26343.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -25826.261719 Penalty: 586.992798 Iteration 0F: 3 clusters Score -25826.26 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -26095.525391 Penalty: 586.992798 Iteration 1F: 3 clusters Score -26095.53 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -26218.119141 Penalty: 586.992798 Iteration 2F: 3 clusters Score -26218.12 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -26337.167969 Penalty: 586.992798 Iteration 3F: 3 clusters Score -26337.17 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -26382.335938 Penalty: 586.992798 Iteration 4F: 3 clusters Score -26382.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -26419.251953 Penalty: 586.992798 Iteration 5Q: 3 clusters Score -26419.25 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -26437.994141 Penalty: 586.992798 Iteration 6Q: 3 clusters Score -26437.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -26443.500000 Penalty: 586.992798 Iteration 7Q: 3 clusters Score -26443.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -26447.328125 Penalty: 586.992798 Iteration 8Q: 3 clusters Score -26447.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -26449.062500 Penalty: 586.992798 Iteration 9Q: 3 clusters Score -26449.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -26451.724609 Penalty: 586.992798 Iteration 10Q: 3 clusters Score -26451.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -26453.859375 Penalty: 586.992798 Iteration 11Q: 3 clusters Score -26453.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -26457.457031 Penalty: 586.992798 Iteration 12Q: 3 clusters Score -26457.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -26459.837891 Penalty: 586.992798 Iteration 13Q: 3 clusters Score -26459.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -26460.341797 Penalty: 586.992798 Iteration 14Q: 3 clusters Score -26460.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -26461.085938 Penalty: 586.992798 Iteration 15Q: 3 clusters Score -26461.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -26461.589844 Penalty: 586.992798 Iteration 16Q: 3 clusters Score -26461.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -26462.947266 Penalty: 586.992798 Iteration 17Q: 3 clusters Score -26462.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -26464.792969 Penalty: 586.992798 Iteration 18Q: 3 clusters Score -26464.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -26466.568359 Penalty: 586.992798 Iteration 19Q: 3 clusters Score -26466.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -26466.568359 Penalty: 586.992798 Iteration 20F: 3 clusters Score -26466.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147581 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 10923 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 263 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9359 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 370 members Entering Unmasked Estep Score: -24283582.000000 Penalty: 17927.505859 Splitting cluster 9 changes total score from -24283756.000000 to -24283582.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (1046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Entering Unmasked Estep Score: -46902.777344 Penalty: 316.349152 Iteration 0F: 2 clusters Score -46902.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -46060.289062 Penalty: 632.698303 Iteration 0F: 3 clusters Score -46060.29 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -46347.519531 Penalty: 632.698303 Iteration 1F: 3 clusters Score -46347.52 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -46426.363281 Penalty: 632.698303 Iteration 2F: 3 clusters Score -46426.36 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -46491.207031 Penalty: 632.698303 Iteration 3F: 3 clusters Score -46491.21 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -46539.253906 Penalty: 632.698303 Iteration 4F: 3 clusters Score -46539.25 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -46583.519531 Penalty: 632.698303 Iteration 5F: 3 clusters Score -46583.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -46624.722656 Penalty: 632.698303 Iteration 6Q: 3 clusters Score -46624.72 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -46650.820312 Penalty: 632.698303 Iteration 7Q: 3 clusters Score -46650.82 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -46677.671875 Penalty: 632.698303 Iteration 8Q: 3 clusters Score -46677.67 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -46702.957031 Penalty: 632.698303 Iteration 9Q: 3 clusters Score -46702.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -46720.902344 Penalty: 632.698303 Iteration 10Q: 3 clusters Score -46720.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -46736.246094 Penalty: 632.698303 Iteration 11Q: 3 clusters Score -46736.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -46749.109375 Penalty: 632.698303 Iteration 12Q: 3 clusters Score -46749.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -46755.519531 Penalty: 632.698303 Iteration 13Q: 3 clusters Score -46755.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -46758.648438 Penalty: 632.698303 Iteration 14Q: 3 clusters Score -46758.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -46761.992188 Penalty: 632.698303 Iteration 15Q: 3 clusters Score -46761.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -46763.750000 Penalty: 632.698303 Iteration 16Q: 3 clusters Score -46763.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -46766.316406 Penalty: 632.698303 Iteration 17Q: 3 clusters Score -46766.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -46766.773438 Penalty: 632.698303 Iteration 18Q: 3 clusters Score -46766.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -46766.773438 Penalty: 632.698303 Iteration 19F: 3 clusters Score -46766.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -96817.445312 Penalty: 342.807404 Iteration 0F: 2 clusters Score -96817.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -95473.914062 Penalty: 685.614807 Iteration 0F: 3 clusters Score -95473.91 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -95898.578125 Penalty: 685.614807 Iteration 1F: 3 clusters Score -95898.58 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -95971.796875 Penalty: 685.614807 Iteration 2F: 3 clusters Score -95971.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -96051.171875 Penalty: 685.614807 Iteration 3F: 3 clusters Score -96051.17 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -96116.429688 Penalty: 685.614807 Iteration 4F: 3 clusters Score -96116.43 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -96159.632812 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -96159.63 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -96203.179688 Penalty: 685.614807 Iteration 6Q: 3 clusters Score -96203.18 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -96260.070312 Penalty: 685.614807 Iteration 7Q: 3 clusters Score -96260.07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -96309.515625 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -96309.52 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -96343.250000 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -96343.25 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -96375.515625 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -96375.52 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -96399.171875 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -96399.17 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -96416.226562 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -96416.23 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -96425.710938 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -96425.71 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -96441.234375 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -96441.23 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -96455.843750 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -96455.84 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -96468.812500 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -96468.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -96475.601562 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -96475.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -96480.765625 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -96480.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -96484.898438 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -96484.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -96490.257812 Penalty: 685.614807 Iteration 20F: 3 clusters Score -96490.26 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -96494.132812 Penalty: 685.614807 Iteration 21Q: 3 clusters Score -96494.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -96496.015625 Penalty: 685.614807 Iteration 22Q: 3 clusters Score -96496.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -96497.625000 Penalty: 685.614807 Iteration 23Q: 3 clusters Score -96497.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -96498.695312 Penalty: 685.614807 Iteration 24Q: 3 clusters Score -96498.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -96500.218750 Penalty: 685.614807 Iteration 25Q: 3 clusters Score -96500.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -96500.257812 Penalty: 685.614807 Iteration 26Q: 3 clusters Score -96500.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -96500.406250 Penalty: 685.614807 Iteration 27Q: 3 clusters Score -96500.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -96500.406250 Penalty: 685.614807 Iteration 28F: 3 clusters Score -96500.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Entering Unmasked Estep Score: -195816.406250 Penalty: 376.448425 Iteration 0F: 2 clusters Score -195816.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -193161.671875 Penalty: 752.896851 Iteration 0F: 3 clusters Score -193161.7 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -194058.078125 Penalty: 752.896851 Iteration 1F: 3 clusters Score -194058.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -194212.171875 Penalty: 752.896851 Iteration 2F: 3 clusters Score -194212.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -194379.078125 Penalty: 752.896851 Iteration 3F: 3 clusters Score -194379.1 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -194539.187500 Penalty: 752.896851 Iteration 4F: 3 clusters Score -194539.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -194653.812500 Penalty: 752.896851 Iteration 5F: 3 clusters Score -194653.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -194741.359375 Penalty: 752.896851 Iteration 6Q: 3 clusters Score -194741.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -194815.515625 Penalty: 752.896851 Iteration 7Q: 3 clusters Score -194815.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -194904.843750 Penalty: 752.896851 Iteration 8Q: 3 clusters Score -194904.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -195018.328125 Penalty: 752.896851 Iteration 9Q: 3 clusters Score -195018.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -195156.468750 Penalty: 752.896851 Iteration 10Q: 3 clusters Score -195156.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -195316.203125 Penalty: 752.896851 Iteration 11F: 3 clusters Score -195316.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -195465.734375 Penalty: 752.896851 Iteration 12Q: 3 clusters Score -195465.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -195571.906250 Penalty: 752.896851 Iteration 13Q: 3 clusters Score -195571.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -195619.687500 Penalty: 752.896851 Iteration 14Q: 3 clusters Score -195619.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -195645.984375 Penalty: 752.896851 Iteration 15Q: 3 clusters Score -195646 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -195658.828125 Penalty: 752.896851 Iteration 16Q: 3 clusters Score -195658.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -195663.000000 Penalty: 752.896851 Iteration 17Q: 3 clusters Score -195663 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -195663.875000 Penalty: 752.896851 Iteration 18Q: 3 clusters Score -195663.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -195664.859375 Penalty: 752.896851 Iteration 19Q: 3 clusters Score -195664.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -195666.328125 Penalty: 752.896851 Iteration 20F: 3 clusters Score -195666.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -195667.093750 Penalty: 752.896851 Iteration 21Q: 3 clusters Score -195667.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -195667.828125 Penalty: 752.896851 Iteration 22Q: 3 clusters Score -195667.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -195667.734375 Penalty: 752.896851 Iteration 23Q: 3 clusters Score -195667.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -195667.734375 Penalty: 752.896851 Iteration 24F: 3 clusters Score -195667.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -152389.250000 Penalty: 361.987793 Iteration 0F: 2 clusters Score -152389.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -150372.937500 Penalty: 723.975586 Iteration 0F: 3 clusters Score -150372.9 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -151061.687500 Penalty: 723.975586 Iteration 1F: 3 clusters Score -151061.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -151120.968750 Penalty: 723.975586 Iteration 2F: 3 clusters Score -151121 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -151181.328125 Penalty: 723.975586 Iteration 3Q: 3 clusters Score -151181.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -151243.765625 Penalty: 723.975586 Iteration 4Q: 3 clusters Score -151243.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -151317.093750 Penalty: 723.975586 Iteration 5Q: 3 clusters Score -151317.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -151411.609375 Penalty: 723.975586 Iteration 6F: 3 clusters Score -151411.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -151527.281250 Penalty: 723.975586 Iteration 7F: 3 clusters Score -151527.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -151665.218750 Penalty: 723.975586 Iteration 8F: 3 clusters Score -151665.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -151791.046875 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -151791 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -151878.359375 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -151878.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -151951.984375 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -151952 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -151997.593750 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -151997.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -152016.750000 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -152016.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -152024.390625 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -152024.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -152030.218750 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -152030.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -152034.750000 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -152034.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -152043.515625 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -152043.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -152050.125000 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -152050.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -152054.171875 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -152054.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -152058.093750 Penalty: 723.975586 Iteration 20F: 3 clusters Score -152058.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -152063.734375 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -152063.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -152067.406250 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -152067.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -152068.484375 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -152068.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -152068.484375 Penalty: 723.975586 Iteration 24F: 3 clusters Score -152068.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2697.842285 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2697.842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2535.259277 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2535.259 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2562.805420 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2562.805 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2565.125488 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2565.125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -2567.598877 Penalty: 379.869263 Iteration 3Q: 3 clusters Score -2567.599 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -2567.598877 Penalty: 379.869263 Iteration 4F: 3 clusters Score -2567.599 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -8369.054688 Penalty: 236.531601 Iteration 0F: 2 clusters Score -8369.055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -8086.319336 Penalty: 473.063202 Iteration 0F: 3 clusters Score -8086.319 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8139.618652 Penalty: 473.063202 Iteration 1F: 3 clusters Score -8139.619 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -8156.321777 Penalty: 473.063202 Iteration 2F: 3 clusters Score -8156.322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8163.744629 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -8163.745 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -8174.990234 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -8174.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -8185.969727 Penalty: 473.063202 Iteration 5Q: 3 clusters Score -8185.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8187.872559 Penalty: 473.063202 Iteration 6Q: 3 clusters Score -8187.873 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -8187.872559 Penalty: 473.063202 Iteration 7F: 3 clusters Score -8187.873 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (49533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49533 members Entering Unmasked Estep Score: -2597027.250000 Penalty: 491.872925 Iteration 0F: 2 clusters Score -2597027 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24664 members Mstep: Class 2 contains 24869 members Entering Unmasked Estep Score: -2563698.250000 Penalty: 983.745850 Iteration 0F: 3 clusters Score -2563698 nChanged 23933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21855 members Mstep: Class 2 contains 27678 members Entering Unmasked Estep Score: -2577795.500000 Penalty: 983.745850 Iteration 1F: 3 clusters Score -2577796 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20159 members Mstep: Class 2 contains 29374 members Entering Unmasked Estep Score: -2578588.000000 Penalty: 983.745850 Iteration 2Q: 3 clusters Score -2578588 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17511 members Mstep: Class 2 contains 32022 members Entering Unmasked Estep Score: -2580046.750000 Penalty: 983.745850 Iteration 3F: 3 clusters Score -2580047 nChanged 3874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13729 members Mstep: Class 2 contains 35804 members Entering Unmasked Estep Score: -2582798.750000 Penalty: 983.745850 Iteration 4F: 3 clusters Score -2582799 nChanged 4746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 40466 members Entering Unmasked Estep Score: -2587217.750000 Penalty: 983.745850 Iteration 5F: 3 clusters Score -2587218 nChanged 4604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 45008 members Entering Unmasked Estep Score: -2592076.750000 Penalty: 983.745850 Iteration 6F: 3 clusters Score -2592077 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 47797 members Entering Unmasked Estep Score: -2595105.500000 Penalty: 983.745850 Iteration 7F: 3 clusters Score -2595106 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 48857 members Entering Unmasked Estep Score: -2596352.000000 Penalty: 983.745850 Iteration 8Q: 3 clusters Score -2596352 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 49055 members Entering Unmasked Estep Score: -2596676.000000 Penalty: 983.745850 Iteration 9Q: 3 clusters Score -2596676 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 49071 members Entering Unmasked Estep Score: -2596768.000000 Penalty: 983.745850 Iteration 10Q: 3 clusters Score -2596768 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 49046 members Entering Unmasked Estep Score: -2596805.000000 Penalty: 983.745850 Iteration 11Q: 3 clusters Score -2596805 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 49025 members Entering Unmasked Estep Score: -2596821.750000 Penalty: 983.745850 Iteration 12Q: 3 clusters Score -2596822 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 49018 members Entering Unmasked Estep Score: -2596836.000000 Penalty: 983.745850 Iteration 13Q: 3 clusters Score -2596836 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 49010 members Entering Unmasked Estep Score: -2596842.250000 Penalty: 983.745850 Iteration 14Q: 3 clusters Score -2596842 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 48991 members Entering Unmasked Estep Score: -2596846.750000 Penalty: 983.745850 Iteration 15Q: 3 clusters Score -2596847 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 48974 members Entering Unmasked Estep Score: -2596851.750000 Penalty: 983.745850 Iteration 16Q: 3 clusters Score -2596852 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 48958 members Entering Unmasked Estep Score: -2596850.500000 Penalty: 983.745850 Iteration 17Q: 3 clusters Score -2596850 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 48944 members Entering Unmasked Estep Score: -2596855.000000 Penalty: 983.745850 Iteration 18Q: 3 clusters Score -2596855 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 48934 members Entering Unmasked Estep Score: -2596854.750000 Penalty: 983.745850 Iteration 19Q: 3 clusters Score -2596855 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 48924 members Entering Unmasked Estep Score: -2596857.500000 Penalty: 983.745850 Iteration 20F: 3 clusters Score -2596858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 48917 members Entering Unmasked Estep Score: -2596859.000000 Penalty: 983.745850 Iteration 21Q: 3 clusters Score -2596859 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 48914 members Entering Unmasked Estep Score: -2596859.250000 Penalty: 983.745850 Iteration 22Q: 3 clusters Score -2596859 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 48914 members Entering Unmasked Estep Score: -2596859.250000 Penalty: 983.745850 Iteration 23F: 3 clusters Score -2596859 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Entering Unmasked Estep Score: -7581.053223 Penalty: 237.771469 Iteration 0F: 2 clusters Score -7581.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7334.249023 Penalty: 475.542938 Iteration 0F: 3 clusters Score -7334.249 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -7440.387695 Penalty: 475.542938 Iteration 1F: 3 clusters Score -7440.388 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7466.818359 Penalty: 475.542938 Iteration 2F: 3 clusters Score -7466.818 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7483.444336 Penalty: 475.542938 Iteration 3Q: 3 clusters Score -7483.444 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7504.127441 Penalty: 475.542938 Iteration 4F: 3 clusters Score -7504.127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -7514.048828 Penalty: 475.542938 Iteration 5Q: 3 clusters Score -7514.049 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7516.936523 Penalty: 475.542938 Iteration 6Q: 3 clusters Score -7516.937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7517.427734 Penalty: 475.542938 Iteration 7Q: 3 clusters Score -7517.428 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7517.427734 Penalty: 475.542938 Iteration 8F: 3 clusters Score -7517.428 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -19923.736328 Penalty: 276.948242 Iteration 0F: 2 clusters Score -19923.74 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 216 members Entering Unmasked Estep Score: -19477.414062 Penalty: 553.896484 Iteration 0F: 3 clusters Score -19477.41 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -19669.798828 Penalty: 553.896484 Iteration 1F: 3 clusters Score -19669.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -19746.861328 Penalty: 553.896484 Iteration 2F: 3 clusters Score -19746.86 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -19793.814453 Penalty: 553.896484 Iteration 3F: 3 clusters Score -19793.81 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -19820.082031 Penalty: 553.896484 Iteration 4F: 3 clusters Score -19820.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -19838.533203 Penalty: 553.896484 Iteration 5Q: 3 clusters Score -19838.53 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -19859.726562 Penalty: 553.896484 Iteration 6Q: 3 clusters Score -19859.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -19866.794922 Penalty: 553.896484 Iteration 7Q: 3 clusters Score -19866.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -19871.238281 Penalty: 553.896484 Iteration 8Q: 3 clusters Score -19871.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -19875.994141 Penalty: 553.896484 Iteration 9Q: 3 clusters Score -19875.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -19879.664062 Penalty: 553.896484 Iteration 10Q: 3 clusters Score -19879.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -19881.111328 Penalty: 553.896484 Iteration 11Q: 3 clusters Score -19881.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -19881.111328 Penalty: 553.896484 Iteration 12F: 3 clusters Score -19881.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Entering Unmasked Estep Score: -139685.734375 Penalty: 358.662506 Iteration 0F: 2 clusters Score -139685.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -137809.250000 Penalty: 717.325012 Iteration 0F: 3 clusters Score -137809.2 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -138471.828125 Penalty: 717.325012 Iteration 1F: 3 clusters Score -138471.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -138582.781250 Penalty: 717.325012 Iteration 2F: 3 clusters Score -138582.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -138676.312500 Penalty: 717.325012 Iteration 3F: 3 clusters Score -138676.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -138754.531250 Penalty: 717.325012 Iteration 4F: 3 clusters Score -138754.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -138836.468750 Penalty: 717.325012 Iteration 5F: 3 clusters Score -138836.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -138913.500000 Penalty: 717.325012 Iteration 6F: 3 clusters Score -138913.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -138993.937500 Penalty: 717.325012 Iteration 7Q: 3 clusters Score -138993.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -139092.625000 Penalty: 717.325012 Iteration 8Q: 3 clusters Score -139092.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -139183.531250 Penalty: 717.325012 Iteration 9Q: 3 clusters Score -139183.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -139241.250000 Penalty: 717.325012 Iteration 10Q: 3 clusters Score -139241.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -139272.515625 Penalty: 717.325012 Iteration 11Q: 3 clusters Score -139272.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -139294.812500 Penalty: 717.325012 Iteration 12Q: 3 clusters Score -139294.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -139311.765625 Penalty: 717.325012 Iteration 13Q: 3 clusters Score -139311.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -139328.781250 Penalty: 717.325012 Iteration 14Q: 3 clusters Score -139328.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -139349.500000 Penalty: 717.325012 Iteration 15Q: 3 clusters Score -139349.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -139365.765625 Penalty: 717.325012 Iteration 16Q: 3 clusters Score -139365.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -139374.093750 Penalty: 717.325012 Iteration 17Q: 3 clusters Score -139374.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -139381.109375 Penalty: 717.325012 Iteration 18Q: 3 clusters Score -139381.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -139385.750000 Penalty: 717.325012 Iteration 19Q: 3 clusters Score -139385.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -139392.671875 Penalty: 717.325012 Iteration 20F: 3 clusters Score -139392.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -139399.609375 Penalty: 717.325012 Iteration 21Q: 3 clusters Score -139399.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -139402.859375 Penalty: 717.325012 Iteration 22Q: 3 clusters Score -139402.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -139406.562500 Penalty: 717.325012 Iteration 23Q: 3 clusters Score -139406.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -139409.531250 Penalty: 717.325012 Iteration 24Q: 3 clusters Score -139409.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -139411.500000 Penalty: 717.325012 Iteration 25Q: 3 clusters Score -139411.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -139414.343750 Penalty: 717.325012 Iteration 26Q: 3 clusters Score -139414.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -139417.953125 Penalty: 717.325012 Iteration 27Q: 3 clusters Score -139418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -139419.796875 Penalty: 717.325012 Iteration 28Q: 3 clusters Score -139419.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -139420.531250 Penalty: 717.325012 Iteration 29Q: 3 clusters Score -139420.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -139422.875000 Penalty: 717.325012 Iteration 30Q: 3 clusters Score -139422.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -139425.250000 Penalty: 717.325012 Iteration 31Q: 3 clusters Score -139425.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -139426.765625 Penalty: 717.325012 Iteration 32Q: 3 clusters Score -139426.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -139427.609375 Penalty: 717.325012 Iteration 33Q: 3 clusters Score -139427.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -139428.625000 Penalty: 717.325012 Iteration 34Q: 3 clusters Score -139428.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -139431.000000 Penalty: 717.325012 Iteration 35Q: 3 clusters Score -139431 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -139433.156250 Penalty: 717.325012 Iteration 36Q: 3 clusters Score -139433.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -139434.390625 Penalty: 717.325012 Iteration 37Q: 3 clusters Score -139434.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -139434.671875 Penalty: 717.325012 Iteration 38Q: 3 clusters Score -139434.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -139434.687500 Penalty: 717.325012 Iteration 39Q: 3 clusters Score -139434.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -139434.765625 Penalty: 717.325012 Iteration 40F: 3 clusters Score -139434.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Entering Unmasked Estep Score: -484795.718750 Penalty: 416.056244 Iteration 0F: 2 clusters Score -484795.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -478541.187500 Penalty: 832.112488 Iteration 0F: 3 clusters Score -478541.2 nChanged 4368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -481186.312500 Penalty: 832.112488 Iteration 1F: 3 clusters Score -481186.3 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -481668.187500 Penalty: 832.112488 Iteration 2F: 3 clusters Score -481668.2 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -482358.781250 Penalty: 832.112488 Iteration 3F: 3 clusters Score -482358.8 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 6859 members Entering Unmasked Estep Score: -483134.812500 Penalty: 832.112488 Iteration 4F: 3 clusters Score -483134.8 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -483686.312500 Penalty: 832.112488 Iteration 5F: 3 clusters Score -483686.3 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -483977.468750 Penalty: 832.112488 Iteration 6Q: 3 clusters Score -483977.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7228 members Entering Unmasked Estep Score: -484143.250000 Penalty: 832.112488 Iteration 7Q: 3 clusters Score -484143.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -484245.312500 Penalty: 832.112488 Iteration 8Q: 3 clusters Score -484245.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -484304.875000 Penalty: 832.112488 Iteration 9Q: 3 clusters Score -484304.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -484341.406250 Penalty: 832.112488 Iteration 10Q: 3 clusters Score -484341.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -484357.562500 Penalty: 832.112488 Iteration 11Q: 3 clusters Score -484357.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -484365.375000 Penalty: 832.112488 Iteration 12Q: 3 clusters Score -484365.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -484374.593750 Penalty: 832.112488 Iteration 13Q: 3 clusters Score -484374.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -484379.468750 Penalty: 832.112488 Iteration 14Q: 3 clusters Score -484379.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -484385.156250 Penalty: 832.112488 Iteration 15Q: 3 clusters Score -484385.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -484389.156250 Penalty: 832.112488 Iteration 16Q: 3 clusters Score -484389.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -484389.156250 Penalty: 832.112488 Iteration 17Q: 3 clusters Score -484389.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -484392.187500 Penalty: 832.112488 Iteration 18Q: 3 clusters Score -484392.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -484393.656250 Penalty: 832.112488 Iteration 19Q: 3 clusters Score -484393.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -484394.937500 Penalty: 832.112488 Iteration 20F: 3 clusters Score -484394.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -484395.500000 Penalty: 832.112488 Iteration 21Q: 3 clusters Score -484395.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 7345 members Entering Unmasked Estep Score: -484396.531250 Penalty: 832.112488 Iteration 22Q: 3 clusters Score -484396.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -484397.468750 Penalty: 832.112488 Iteration 23Q: 3 clusters Score -484397.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -484397.531250 Penalty: 832.112488 Iteration 24Q: 3 clusters Score -484397.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -484397.656250 Penalty: 832.112488 Iteration 25Q: 3 clusters Score -484397.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -484398.031250 Penalty: 832.112488 Iteration 26Q: 3 clusters Score -484398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -484398.375000 Penalty: 832.112488 Iteration 27Q: 3 clusters Score -484398.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -484398.375000 Penalty: 832.112488 Iteration 28F: 3 clusters Score -484398.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -5536.338379 Penalty: 222.510880 Iteration 0F: 2 clusters Score -5536.338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5300.117188 Penalty: 445.021759 Iteration 0F: 3 clusters Score -5300.117 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -5355.348145 Penalty: 445.021759 Iteration 1F: 3 clusters Score -5355.348 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5388.653809 Penalty: 445.021759 Iteration 2F: 3 clusters Score -5388.654 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5393.257812 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -5393.258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -5393.257812 Penalty: 445.021759 Iteration 4F: 3 clusters Score -5393.258 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -15372.292969 Penalty: 264.406921 Iteration 0F: 2 clusters Score -15372.29 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 175 members Entering Unmasked Estep Score: -14994.760742 Penalty: 528.813843 Iteration 0F: 3 clusters Score -14994.76 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -15079.244141 Penalty: 528.813843 Iteration 1F: 3 clusters Score -15079.24 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -15105.403320 Penalty: 528.813843 Iteration 2F: 3 clusters Score -15105.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15126.545898 Penalty: 528.813843 Iteration 3F: 3 clusters Score -15126.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -15136.575195 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -15136.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -15144.114258 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -15144.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -15150.700195 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -15150.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15160.114258 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -15160.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15167.541016 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -15167.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15177.253906 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -15177.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15177.853516 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -15177.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -15178.410156 Penalty: 528.813843 Iteration 11Q: 3 clusters Score -15178.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15179.014648 Penalty: 528.813843 Iteration 12Q: 3 clusters Score -15179.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -15180.061523 Penalty: 528.813843 Iteration 13Q: 3 clusters Score -15180.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -15182.025391 Penalty: 528.813843 Iteration 14Q: 3 clusters Score -15182.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -15183.572266 Penalty: 528.813843 Iteration 15Q: 3 clusters Score -15183.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -15186.618164 Penalty: 528.813843 Iteration 16Q: 3 clusters Score -15186.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15198.506836 Penalty: 528.813843 Iteration 17Q: 3 clusters Score -15198.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -15211.384766 Penalty: 528.813843 Iteration 18Q: 3 clusters Score -15211.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -15213.089844 Penalty: 528.813843 Iteration 19Q: 3 clusters Score -15213.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -15217.694336 Penalty: 528.813843 Iteration 20F: 3 clusters Score -15217.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -15219.311523 Penalty: 528.813843 Iteration 21Q: 3 clusters Score -15219.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15220.194336 Penalty: 528.813843 Iteration 22Q: 3 clusters Score -15220.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -15221.088867 Penalty: 528.813843 Iteration 23Q: 3 clusters Score -15221.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15222.634766 Penalty: 528.813843 Iteration 24Q: 3 clusters Score -15222.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15222.634766 Penalty: 528.813843 Iteration 25F: 3 clusters Score -15222.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Entering Unmasked Estep Score: -6918.094727 Penalty: 235.514816 Iteration 0F: 2 clusters Score -6918.095 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6675.791992 Penalty: 471.029633 Iteration 0F: 3 clusters Score -6675.792 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -6760.648926 Penalty: 471.029633 Iteration 1F: 3 clusters Score -6760.649 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -6781.124512 Penalty: 471.029633 Iteration 2F: 3 clusters Score -6781.125 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -6812.765625 Penalty: 471.029633 Iteration 3Q: 3 clusters Score -6812.766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -6819.965332 Penalty: 471.029633 Iteration 4Q: 3 clusters Score -6819.965 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -6826.590332 Penalty: 471.029633 Iteration 5Q: 3 clusters Score -6826.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -6830.628418 Penalty: 471.029633 Iteration 6Q: 3 clusters Score -6830.628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -6845.631836 Penalty: 471.029633 Iteration 7Q: 3 clusters Score -6845.632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -6847.248535 Penalty: 471.029633 Iteration 8Q: 3 clusters Score -6847.249 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -6861.222168 Penalty: 471.029633 Iteration 9Q: 3 clusters Score -6861.222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -6869.270996 Penalty: 471.029633 Iteration 10Q: 3 clusters Score -6869.271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -6873.125000 Penalty: 471.029633 Iteration 11Q: 3 clusters Score -6873.125 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -6877.103027 Penalty: 471.029633 Iteration 12Q: 3 clusters Score -6877.103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -6879.899902 Penalty: 471.029633 Iteration 13Q: 3 clusters Score -6879.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -6883.973633 Penalty: 471.029633 Iteration 14Q: 3 clusters Score -6883.974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -6883.973633 Penalty: 471.029633 Iteration 15F: 3 clusters Score -6883.974 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (201982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201982 members Entering Unmasked Estep Score: -9939313.000000 Penalty: 555.825012 Iteration 0F: 2 clusters Score -9939313 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100977 members Mstep: Class 2 contains 101005 members Entering Unmasked Estep Score: -9803156.000000 Penalty: 1111.650024 Iteration 0F: 3 clusters Score -9803156 nChanged 99753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103698 members Mstep: Class 2 contains 98284 members Entering Unmasked Estep Score: -9862931.000000 Penalty: 1111.650024 Iteration 1F: 3 clusters Score -9862931 nChanged 5349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104631 members Mstep: Class 2 contains 97351 members Entering Unmasked Estep Score: -9864111.000000 Penalty: 1111.650024 Iteration 2Q: 3 clusters Score -9864111 nChanged 6186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105845 members Mstep: Class 2 contains 96137 members Entering Unmasked Estep Score: -9865688.000000 Penalty: 1111.650024 Iteration 3Q: 3 clusters Score -9865688 nChanged 7301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107354 members Mstep: Class 2 contains 94628 members Entering Unmasked Estep Score: -9868429.000000 Penalty: 1111.650024 Iteration 4Q: 3 clusters Score -9868429 nChanged 9149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109221 members Mstep: Class 2 contains 92761 members Entering Unmasked Estep Score: -9873252.000000 Penalty: 1111.650024 Iteration 5Q: 3 clusters Score -9873252 nChanged 11659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111220 members Mstep: Class 2 contains 90762 members Entering Unmasked Estep Score: -9881828.000000 Penalty: 1111.650024 Iteration 6F: 3 clusters Score -9881828 nChanged 13878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112752 members Mstep: Class 2 contains 89230 members Entering Unmasked Estep Score: -9893890.000000 Penalty: 1111.650024 Iteration 7F: 3 clusters Score -9893890 nChanged 13257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113571 members Mstep: Class 2 contains 88411 members Entering Unmasked Estep Score: -9902133.000000 Penalty: 1111.650024 Iteration 8F: 3 clusters Score -9902133 nChanged 8444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114013 members Mstep: Class 2 contains 87969 members Entering Unmasked Estep Score: -9904403.000000 Penalty: 1111.650024 Iteration 9Q: 3 clusters Score -9904403 nChanged 3749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114448 members Mstep: Class 2 contains 87534 members Entering Unmasked Estep Score: -9904750.000000 Penalty: 1111.650024 Iteration 10Q: 3 clusters Score -9904750 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114961 members Mstep: Class 2 contains 87021 members Entering Unmasked Estep Score: -9904896.000000 Penalty: 1111.650024 Iteration 11Q: 3 clusters Score -9904896 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115524 members Mstep: Class 2 contains 86458 members Entering Unmasked Estep Score: -9904953.000000 Penalty: 1111.650024 Iteration 12Q: 3 clusters Score -9904953 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116116 members Mstep: Class 2 contains 85866 members Entering Unmasked Estep Score: -9905024.000000 Penalty: 1111.650024 Iteration 13Q: 3 clusters Score -9905024 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116727 members Mstep: Class 2 contains 85255 members Entering Unmasked Estep Score: -9905125.000000 Penalty: 1111.650024 Iteration 14Q: 3 clusters Score -9905125 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117371 members Mstep: Class 2 contains 84611 members Entering Unmasked Estep Score: -9905211.000000 Penalty: 1111.650024 Iteration 15Q: 3 clusters Score -9905211 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118023 members Mstep: Class 2 contains 83959 members Entering Unmasked Estep Score: -9905301.000000 Penalty: 1111.650024 Iteration 16Q: 3 clusters Score -9905301 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118728 members Mstep: Class 2 contains 83254 members Entering Unmasked Estep Score: -9905404.000000 Penalty: 1111.650024 Iteration 17Q: 3 clusters Score -9905404 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119436 members Mstep: Class 2 contains 82546 members Entering Unmasked Estep Score: -9905534.000000 Penalty: 1111.650024 Iteration 18Q: 3 clusters Score -9905534 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120120 members Mstep: Class 2 contains 81862 members Entering Unmasked Estep Score: -9905640.000000 Penalty: 1111.650024 Iteration 19Q: 3 clusters Score -9905640 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120890 members Mstep: Class 2 contains 81092 members Entering Unmasked Estep Score: -9905708.000000 Penalty: 1111.650024 Iteration 20F: 3 clusters Score -9905708 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121729 members Mstep: Class 2 contains 80253 members Entering Unmasked Estep Score: -9905806.000000 Penalty: 1111.650024 Iteration 21Q: 3 clusters Score -9905806 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122611 members Mstep: Class 2 contains 79371 members Entering Unmasked Estep Score: -9905978.000000 Penalty: 1111.650024 Iteration 22Q: 3 clusters Score -9905978 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123573 members Mstep: Class 2 contains 78409 members Entering Unmasked Estep Score: -9906118.000000 Penalty: 1111.650024 Iteration 23Q: 3 clusters Score -9906118 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124624 members Mstep: Class 2 contains 77358 members Entering Unmasked Estep Score: -9906241.000000 Penalty: 1111.650024 Iteration 24Q: 3 clusters Score -9906241 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125735 members Mstep: Class 2 contains 76247 members Entering Unmasked Estep Score: -9906400.000000 Penalty: 1111.650024 Iteration 25Q: 3 clusters Score -9906400 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126909 members Mstep: Class 2 contains 75073 members Entering Unmasked Estep Score: -9906571.000000 Penalty: 1111.650024 Iteration 26Q: 3 clusters Score -9906571 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128180 members Mstep: Class 2 contains 73802 members Entering Unmasked Estep Score: -9906770.000000 Penalty: 1111.650024 Iteration 27Q: 3 clusters Score -9906770 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129533 members Mstep: Class 2 contains 72449 members Entering Unmasked Estep Score: -9907009.000000 Penalty: 1111.650024 Iteration 28Q: 3 clusters Score -9907009 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130973 members Mstep: Class 2 contains 71009 members Entering Unmasked Estep Score: -9907293.000000 Penalty: 1111.650024 Iteration 29Q: 3 clusters Score -9907293 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132560 members Mstep: Class 2 contains 69422 members Entering Unmasked Estep Score: -9907584.000000 Penalty: 1111.650024 Iteration 30Q: 3 clusters Score -9907584 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134298 members Mstep: Class 2 contains 67684 members Entering Unmasked Estep Score: -9907940.000000 Penalty: 1111.650024 Iteration 31Q: 3 clusters Score -9907940 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136200 members Mstep: Class 2 contains 65782 members Entering Unmasked Estep Score: -9908261.000000 Penalty: 1111.650024 Iteration 32Q: 3 clusters Score -9908261 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138232 members Mstep: Class 2 contains 63750 members Entering Unmasked Estep Score: -9908708.000000 Penalty: 1111.650024 Iteration 33Q: 3 clusters Score -9908708 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140425 members Mstep: Class 2 contains 61557 members Entering Unmasked Estep Score: -9909130.000000 Penalty: 1111.650024 Iteration 34Q: 3 clusters Score -9909130 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142722 members Mstep: Class 2 contains 59260 members Entering Unmasked Estep Score: -9909685.000000 Penalty: 1111.650024 Iteration 35Q: 3 clusters Score -9909685 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145118 members Mstep: Class 2 contains 56864 members Entering Unmasked Estep Score: -9910272.000000 Penalty: 1111.650024 Iteration 36Q: 3 clusters Score -9910272 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147645 members Mstep: Class 2 contains 54337 members Entering Unmasked Estep Score: -9910959.000000 Penalty: 1111.650024 Iteration 37Q: 3 clusters Score -9910959 nChanged 2605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150250 members Mstep: Class 2 contains 51732 members Entering Unmasked Estep Score: -9911618.000000 Penalty: 1111.650024 Iteration 38Q: 3 clusters Score -9911618 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152832 members Mstep: Class 2 contains 49150 members Entering Unmasked Estep Score: -9912305.000000 Penalty: 1111.650024 Iteration 39Q: 3 clusters Score -9912305 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155601 members Mstep: Class 2 contains 46381 members Entering Unmasked Estep Score: -9913220.000000 Penalty: 1111.650024 Iteration 40F: 3 clusters Score -9913220 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158488 members Mstep: Class 2 contains 43494 members Entering Unmasked Estep Score: -9914130.000000 Penalty: 1111.650024 Iteration 41Q: 3 clusters Score -9914130 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161545 members Mstep: Class 2 contains 40437 members Entering Unmasked Estep Score: -9915268.000000 Penalty: 1111.650024 Iteration 42Q: 3 clusters Score -9915268 nChanged 3253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164798 members Mstep: Class 2 contains 37184 members Entering Unmasked Estep Score: -9916473.000000 Penalty: 1111.650024 Iteration 43Q: 3 clusters Score -9916473 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168303 members Mstep: Class 2 contains 33679 members Entering Unmasked Estep Score: -9917885.000000 Penalty: 1111.650024 Iteration 44Q: 3 clusters Score -9917885 nChanged 3548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171851 members Mstep: Class 2 contains 30131 members Entering Unmasked Estep Score: -9919543.000000 Penalty: 1111.650024 Iteration 45Q: 3 clusters Score -9919543 nChanged 3597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175448 members Mstep: Class 2 contains 26534 members Entering Unmasked Estep Score: -9921431.000000 Penalty: 1111.650024 Iteration 46Q: 3 clusters Score -9921431 nChanged 3534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178982 members Mstep: Class 2 contains 23000 members Entering Unmasked Estep Score: -9923351.000000 Penalty: 1111.650024 Iteration 47Q: 3 clusters Score -9923351 nChanged 3424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182406 members Mstep: Class 2 contains 19576 members Entering Unmasked Estep Score: -9925246.000000 Penalty: 1111.650024 Iteration 48Q: 3 clusters Score -9925246 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185645 members Mstep: Class 2 contains 16337 members Entering Unmasked Estep Score: -9927243.000000 Penalty: 1111.650024 Iteration 49Q: 3 clusters Score -9927243 nChanged 3061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188706 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -9929240.000000 Penalty: 1111.650024 Iteration 50Q: 3 clusters Score -9929240 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191460 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -9931173.000000 Penalty: 1111.650024 Iteration 51Q: 3 clusters Score -9931173 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193887 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -9932854.000000 Penalty: 1111.650024 Iteration 52Q: 3 clusters Score -9932854 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195962 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -9934319.000000 Penalty: 1111.650024 Iteration 53Q: 3 clusters Score -9934319 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197573 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -9935466.000000 Penalty: 1111.650024 Iteration 54Q: 3 clusters Score -9935466 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198925 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -9936443.000000 Penalty: 1111.650024 Iteration 55Q: 3 clusters Score -9936443 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199970 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -9937245.000000 Penalty: 1111.650024 Iteration 56Q: 3 clusters Score -9937245 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200720 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -9937831.000000 Penalty: 1111.650024 Iteration 57Q: 3 clusters Score -9937831 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201174 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -9938225.000000 Penalty: 1111.650024 Iteration 58Q: 3 clusters Score -9938225 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201429 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -9938454.000000 Penalty: 1111.650024 Iteration 59Q: 3 clusters Score -9938454 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201570 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -9938587.000000 Penalty: 1111.650024 Iteration 60F: 3 clusters Score -9938587 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201649 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -9938655.000000 Penalty: 1111.650024 Iteration 61Q: 3 clusters Score -9938655 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201689 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -9938706.000000 Penalty: 1111.650024 Iteration 62Q: 3 clusters Score -9938706 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201718 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -9938728.000000 Penalty: 1111.650024 Iteration 63Q: 3 clusters Score -9938728 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201732 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -9938746.000000 Penalty: 1111.650024 Iteration 64Q: 3 clusters Score -9938746 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201737 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -9938763.000000 Penalty: 1111.650024 Iteration 65Q: 3 clusters Score -9938763 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201746 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -9938779.000000 Penalty: 1111.650024 Iteration 66Q: 3 clusters Score -9938779 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201757 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -9938795.000000 Penalty: 1111.650024 Iteration 67Q: 3 clusters Score -9938795 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201762 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -9938814.000000 Penalty: 1111.650024 Iteration 68Q: 3 clusters Score -9938814 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201764 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -9938823.000000 Penalty: 1111.650024 Iteration 69Q: 3 clusters Score -9938823 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201765 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -9938832.000000 Penalty: 1111.650024 Iteration 70Q: 3 clusters Score -9938832 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201764 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -9938838.000000 Penalty: 1111.650024 Iteration 71Q: 3 clusters Score -9938838 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201770 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -9938847.000000 Penalty: 1111.650024 Iteration 72Q: 3 clusters Score -9938847 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201770 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -9938842.000000 Penalty: 1111.650024 Iteration 73Q: 3 clusters Score -9938842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201771 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -9938842.000000 Penalty: 1111.650024 Iteration 74Q: 3 clusters Score -9938842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201769 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -9938849.000000 Penalty: 1111.650024 Iteration 75Q: 3 clusters Score -9938849 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201765 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -9938850.000000 Penalty: 1111.650024 Iteration 76Q: 3 clusters Score -9938850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201762 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -9938852.000000 Penalty: 1111.650024 Iteration 77Q: 3 clusters Score -9938852 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201760 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -9938851.000000 Penalty: 1111.650024 Iteration 78Q: 3 clusters Score -9938851 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201760 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -9938855.000000 Penalty: 1111.650024 Iteration 79Q: 3 clusters Score -9938855 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201760 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -9938857.000000 Penalty: 1111.650024 Iteration 80F: 3 clusters Score -9938857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201758 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -9938859.000000 Penalty: 1111.650024 Iteration 81Q: 3 clusters Score -9938859 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201754 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -9938856.000000 Penalty: 1111.650024 Iteration 82Q: 3 clusters Score -9938856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201754 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -9938857.000000 Penalty: 1111.650024 Iteration 83Q: 3 clusters Score -9938857 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201753 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -9938861.000000 Penalty: 1111.650024 Iteration 84Q: 3 clusters Score -9938861 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201755 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -9938864.000000 Penalty: 1111.650024 Iteration 85Q: 3 clusters Score -9938864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201755 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -9938867.000000 Penalty: 1111.650024 Iteration 86Q: 3 clusters Score -9938867 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201757 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -9938864.000000 Penalty: 1111.650024 Iteration 87Q: 3 clusters Score -9938864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201758 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -9938861.000000 Penalty: 1111.650024 Iteration 88Q: 3 clusters Score -9938861 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201756 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -9938860.000000 Penalty: 1111.650024 Iteration 89Q: 3 clusters Score -9938860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201756 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -9938862.000000 Penalty: 1111.650024 Iteration 90Q: 3 clusters Score -9938862 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201757 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -9938861.000000 Penalty: 1111.650024 Iteration 91Q: 3 clusters Score -9938861 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201758 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -9938868.000000 Penalty: 1111.650024 Iteration 92Q: 3 clusters Score -9938868 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201759 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -9938871.000000 Penalty: 1111.650024 Iteration 93Q: 3 clusters Score -9938871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201758 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -9938868.000000 Penalty: 1111.650024 Iteration 94Q: 3 clusters Score -9938868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201758 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -9938868.000000 Penalty: 1111.650024 Iteration 95F: 3 clusters Score -9938868 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -9217.932617 Penalty: 239.687546 Iteration 0F: 2 clusters Score -9217.933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -8926.597656 Penalty: 479.375092 Iteration 0F: 3 clusters Score -8926.598 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -8999.990234 Penalty: 479.375092 Iteration 1F: 3 clusters Score -8999.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -9014.515625 Penalty: 479.375092 Iteration 2F: 3 clusters Score -9014.516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -9020.803711 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -9020.804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9022.916016 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -9022.916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9025.649414 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -9025.649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -9028.957031 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -9028.957 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -9029.924805 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -9029.925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9031.598633 Penalty: 479.375092 Iteration 8Q: 3 clusters Score -9031.599 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -9031.598633 Penalty: 479.375092 Iteration 9F: 3 clusters Score -9031.599 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Entering Unmasked Estep Score: -7103.133789 Penalty: 232.868713 Iteration 0F: 2 clusters Score -7103.134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6820.592285 Penalty: 465.737427 Iteration 0F: 3 clusters Score -6820.592 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6875.706055 Penalty: 465.737427 Iteration 1F: 3 clusters Score -6875.706 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -6893.273438 Penalty: 465.737427 Iteration 2F: 3 clusters Score -6893.273 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6909.599609 Penalty: 465.737427 Iteration 3Q: 3 clusters Score -6909.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6918.060547 Penalty: 465.737427 Iteration 4Q: 3 clusters Score -6918.061 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -6933.819824 Penalty: 465.737427 Iteration 5Q: 3 clusters Score -6933.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -6946.887695 Penalty: 465.737427 Iteration 6F: 3 clusters Score -6946.888 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -6957.660156 Penalty: 465.737427 Iteration 7Q: 3 clusters Score -6957.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6979.893066 Penalty: 465.737427 Iteration 8Q: 3 clusters Score -6979.893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6984.235840 Penalty: 465.737427 Iteration 9Q: 3 clusters Score -6984.236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -6989.072754 Penalty: 465.737427 Iteration 10Q: 3 clusters Score -6989.073 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -6989.072754 Penalty: 465.737427 Iteration 11F: 3 clusters Score -6989.073 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -28419.796875 Penalty: 294.491760 Iteration 0F: 2 clusters Score -28419.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -27831.710938 Penalty: 588.983521 Iteration 0F: 3 clusters Score -27831.71 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -27989.833984 Penalty: 588.983521 Iteration 1F: 3 clusters Score -27989.83 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -28026.083984 Penalty: 588.983521 Iteration 2F: 3 clusters Score -28026.08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -28067.255859 Penalty: 588.983521 Iteration 3F: 3 clusters Score -28067.26 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -28092.896484 Penalty: 588.983521 Iteration 4F: 3 clusters Score -28092.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -28113.222656 Penalty: 588.983521 Iteration 5Q: 3 clusters Score -28113.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -28128.626953 Penalty: 588.983521 Iteration 6Q: 3 clusters Score -28128.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -28139.271484 Penalty: 588.983521 Iteration 7Q: 3 clusters Score -28139.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -28144.132812 Penalty: 588.983521 Iteration 8Q: 3 clusters Score -28144.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -28147.794922 Penalty: 588.983521 Iteration 9Q: 3 clusters Score -28147.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -28151.578125 Penalty: 588.983521 Iteration 10Q: 3 clusters Score -28151.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -28156.998047 Penalty: 588.983521 Iteration 11Q: 3 clusters Score -28157 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -28160.478516 Penalty: 588.983521 Iteration 12Q: 3 clusters Score -28160.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -28162.095703 Penalty: 588.983521 Iteration 13Q: 3 clusters Score -28162.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -28162.421875 Penalty: 588.983521 Iteration 14Q: 3 clusters Score -28162.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -28162.421875 Penalty: 588.983521 Iteration 15F: 3 clusters Score -28162.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Entering Unmasked Estep Score: -6955.078613 Penalty: 237.526199 Iteration 0F: 2 clusters Score -6955.079 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6690.991699 Penalty: 475.052399 Iteration 0F: 3 clusters Score -6690.992 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -6763.827148 Penalty: 475.052399 Iteration 1F: 3 clusters Score -6763.827 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -6792.006836 Penalty: 475.052399 Iteration 2F: 3 clusters Score -6792.007 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -6797.647949 Penalty: 475.052399 Iteration 3Q: 3 clusters Score -6797.648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -6800.504395 Penalty: 475.052399 Iteration 4Q: 3 clusters Score -6800.504 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6802.933594 Penalty: 475.052399 Iteration 5Q: 3 clusters Score -6802.934 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6802.933594 Penalty: 475.052399 Iteration 6F: 3 clusters Score -6802.934 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (40 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Entering Unmasked Estep Score: -1577.507568 Penalty: 167.844009 Iteration 0F: 2 clusters Score -1577.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20 members Mstep: Class 2 contains 20 members Entering Unmasked Estep Score: -1471.252563 Penalty: 335.688019 Iteration 0F: 3 clusters Score -1471.253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147581 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 10923 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9359 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283778.000000 Penalty: 17329.921875 Iteration 199Q: 30 clusters Score -2.428378e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32550 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147583 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 10925 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9356 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283778.000000 Penalty: 17329.921875 Iteration 200F: 30 clusters Score -2.428378e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147584 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4734 members Mstep: Class 7 contains 10923 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9355 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283782.000000 Penalty: 17329.921875 Iteration 201Q: 30 clusters Score -2.428378e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32552 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147585 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4734 members Mstep: Class 7 contains 10924 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9353 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283770.000000 Penalty: 17329.921875 Iteration 202Q: 30 clusters Score -2.428377e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32552 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147587 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 10924 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283776.000000 Penalty: 17329.921875 Iteration 203Q: 30 clusters Score -2.428378e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147588 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10926 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283764.000000 Penalty: 17329.921875 Iteration 204Q: 30 clusters Score -2.428376e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147588 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10928 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9349 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283762.000000 Penalty: 17329.921875 Iteration 205Q: 30 clusters Score -2.428376e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32553 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147587 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10928 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9348 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283762.000000 Penalty: 17329.921875 Iteration 206Q: 30 clusters Score -2.428376e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32553 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147586 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10931 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9346 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283750.000000 Penalty: 17329.921875 Iteration 207Q: 30 clusters Score -2.428375e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32552 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147586 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10933 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9345 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283760.000000 Penalty: 17329.921875 Iteration 208Q: 30 clusters Score -2.428376e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32557 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147586 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10930 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9343 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283766.000000 Penalty: 17329.921875 Iteration 209Q: 30 clusters Score -2.428377e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32561 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147585 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10927 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9342 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283768.000000 Penalty: 17329.921875 Iteration 210Q: 30 clusters Score -2.428377e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32562 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147582 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10930 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9342 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283760.000000 Penalty: 17329.921875 Iteration 211Q: 30 clusters Score -2.428376e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32558 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147579 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4730 members Mstep: Class 7 contains 10933 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9347 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283762.000000 Penalty: 17329.921875 Iteration 212Q: 30 clusters Score -2.428376e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32552 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147577 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 10938 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283776.000000 Penalty: 17329.921875 Iteration 213Q: 30 clusters Score -2.428378e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32549 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147572 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 10944 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9353 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283758.000000 Penalty: 17329.921875 Iteration 214Q: 30 clusters Score -2.428376e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32543 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147569 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 10949 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9357 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283764.000000 Penalty: 17329.921875 Iteration 215Q: 30 clusters Score -2.428376e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32540 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147567 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 10953 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9358 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283766.000000 Penalty: 17329.921875 Iteration 216Q: 30 clusters Score -2.428377e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32538 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147566 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 10956 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9358 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283774.000000 Penalty: 17329.921875 Iteration 217Q: 30 clusters Score -2.428377e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32533 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147566 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 10958 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9362 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283800.000000 Penalty: 17329.921875 Iteration 218Q: 30 clusters Score -2.42838e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32530 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147563 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10961 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9364 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283788.000000 Penalty: 17329.921875 Iteration 219Q: 30 clusters Score -2.428379e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32526 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147558 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10971 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9363 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283766.000000 Penalty: 17329.921875 Iteration 220F: 30 clusters Score -2.428377e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32527 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147554 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4731 members Mstep: Class 7 contains 10980 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1045 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9359 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201979 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283768.000000 Penalty: 17329.921875 Iteration 221Q: 30 clusters Score -2.428377e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32524 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147549 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10988 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9358 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283768.000000 Penalty: 17329.921875 Iteration 222Q: 30 clusters Score -2.428377e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32519 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147547 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 10994 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9358 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283768.000000 Penalty: 17329.921875 Iteration 223Q: 30 clusters Score -2.428377e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32513 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11000 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9357 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201983 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283742.000000 Penalty: 17329.921875 Iteration 224Q: 30 clusters Score -2.428374e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32510 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11006 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9354 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201983 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283730.000000 Penalty: 17329.921875 Iteration 225Q: 30 clusters Score -2.428373e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32509 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147544 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11013 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283734.000000 Penalty: 17329.921875 Iteration 226Q: 30 clusters Score -2.428373e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32507 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147542 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11018 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9350 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283744.000000 Penalty: 17329.921875 Iteration 227Q: 30 clusters Score -2.428374e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32502 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147543 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11021 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 228Q: 30 clusters Score -2.428374e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32499 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147544 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4733 members Mstep: Class 7 contains 11024 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9349 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201982 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283744.000000 Penalty: 17329.921875 Iteration 229Q: 30 clusters Score -2.428374e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147544 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11028 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9347 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201983 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 230Q: 30 clusters Score -2.428374e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32492 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147545 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4732 members Mstep: Class 7 contains 11032 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9347 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201983 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283736.000000 Penalty: 17329.921875 Iteration 231Q: 30 clusters Score -2.428374e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32488 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147545 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4730 members Mstep: Class 7 contains 11037 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9347 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201984 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283728.000000 Penalty: 17329.921875 Iteration 232Q: 30 clusters Score -2.428373e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32485 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147544 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11040 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1044 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9348 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201985 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283730.000000 Penalty: 17329.921875 Iteration 233Q: 30 clusters Score -2.428373e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32485 members Mstep: Class 2 contains 28396 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147545 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11042 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9347 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201984 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283734.000000 Penalty: 17329.921875 Iteration 234Q: 30 clusters Score -2.428373e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32483 members Mstep: Class 2 contains 28395 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147547 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11043 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9348 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201983 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283742.000000 Penalty: 17329.921875 Iteration 235Q: 30 clusters Score -2.428374e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32481 members Mstep: Class 2 contains 28394 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147550 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11042 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49533 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9349 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201983 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283742.000000 Penalty: 17329.921875 Iteration 236Q: 30 clusters Score -2.428374e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32480 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147551 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11041 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49534 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9349 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201984 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283734.000000 Penalty: 17329.921875 Iteration 237Q: 30 clusters Score -2.428373e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147551 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 11041 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49537 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9350 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201981 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283734.000000 Penalty: 17329.921875 Iteration 238Q: 30 clusters Score -2.428373e+07 nChanged 5 Entering ConstructFrom: Score: -24283734.000000 Penalty: 17329.921875 Entering ConstructFrom: Trying to split cluster 1 (32479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32479 members Entering Unmasked Estep Score: -1552444.500000 Penalty: 472.669861 Iteration 0F: 2 clusters Score -1552444 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16294 members Mstep: Class 2 contains 16185 members Entering Unmasked Estep Score: -1530628.750000 Penalty: 945.339722 Iteration 0F: 3 clusters Score -1530629 nChanged 15674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16810 members Mstep: Class 2 contains 15669 members Entering Unmasked Estep Score: -1539588.875000 Penalty: 945.339722 Iteration 1F: 3 clusters Score -1539589 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17156 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -1540020.500000 Penalty: 945.339722 Iteration 2Q: 3 clusters Score -1540020 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17688 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -1540638.625000 Penalty: 945.339722 Iteration 3Q: 3 clusters Score -1540639 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 14054 members Entering Unmasked Estep Score: -1541649.750000 Penalty: 945.339722 Iteration 4F: 3 clusters Score -1541650 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19364 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1543165.250000 Penalty: 945.339722 Iteration 5F: 3 clusters Score -1543165 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20212 members Mstep: Class 2 contains 12267 members Entering Unmasked Estep Score: -1544889.875000 Penalty: 945.339722 Iteration 6F: 3 clusters Score -1544890 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20840 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1546091.375000 Penalty: 945.339722 Iteration 7F: 3 clusters Score -1546091 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -1546569.375000 Penalty: 945.339722 Iteration 8Q: 3 clusters Score -1546569 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21825 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -1546752.250000 Penalty: 945.339722 Iteration 9Q: 3 clusters Score -1546752 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22339 members Mstep: Class 2 contains 10140 members Entering Unmasked Estep Score: -1546890.000000 Penalty: 945.339722 Iteration 10Q: 3 clusters Score -1546890 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22892 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -1547043.000000 Penalty: 945.339722 Iteration 11Q: 3 clusters Score -1547043 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23454 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -1547196.750000 Penalty: 945.339722 Iteration 12Q: 3 clusters Score -1547197 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24011 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -1547361.000000 Penalty: 945.339722 Iteration 13Q: 3 clusters Score -1547361 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24623 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1547558.500000 Penalty: 945.339722 Iteration 14Q: 3 clusters Score -1547558 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25239 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1547759.750000 Penalty: 945.339722 Iteration 15Q: 3 clusters Score -1547760 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25860 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1547991.875000 Penalty: 945.339722 Iteration 16Q: 3 clusters Score -1547992 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26500 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -1548249.750000 Penalty: 945.339722 Iteration 17Q: 3 clusters Score -1548250 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1548538.500000 Penalty: 945.339722 Iteration 18Q: 3 clusters Score -1548538 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27868 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1548891.875000 Penalty: 945.339722 Iteration 19Q: 3 clusters Score -1548892 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28573 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1549274.875000 Penalty: 945.339722 Iteration 20F: 3 clusters Score -1549275 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29262 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1549679.250000 Penalty: 945.339722 Iteration 21Q: 3 clusters Score -1549679 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29917 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -1550109.125000 Penalty: 945.339722 Iteration 22Q: 3 clusters Score -1550109 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30524 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -1550532.875000 Penalty: 945.339722 Iteration 23Q: 3 clusters Score -1550533 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31015 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1550881.250000 Penalty: 945.339722 Iteration 24Q: 3 clusters Score -1550881 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31424 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1551200.500000 Penalty: 945.339722 Iteration 25Q: 3 clusters Score -1551200 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31759 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1551477.375000 Penalty: 945.339722 Iteration 26Q: 3 clusters Score -1551477 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32013 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1551682.875000 Penalty: 945.339722 Iteration 27Q: 3 clusters Score -1551683 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32203 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -1551836.125000 Penalty: 945.339722 Iteration 28Q: 3 clusters Score -1551836 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32316 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1551927.375000 Penalty: 945.339722 Iteration 29Q: 3 clusters Score -1551927 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32374 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1551971.625000 Penalty: 945.339722 Iteration 30Q: 3 clusters Score -1551972 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32406 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1551998.625000 Penalty: 945.339722 Iteration 31Q: 3 clusters Score -1551999 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32418 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -1552016.000000 Penalty: 945.339722 Iteration 32Q: 3 clusters Score -1552016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32422 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -1552019.500000 Penalty: 945.339722 Iteration 33Q: 3 clusters Score -1552020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32424 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -1552021.250000 Penalty: 945.339722 Iteration 34Q: 3 clusters Score -1552021 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32424 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -1552026.625000 Penalty: 945.339722 Iteration 35Q: 3 clusters Score -1552027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32425 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -1552026.625000 Penalty: 945.339722 Iteration 36Q: 3 clusters Score -1552027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32426 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -1552028.125000 Penalty: 945.339722 Iteration 37Q: 3 clusters Score -1552028 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32426 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -1552028.125000 Penalty: 945.339722 Iteration 38F: 3 clusters Score -1552028 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (28393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28393 members Entering Unmasked Estep Score: -1335548.000000 Penalty: 466.552338 Iteration 0F: 2 clusters Score -1335548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14126 members Mstep: Class 2 contains 14267 members Entering Unmasked Estep Score: -1316534.875000 Penalty: 933.104675 Iteration 0F: 3 clusters Score -1316535 nChanged 13594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12350 members Mstep: Class 2 contains 16043 members Entering Unmasked Estep Score: -1324616.625000 Penalty: 933.104675 Iteration 1F: 3 clusters Score -1324617 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 17253 members Entering Unmasked Estep Score: -1325341.750000 Penalty: 933.104675 Iteration 2F: 3 clusters Score -1325342 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 18884 members Entering Unmasked Estep Score: -1326441.250000 Penalty: 933.104675 Iteration 3F: 3 clusters Score -1326441 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 20818 members Entering Unmasked Estep Score: -1327914.250000 Penalty: 933.104675 Iteration 4F: 3 clusters Score -1327914 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 22928 members Entering Unmasked Estep Score: -1329787.625000 Penalty: 933.104675 Iteration 5F: 3 clusters Score -1329788 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 24865 members Entering Unmasked Estep Score: -1331734.500000 Penalty: 933.104675 Iteration 6F: 3 clusters Score -1331734 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 26263 members Entering Unmasked Estep Score: -1333385.000000 Penalty: 933.104675 Iteration 7Q: 3 clusters Score -1333385 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 26897 members Entering Unmasked Estep Score: -1334281.250000 Penalty: 933.104675 Iteration 8Q: 3 clusters Score -1334281 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 27088 members Entering Unmasked Estep Score: -1334646.000000 Penalty: 933.104675 Iteration 9Q: 3 clusters Score -1334646 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 27182 members Entering Unmasked Estep Score: -1334810.875000 Penalty: 933.104675 Iteration 10Q: 3 clusters Score -1334811 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 27261 members Entering Unmasked Estep Score: -1334900.125000 Penalty: 933.104675 Iteration 11Q: 3 clusters Score -1334900 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 27297 members Entering Unmasked Estep Score: -1334936.375000 Penalty: 933.104675 Iteration 12Q: 3 clusters Score -1334936 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 27320 members Entering Unmasked Estep Score: -1334959.500000 Penalty: 933.104675 Iteration 13Q: 3 clusters Score -1334960 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 27331 members Entering Unmasked Estep Score: -1334976.250000 Penalty: 933.104675 Iteration 14Q: 3 clusters Score -1334976 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 27348 members Entering Unmasked Estep Score: -1334990.250000 Penalty: 933.104675 Iteration 15Q: 3 clusters Score -1334990 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 27368 members Entering Unmasked Estep Score: -1335008.250000 Penalty: 933.104675 Iteration 16Q: 3 clusters Score -1335008 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 27385 members Entering Unmasked Estep Score: -1335023.250000 Penalty: 933.104675 Iteration 17Q: 3 clusters Score -1335023 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 27398 members Entering Unmasked Estep Score: -1335032.625000 Penalty: 933.104675 Iteration 18Q: 3 clusters Score -1335033 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 27415 members Entering Unmasked Estep Score: -1335041.875000 Penalty: 933.104675 Iteration 19Q: 3 clusters Score -1335042 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 27432 members Entering Unmasked Estep Score: -1335045.500000 Penalty: 933.104675 Iteration 20F: 3 clusters Score -1335046 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 27447 members Entering Unmasked Estep Score: -1335051.000000 Penalty: 933.104675 Iteration 21Q: 3 clusters Score -1335051 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 27467 members Entering Unmasked Estep Score: -1335060.500000 Penalty: 933.104675 Iteration 22Q: 3 clusters Score -1335060 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 27481 members Entering Unmasked Estep Score: -1335062.625000 Penalty: 933.104675 Iteration 23Q: 3 clusters Score -1335063 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 27485 members Entering Unmasked Estep Score: -1335064.875000 Penalty: 933.104675 Iteration 24Q: 3 clusters Score -1335065 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 27484 members Entering Unmasked Estep Score: -1335068.250000 Penalty: 933.104675 Iteration 25Q: 3 clusters Score -1335068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 27487 members Entering Unmasked Estep Score: -1335067.375000 Penalty: 933.104675 Iteration 26Q: 3 clusters Score -1335067 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 27490 members Entering Unmasked Estep Score: -1335066.125000 Penalty: 933.104675 Iteration 27Q: 3 clusters Score -1335066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 27493 members Entering Unmasked Estep Score: -1335066.125000 Penalty: 933.104675 Iteration 28Q: 3 clusters Score -1335066 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 27494 members Entering Unmasked Estep Score: -1335065.625000 Penalty: 933.104675 Iteration 29Q: 3 clusters Score -1335066 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 27495 members Entering Unmasked Estep Score: -1335066.250000 Penalty: 933.104675 Iteration 30Q: 3 clusters Score -1335066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 27497 members Entering Unmasked Estep Score: -1335067.375000 Penalty: 933.104675 Iteration 31Q: 3 clusters Score -1335067 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 27501 members Entering Unmasked Estep Score: -1335066.500000 Penalty: 933.104675 Iteration 32Q: 3 clusters Score -1335066 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 27502 members Entering Unmasked Estep Score: -1335067.750000 Penalty: 933.104675 Iteration 33Q: 3 clusters Score -1335068 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 27503 members Entering Unmasked Estep Score: -1335067.875000 Penalty: 933.104675 Iteration 34Q: 3 clusters Score -1335068 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 27505 members Entering Unmasked Estep Score: -1335067.875000 Penalty: 933.104675 Iteration 35Q: 3 clusters Score -1335068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 27505 members Entering Unmasked Estep Score: -1335067.875000 Penalty: 933.104675 Iteration 36F: 3 clusters Score -1335068 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Entering Unmasked Estep Score: -96368.351562 Penalty: 349.321716 Iteration 0F: 2 clusters Score -96368.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -94848.164062 Penalty: 698.643433 Iteration 0F: 3 clusters Score -94848.16 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -95460.265625 Penalty: 698.643433 Iteration 1F: 3 clusters Score -95460.27 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -95631.546875 Penalty: 698.643433 Iteration 2F: 3 clusters Score -95631.55 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -95766.093750 Penalty: 698.643433 Iteration 3F: 3 clusters Score -95766.09 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -95876.085938 Penalty: 698.643433 Iteration 4F: 3 clusters Score -95876.09 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -95989.546875 Penalty: 698.643433 Iteration 5F: 3 clusters Score -95989.55 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -96090.632812 Penalty: 698.643433 Iteration 6F: 3 clusters Score -96090.63 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -96175.945312 Penalty: 698.643433 Iteration 7Q: 3 clusters Score -96175.95 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -96227.148438 Penalty: 698.643433 Iteration 8Q: 3 clusters Score -96227.15 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -96247.585938 Penalty: 698.643433 Iteration 9Q: 3 clusters Score -96247.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -96263.171875 Penalty: 698.643433 Iteration 10Q: 3 clusters Score -96263.17 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -96277.437500 Penalty: 698.643433 Iteration 11Q: 3 clusters Score -96277.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -96283.476562 Penalty: 698.643433 Iteration 12Q: 3 clusters Score -96283.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -96287.820312 Penalty: 698.643433 Iteration 13Q: 3 clusters Score -96287.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -96295.000000 Penalty: 698.643433 Iteration 14Q: 3 clusters Score -96295 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -96299.593750 Penalty: 698.643433 Iteration 15Q: 3 clusters Score -96299.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -96305.585938 Penalty: 698.643433 Iteration 16Q: 3 clusters Score -96305.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -96308.976562 Penalty: 698.643433 Iteration 17Q: 3 clusters Score -96308.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -96312.648438 Penalty: 698.643433 Iteration 18Q: 3 clusters Score -96312.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -96315.406250 Penalty: 698.643433 Iteration 19Q: 3 clusters Score -96315.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -96316.359375 Penalty: 698.643433 Iteration 20F: 3 clusters Score -96316.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -96321.359375 Penalty: 698.643433 Iteration 21Q: 3 clusters Score -96321.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -96321.531250 Penalty: 698.643433 Iteration 22Q: 3 clusters Score -96321.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -96321.531250 Penalty: 698.643433 Iteration 23F: 3 clusters Score -96321.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (147550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147550 members Entering Unmasked Estep Score: -7464619.000000 Penalty: 541.537476 Iteration 0F: 2 clusters Score -7464619 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74089 members Mstep: Class 2 contains 73461 members Entering Unmasked Estep Score: -7371483.000000 Penalty: 1083.074951 Iteration 0F: 3 clusters Score -7371483 nChanged 72455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87296 members Mstep: Class 2 contains 60254 members Entering Unmasked Estep Score: -7418441.000000 Penalty: 1083.074951 Iteration 1F: 3 clusters Score -7418441 nChanged 9150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95686 members Mstep: Class 2 contains 51864 members Entering Unmasked Estep Score: -7423415.500000 Penalty: 1083.074951 Iteration 2F: 3 clusters Score -7423416 nChanged 11860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107128 members Mstep: Class 2 contains 40422 members Entering Unmasked Estep Score: -7431447.500000 Penalty: 1083.074951 Iteration 3F: 3 clusters Score -7431448 nChanged 13291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120171 members Mstep: Class 2 contains 27379 members Entering Unmasked Estep Score: -7441734.500000 Penalty: 1083.074951 Iteration 4F: 3 clusters Score -7441734 nChanged 11772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131821 members Mstep: Class 2 contains 15729 members Entering Unmasked Estep Score: -7450994.000000 Penalty: 1083.074951 Iteration 5F: 3 clusters Score -7450994 nChanged 7961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139730 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -7457691.500000 Penalty: 1083.074951 Iteration 6F: 3 clusters Score -7457692 nChanged 4263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143981 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -7461233.000000 Penalty: 1083.074951 Iteration 7Q: 3 clusters Score -7461233 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145781 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -7462734.500000 Penalty: 1083.074951 Iteration 8Q: 3 clusters Score -7462734 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146508 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -7463417.500000 Penalty: 1083.074951 Iteration 9Q: 3 clusters Score -7463418 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146835 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -7463740.000000 Penalty: 1083.074951 Iteration 10Q: 3 clusters Score -7463740 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146986 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -7463943.500000 Penalty: 1083.074951 Iteration 11Q: 3 clusters Score -7463944 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147053 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -7464043.000000 Penalty: 1083.074951 Iteration 12Q: 3 clusters Score -7464043 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147094 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -7464105.000000 Penalty: 1083.074951 Iteration 13Q: 3 clusters Score -7464105 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147108 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -7464123.000000 Penalty: 1083.074951 Iteration 14Q: 3 clusters Score -7464123 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147123 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -7464148.000000 Penalty: 1083.074951 Iteration 15Q: 3 clusters Score -7464148 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147135 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -7464176.000000 Penalty: 1083.074951 Iteration 16Q: 3 clusters Score -7464176 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147140 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -7464194.500000 Penalty: 1083.074951 Iteration 17Q: 3 clusters Score -7464194 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147146 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -7464198.500000 Penalty: 1083.074951 Iteration 18Q: 3 clusters Score -7464198 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147146 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -7464210.500000 Penalty: 1083.074951 Iteration 19Q: 3 clusters Score -7464210 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147133 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -7464227.000000 Penalty: 1083.074951 Iteration 20F: 3 clusters Score -7464227 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147123 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -7464234.000000 Penalty: 1083.074951 Iteration 21Q: 3 clusters Score -7464234 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147111 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -7464241.500000 Penalty: 1083.074951 Iteration 22Q: 3 clusters Score -7464242 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147095 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -7464269.000000 Penalty: 1083.074951 Iteration 23Q: 3 clusters Score -7464269 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147080 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -7464275.500000 Penalty: 1083.074951 Iteration 24Q: 3 clusters Score -7464276 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147061 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -7464300.000000 Penalty: 1083.074951 Iteration 25Q: 3 clusters Score -7464300 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147047 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -7464307.500000 Penalty: 1083.074951 Iteration 26Q: 3 clusters Score -7464308 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147038 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -7464316.500000 Penalty: 1083.074951 Iteration 27Q: 3 clusters Score -7464316 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147028 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -7464323.500000 Penalty: 1083.074951 Iteration 28Q: 3 clusters Score -7464324 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147021 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -7464326.500000 Penalty: 1083.074951 Iteration 29Q: 3 clusters Score -7464326 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147014 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -7464329.000000 Penalty: 1083.074951 Iteration 30Q: 3 clusters Score -7464329 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147009 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -7464327.500000 Penalty: 1083.074951 Iteration 31Q: 3 clusters Score -7464328 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147005 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -7464333.500000 Penalty: 1083.074951 Iteration 32Q: 3 clusters Score -7464334 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147003 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -7464332.000000 Penalty: 1083.074951 Iteration 33Q: 3 clusters Score -7464332 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146999 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -7464339.000000 Penalty: 1083.074951 Iteration 34Q: 3 clusters Score -7464339 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146995 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -7464343.500000 Penalty: 1083.074951 Iteration 35Q: 3 clusters Score -7464344 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146994 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -7464339.500000 Penalty: 1083.074951 Iteration 36Q: 3 clusters Score -7464340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146993 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -7464336.500000 Penalty: 1083.074951 Iteration 37Q: 3 clusters Score -7464336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146992 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -7464339.000000 Penalty: 1083.074951 Iteration 38Q: 3 clusters Score -7464339 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146990 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -7464337.500000 Penalty: 1083.074951 Iteration 39Q: 3 clusters Score -7464338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146987 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -7464343.000000 Penalty: 1083.074951 Iteration 40F: 3 clusters Score -7464343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146985 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -7464350.000000 Penalty: 1083.074951 Iteration 41Q: 3 clusters Score -7464350 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146980 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -7464353.500000 Penalty: 1083.074951 Iteration 42Q: 3 clusters Score -7464354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146978 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -7464353.000000 Penalty: 1083.074951 Iteration 43Q: 3 clusters Score -7464353 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146975 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -7464358.500000 Penalty: 1083.074951 Iteration 44Q: 3 clusters Score -7464358 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146967 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -7464359.000000 Penalty: 1083.074951 Iteration 45Q: 3 clusters Score -7464359 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146966 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -7464358.500000 Penalty: 1083.074951 Iteration 46Q: 3 clusters Score -7464358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146966 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -7464358.500000 Penalty: 1083.074951 Iteration 47F: 3 clusters Score -7464358 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Entering Unmasked Estep Score: -118653.429688 Penalty: 355.738586 Iteration 0F: 2 clusters Score -118653.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -116865.242188 Penalty: 711.477173 Iteration 0F: 3 clusters Score -116865.2 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -117527.992188 Penalty: 711.477173 Iteration 1F: 3 clusters Score -117528 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -117644.015625 Penalty: 711.477173 Iteration 2F: 3 clusters Score -117644 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -117750.312500 Penalty: 711.477173 Iteration 3F: 3 clusters Score -117750.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -117830.773438 Penalty: 711.477173 Iteration 4F: 3 clusters Score -117830.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -117914.171875 Penalty: 711.477173 Iteration 5Q: 3 clusters Score -117914.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -117997.718750 Penalty: 711.477173 Iteration 6Q: 3 clusters Score -117997.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -118064.554688 Penalty: 711.477173 Iteration 7Q: 3 clusters Score -118064.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -118117.328125 Penalty: 711.477173 Iteration 8Q: 3 clusters Score -118117.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -118173.101562 Penalty: 711.477173 Iteration 9Q: 3 clusters Score -118173.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -118212.632812 Penalty: 711.477173 Iteration 10Q: 3 clusters Score -118212.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -118252.429688 Penalty: 711.477173 Iteration 11Q: 3 clusters Score -118252.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -118276.875000 Penalty: 711.477173 Iteration 12Q: 3 clusters Score -118276.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -118289.382812 Penalty: 711.477173 Iteration 13Q: 3 clusters Score -118289.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -118302.546875 Penalty: 711.477173 Iteration 14Q: 3 clusters Score -118302.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -118309.875000 Penalty: 711.477173 Iteration 15Q: 3 clusters Score -118309.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -118316.289062 Penalty: 711.477173 Iteration 16Q: 3 clusters Score -118316.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -118319.554688 Penalty: 711.477173 Iteration 17Q: 3 clusters Score -118319.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -118322.484375 Penalty: 711.477173 Iteration 18Q: 3 clusters Score -118322.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -118326.382812 Penalty: 711.477173 Iteration 19Q: 3 clusters Score -118326.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -118328.703125 Penalty: 711.477173 Iteration 20F: 3 clusters Score -118328.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -118329.296875 Penalty: 711.477173 Iteration 21Q: 3 clusters Score -118329.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -118330.281250 Penalty: 711.477173 Iteration 22Q: 3 clusters Score -118330.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -118335.320312 Penalty: 711.477173 Iteration 23Q: 3 clusters Score -118335.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -118336.359375 Penalty: 711.477173 Iteration 24Q: 3 clusters Score -118336.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -118336.359375 Penalty: 711.477173 Iteration 25F: 3 clusters Score -118336.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Entering Unmasked Estep Score: -212708.593750 Penalty: 384.987244 Iteration 0F: 2 clusters Score -212708.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -209548.250000 Penalty: 769.974487 Iteration 0F: 3 clusters Score -209548.2 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -210954.671875 Penalty: 769.974487 Iteration 1F: 3 clusters Score -210954.7 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -211423.218750 Penalty: 769.974487 Iteration 2F: 3 clusters Score -211423.2 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -211988.984375 Penalty: 769.974487 Iteration 3F: 3 clusters Score -211989 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -212399.531250 Penalty: 769.974487 Iteration 4F: 3 clusters Score -212399.5 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -212559.906250 Penalty: 769.974487 Iteration 5F: 3 clusters Score -212559.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -212619.953125 Penalty: 769.974487 Iteration 6Q: 3 clusters Score -212620 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -212654.671875 Penalty: 769.974487 Iteration 7Q: 3 clusters Score -212654.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -212679.812500 Penalty: 769.974487 Iteration 8Q: 3 clusters Score -212679.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -212700.234375 Penalty: 769.974487 Iteration 9Q: 3 clusters Score -212700.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -212714.625000 Penalty: 769.974487 Iteration 10Q: 3 clusters Score -212714.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -212726.328125 Penalty: 769.974487 Iteration 11Q: 3 clusters Score -212726.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -212739.250000 Penalty: 769.974487 Iteration 12Q: 3 clusters Score -212739.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -212745.875000 Penalty: 769.974487 Iteration 13Q: 3 clusters Score -212745.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -212752.171875 Penalty: 769.974487 Iteration 14Q: 3 clusters Score -212752.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -212753.625000 Penalty: 769.974487 Iteration 15Q: 3 clusters Score -212753.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -212754.515625 Penalty: 769.974487 Iteration 16Q: 3 clusters Score -212754.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -212756.296875 Penalty: 769.974487 Iteration 17Q: 3 clusters Score -212756.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -212757.687500 Penalty: 769.974487 Iteration 18Q: 3 clusters Score -212757.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -212758.328125 Penalty: 769.974487 Iteration 19Q: 3 clusters Score -212758.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -212758.328125 Penalty: 769.974487 Iteration 20F: 3 clusters Score -212758.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147550 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4161 members Mstep: Class 7 contains 11042 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 567 members Entering Unmasked Estep Score: -24283522.000000 Penalty: 17927.505859 Splitting cluster 6 changes total score from -24283734.000000 to -24283522.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (11042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11042 members Entering Unmasked Estep Score: -577811.937500 Penalty: 423.580505 Iteration 0F: 2 clusters Score -577811.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -570391.750000 Penalty: 847.161011 Iteration 0F: 3 clusters Score -570391.8 nChanged 5191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -573284.125000 Penalty: 847.161011 Iteration 1F: 3 clusters Score -573284.1 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -573424.625000 Penalty: 847.161011 Iteration 2Q: 3 clusters Score -573424.6 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -573578.000000 Penalty: 847.161011 Iteration 3Q: 3 clusters Score -573578 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -573796.250000 Penalty: 847.161011 Iteration 4Q: 3 clusters Score -573796.2 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -574102.437500 Penalty: 847.161011 Iteration 5Q: 3 clusters Score -574102.4 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -574490.875000 Penalty: 847.161011 Iteration 6F: 3 clusters Score -574490.9 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -574949.625000 Penalty: 847.161011 Iteration 7F: 3 clusters Score -574949.6 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -575489.437500 Penalty: 847.161011 Iteration 8F: 3 clusters Score -575489.4 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 9014 members Entering Unmasked Estep Score: -575933.625000 Penalty: 847.161011 Iteration 9F: 3 clusters Score -575933.6 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -576259.125000 Penalty: 847.161011 Iteration 10Q: 3 clusters Score -576259.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -576504.875000 Penalty: 847.161011 Iteration 11Q: 3 clusters Score -576504.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -576704.250000 Penalty: 847.161011 Iteration 12Q: 3 clusters Score -576704.2 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -576863.250000 Penalty: 847.161011 Iteration 13Q: 3 clusters Score -576863.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 10098 members Entering Unmasked Estep Score: -576979.250000 Penalty: 847.161011 Iteration 14Q: 3 clusters Score -576979.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 10191 members Entering Unmasked Estep Score: -577076.000000 Penalty: 847.161011 Iteration 15Q: 3 clusters Score -577076 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -577142.312500 Penalty: 847.161011 Iteration 16Q: 3 clusters Score -577142.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -577171.375000 Penalty: 847.161011 Iteration 17Q: 3 clusters Score -577171.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 10343 members Entering Unmasked Estep Score: -577197.312500 Penalty: 847.161011 Iteration 18Q: 3 clusters Score -577197.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 10392 members Entering Unmasked Estep Score: -577226.062500 Penalty: 847.161011 Iteration 19Q: 3 clusters Score -577226.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 10435 members Entering Unmasked Estep Score: -577250.937500 Penalty: 847.161011 Iteration 20F: 3 clusters Score -577250.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -577265.437500 Penalty: 847.161011 Iteration 21Q: 3 clusters Score -577265.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 10494 members Entering Unmasked Estep Score: -577279.562500 Penalty: 847.161011 Iteration 22Q: 3 clusters Score -577279.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -577299.437500 Penalty: 847.161011 Iteration 23Q: 3 clusters Score -577299.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -577313.437500 Penalty: 847.161011 Iteration 24Q: 3 clusters Score -577313.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -577329.625000 Penalty: 847.161011 Iteration 25Q: 3 clusters Score -577329.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 10628 members Entering Unmasked Estep Score: -577351.250000 Penalty: 847.161011 Iteration 26Q: 3 clusters Score -577351.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -577368.562500 Penalty: 847.161011 Iteration 27Q: 3 clusters Score -577368.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 10686 members Entering Unmasked Estep Score: -577380.437500 Penalty: 847.161011 Iteration 28Q: 3 clusters Score -577380.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 10707 members Entering Unmasked Estep Score: -577392.312500 Penalty: 847.161011 Iteration 29Q: 3 clusters Score -577392.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 10731 members Entering Unmasked Estep Score: -577406.250000 Penalty: 847.161011 Iteration 30Q: 3 clusters Score -577406.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -577415.812500 Penalty: 847.161011 Iteration 31Q: 3 clusters Score -577415.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -577424.812500 Penalty: 847.161011 Iteration 32Q: 3 clusters Score -577424.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -577427.562500 Penalty: 847.161011 Iteration 33Q: 3 clusters Score -577427.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 10792 members Entering Unmasked Estep Score: -577435.187500 Penalty: 847.161011 Iteration 34Q: 3 clusters Score -577435.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 10803 members Entering Unmasked Estep Score: -577440.687500 Penalty: 847.161011 Iteration 35Q: 3 clusters Score -577440.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -577448.375000 Penalty: 847.161011 Iteration 36Q: 3 clusters Score -577448.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -577454.812500 Penalty: 847.161011 Iteration 37Q: 3 clusters Score -577454.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -577458.437500 Penalty: 847.161011 Iteration 38Q: 3 clusters Score -577458.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -577460.312500 Penalty: 847.161011 Iteration 39Q: 3 clusters Score -577460.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -577460.812500 Penalty: 847.161011 Iteration 40F: 3 clusters Score -577460.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 10842 members Entering Unmasked Estep Score: -577461.500000 Penalty: 847.161011 Iteration 41Q: 3 clusters Score -577461.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 10844 members Entering Unmasked Estep Score: -577463.187500 Penalty: 847.161011 Iteration 42Q: 3 clusters Score -577463.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -577464.687500 Penalty: 847.161011 Iteration 43Q: 3 clusters Score -577464.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -577465.937500 Penalty: 847.161011 Iteration 44Q: 3 clusters Score -577465.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -577466.187500 Penalty: 847.161011 Iteration 45Q: 3 clusters Score -577466.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -577466.187500 Penalty: 847.161011 Iteration 46F: 3 clusters Score -577466.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -5994.042969 Penalty: 220.767380 Iteration 0F: 2 clusters Score -5994.043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5765.368652 Penalty: 441.534760 Iteration 0F: 3 clusters Score -5765.369 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5812.013672 Penalty: 441.534760 Iteration 1F: 3 clusters Score -5812.014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -5817.633789 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -5817.634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5821.404297 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -5821.404 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5823.435059 Penalty: 441.534760 Iteration 4Q: 3 clusters Score -5823.435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5823.435059 Penalty: 441.534760 Iteration 5F: 3 clusters Score -5823.435 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Entering Unmasked Estep Score: -26343.740234 Penalty: 293.496399 Iteration 0F: 2 clusters Score -26343.74 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 327 members Entering Unmasked Estep Score: -25796.234375 Penalty: 586.992798 Iteration 0F: 3 clusters Score -25796.23 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -26001.730469 Penalty: 586.992798 Iteration 1F: 3 clusters Score -26001.73 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -26133.845703 Penalty: 586.992798 Iteration 2F: 3 clusters Score -26133.85 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -26254.525391 Penalty: 586.992798 Iteration 3F: 3 clusters Score -26254.53 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -26305.431641 Penalty: 586.992798 Iteration 4F: 3 clusters Score -26305.43 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -26350.205078 Penalty: 586.992798 Iteration 5Q: 3 clusters Score -26350.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -26379.441406 Penalty: 586.992798 Iteration 6Q: 3 clusters Score -26379.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -26388.443359 Penalty: 586.992798 Iteration 7Q: 3 clusters Score -26388.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -26396.201172 Penalty: 586.992798 Iteration 8Q: 3 clusters Score -26396.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -26407.119141 Penalty: 586.992798 Iteration 9Q: 3 clusters Score -26407.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -26419.388672 Penalty: 586.992798 Iteration 10Q: 3 clusters Score -26419.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -26424.373047 Penalty: 586.992798 Iteration 11Q: 3 clusters Score -26424.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -26425.765625 Penalty: 586.992798 Iteration 12Q: 3 clusters Score -26425.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -26427.025391 Penalty: 586.992798 Iteration 13Q: 3 clusters Score -26427.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -26427.818359 Penalty: 586.992798 Iteration 14Q: 3 clusters Score -26427.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -26427.949219 Penalty: 586.992798 Iteration 15Q: 3 clusters Score -26427.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -26427.949219 Penalty: 586.992798 Iteration 16F: 3 clusters Score -26427.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147550 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11042 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 191 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 442 members Entering Unmasked Estep Score: -24283508.000000 Penalty: 17927.505859 Splitting cluster 9 changes total score from -24283734.000000 to -24283508.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (1043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Entering Unmasked Estep Score: -46770.992188 Penalty: 316.218475 Iteration 0F: 2 clusters Score -46770.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -45930.320312 Penalty: 632.436951 Iteration 0F: 3 clusters Score -45930.32 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -46195.160156 Penalty: 632.436951 Iteration 1F: 3 clusters Score -46195.16 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -46267.976562 Penalty: 632.436951 Iteration 2F: 3 clusters Score -46267.98 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -46341.617188 Penalty: 632.436951 Iteration 3F: 3 clusters Score -46341.62 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -46405.414062 Penalty: 632.436951 Iteration 4F: 3 clusters Score -46405.41 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -46477.277344 Penalty: 632.436951 Iteration 5F: 3 clusters Score -46477.28 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -46525.593750 Penalty: 632.436951 Iteration 6F: 3 clusters Score -46525.59 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -46559.953125 Penalty: 632.436951 Iteration 7Q: 3 clusters Score -46559.95 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -46585.257812 Penalty: 632.436951 Iteration 8Q: 3 clusters Score -46585.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -46598.906250 Penalty: 632.436951 Iteration 9Q: 3 clusters Score -46598.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -46613.363281 Penalty: 632.436951 Iteration 10Q: 3 clusters Score -46613.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -46620.933594 Penalty: 632.436951 Iteration 11Q: 3 clusters Score -46620.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -46625.882812 Penalty: 632.436951 Iteration 12Q: 3 clusters Score -46625.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -46630.132812 Penalty: 632.436951 Iteration 13Q: 3 clusters Score -46630.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -46631.199219 Penalty: 632.436951 Iteration 14Q: 3 clusters Score -46631.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -46631.746094 Penalty: 632.436951 Iteration 15Q: 3 clusters Score -46631.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -46632.398438 Penalty: 632.436951 Iteration 16Q: 3 clusters Score -46632.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -46632.398438 Penalty: 632.436951 Iteration 17F: 3 clusters Score -46632.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -96817.445312 Penalty: 342.807404 Iteration 0F: 2 clusters Score -96817.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -95503.539062 Penalty: 685.614807 Iteration 0F: 3 clusters Score -95503.54 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -96028.398438 Penalty: 685.614807 Iteration 1F: 3 clusters Score -96028.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -96135.562500 Penalty: 685.614807 Iteration 2F: 3 clusters Score -96135.56 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -96229.257812 Penalty: 685.614807 Iteration 3F: 3 clusters Score -96229.26 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -96304.078125 Penalty: 685.614807 Iteration 4Q: 3 clusters Score -96304.08 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -96367.679688 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -96367.68 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -96408.835938 Penalty: 685.614807 Iteration 6Q: 3 clusters Score -96408.84 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -96439.187500 Penalty: 685.614807 Iteration 7Q: 3 clusters Score -96439.19 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -96468.804688 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -96468.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -96491.484375 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -96491.48 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -96509.242188 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -96509.24 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -96534.203125 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -96534.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -96546.625000 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -96546.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -96551.851562 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -96551.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -96553.679688 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -96553.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -96554.968750 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -96554.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -96556.734375 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -96556.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -96558.164062 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -96558.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -96559.085938 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -96559.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -96559.742188 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -96559.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -96559.742188 Penalty: 685.614807 Iteration 20F: 3 clusters Score -96559.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Entering Unmasked Estep Score: -195816.406250 Penalty: 376.448425 Iteration 0F: 2 clusters Score -195816.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -193155.812500 Penalty: 752.896851 Iteration 0F: 3 clusters Score -193155.8 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -194132.500000 Penalty: 752.896851 Iteration 1F: 3 clusters Score -194132.5 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -194267.312500 Penalty: 752.896851 Iteration 2F: 3 clusters Score -194267.3 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -194412.718750 Penalty: 752.896851 Iteration 3F: 3 clusters Score -194412.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -194565.578125 Penalty: 752.896851 Iteration 4F: 3 clusters Score -194565.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -194727.093750 Penalty: 752.896851 Iteration 5F: 3 clusters Score -194727.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -194893.406250 Penalty: 752.896851 Iteration 6Q: 3 clusters Score -194893.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -195034.484375 Penalty: 752.896851 Iteration 7Q: 3 clusters Score -195034.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -195160.125000 Penalty: 752.896851 Iteration 8Q: 3 clusters Score -195160.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -195252.625000 Penalty: 752.896851 Iteration 9Q: 3 clusters Score -195252.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -195309.546875 Penalty: 752.896851 Iteration 10Q: 3 clusters Score -195309.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -195344.718750 Penalty: 752.896851 Iteration 11Q: 3 clusters Score -195344.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -195376.656250 Penalty: 752.896851 Iteration 12Q: 3 clusters Score -195376.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -195394.765625 Penalty: 752.896851 Iteration 13Q: 3 clusters Score -195394.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -195403.875000 Penalty: 752.896851 Iteration 14Q: 3 clusters Score -195403.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -195413.406250 Penalty: 752.896851 Iteration 15Q: 3 clusters Score -195413.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -195421.593750 Penalty: 752.896851 Iteration 16Q: 3 clusters Score -195421.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -195428.312500 Penalty: 752.896851 Iteration 17Q: 3 clusters Score -195428.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -195435.531250 Penalty: 752.896851 Iteration 18Q: 3 clusters Score -195435.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -195440.812500 Penalty: 752.896851 Iteration 19Q: 3 clusters Score -195440.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -195442.015625 Penalty: 752.896851 Iteration 20F: 3 clusters Score -195442 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -195443.453125 Penalty: 752.896851 Iteration 21Q: 3 clusters Score -195443.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -195446.140625 Penalty: 752.896851 Iteration 22Q: 3 clusters Score -195446.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -195447.562500 Penalty: 752.896851 Iteration 23Q: 3 clusters Score -195447.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -195447.984375 Penalty: 752.896851 Iteration 24Q: 3 clusters Score -195448 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -195450.312500 Penalty: 752.896851 Iteration 25Q: 3 clusters Score -195450.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -195452.593750 Penalty: 752.896851 Iteration 26Q: 3 clusters Score -195452.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -195454.937500 Penalty: 752.896851 Iteration 27Q: 3 clusters Score -195454.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -195457.671875 Penalty: 752.896851 Iteration 28Q: 3 clusters Score -195457.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -195461.265625 Penalty: 752.896851 Iteration 29Q: 3 clusters Score -195461.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -195463.937500 Penalty: 752.896851 Iteration 30Q: 3 clusters Score -195463.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -195466.609375 Penalty: 752.896851 Iteration 31Q: 3 clusters Score -195466.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -195469.343750 Penalty: 752.896851 Iteration 32Q: 3 clusters Score -195469.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -195470.921875 Penalty: 752.896851 Iteration 33Q: 3 clusters Score -195470.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -195473.937500 Penalty: 752.896851 Iteration 34Q: 3 clusters Score -195473.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -195475.484375 Penalty: 752.896851 Iteration 35Q: 3 clusters Score -195475.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -195477.000000 Penalty: 752.896851 Iteration 36Q: 3 clusters Score -195477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -195480.937500 Penalty: 752.896851 Iteration 37Q: 3 clusters Score -195480.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -195485.250000 Penalty: 752.896851 Iteration 38Q: 3 clusters Score -195485.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -195490.171875 Penalty: 752.896851 Iteration 39Q: 3 clusters Score -195490.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -195493.968750 Penalty: 752.896851 Iteration 40F: 3 clusters Score -195494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -195496.812500 Penalty: 752.896851 Iteration 41Q: 3 clusters Score -195496.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -195498.765625 Penalty: 752.896851 Iteration 42Q: 3 clusters Score -195498.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -195499.640625 Penalty: 752.896851 Iteration 43Q: 3 clusters Score -195499.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -195500.828125 Penalty: 752.896851 Iteration 44Q: 3 clusters Score -195500.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -195502.421875 Penalty: 752.896851 Iteration 45Q: 3 clusters Score -195502.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -195502.421875 Penalty: 752.896851 Iteration 46F: 3 clusters Score -195502.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -152389.250000 Penalty: 361.987793 Iteration 0F: 2 clusters Score -152389.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -150409.953125 Penalty: 723.975586 Iteration 0F: 3 clusters Score -150410 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -151097.515625 Penalty: 723.975586 Iteration 1F: 3 clusters Score -151097.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -151214.015625 Penalty: 723.975586 Iteration 2F: 3 clusters Score -151214 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -151329.500000 Penalty: 723.975586 Iteration 3F: 3 clusters Score -151329.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -151439.921875 Penalty: 723.975586 Iteration 4Q: 3 clusters Score -151439.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -151545.359375 Penalty: 723.975586 Iteration 5F: 3 clusters Score -151545.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -151655.343750 Penalty: 723.975586 Iteration 6F: 3 clusters Score -151655.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -151745.562500 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -151745.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -151790.390625 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -151790.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -151827.031250 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -151827 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -151853.171875 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -151853.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -151879.546875 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -151879.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -151900.453125 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -151900.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -151918.562500 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -151918.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -151932.937500 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -151932.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -151945.171875 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -151945.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -151952.562500 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -151952.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -151959.437500 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -151959.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -151966.843750 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -151966.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -151971.812500 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -151971.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -151975.453125 Penalty: 723.975586 Iteration 20F: 3 clusters Score -151975.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -151979.109375 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -151979.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -151982.234375 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -151982.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -151985.500000 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -151985.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -151988.281250 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -151988.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -151990.781250 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -151990.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -151992.359375 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -151992.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -151992.203125 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -151992.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -151992.859375 Penalty: 723.975586 Iteration 28Q: 3 clusters Score -151992.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -151993.328125 Penalty: 723.975586 Iteration 29Q: 3 clusters Score -151993.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -151993.328125 Penalty: 723.975586 Iteration 30F: 3 clusters Score -151993.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2697.842285 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2697.842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 29 members Entering Unmasked Estep Score: -2553.763428 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2553.763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -2581.996826 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2581.997 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2598.330566 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2598.331 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -2598.330566 Penalty: 379.869263 Iteration 3F: 3 clusters Score -2598.331 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -8369.054688 Penalty: 236.531601 Iteration 0F: 2 clusters Score -8369.055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8100.961426 Penalty: 473.063202 Iteration 0F: 3 clusters Score -8100.961 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8147.906250 Penalty: 473.063202 Iteration 1F: 3 clusters Score -8147.906 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8161.839844 Penalty: 473.063202 Iteration 2F: 3 clusters Score -8161.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8174.856445 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -8174.856 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -8185.091309 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -8185.091 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -8197.800781 Penalty: 473.063202 Iteration 5Q: 3 clusters Score -8197.801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -8208.120117 Penalty: 473.063202 Iteration 6Q: 3 clusters Score -8208.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -8213.020508 Penalty: 473.063202 Iteration 7Q: 3 clusters Score -8213.021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -8213.020508 Penalty: 473.063202 Iteration 8F: 3 clusters Score -8213.021 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (49538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49538 members Entering Unmasked Estep Score: -2597284.500000 Penalty: 491.877533 Iteration 0F: 2 clusters Score -2597284 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24861 members Mstep: Class 2 contains 24677 members Entering Unmasked Estep Score: -2564089.250000 Penalty: 983.755066 Iteration 0F: 3 clusters Score -2564089 nChanged 23935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26914 members Mstep: Class 2 contains 22624 members Entering Unmasked Estep Score: -2578552.500000 Penalty: 983.755066 Iteration 1F: 3 clusters Score -2578552 nChanged 2454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28194 members Mstep: Class 2 contains 21344 members Entering Unmasked Estep Score: -2579838.500000 Penalty: 983.755066 Iteration 2Q: 3 clusters Score -2579838 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29973 members Mstep: Class 2 contains 19565 members Entering Unmasked Estep Score: -2582015.000000 Penalty: 983.755066 Iteration 3F: 3 clusters Score -2582015 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31936 members Mstep: Class 2 contains 17602 members Entering Unmasked Estep Score: -2585035.250000 Penalty: 983.755066 Iteration 4F: 3 clusters Score -2585035 nChanged 3443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33579 members Mstep: Class 2 contains 15959 members Entering Unmasked Estep Score: -2588064.250000 Penalty: 983.755066 Iteration 5F: 3 clusters Score -2588064 nChanged 2791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34650 members Mstep: Class 2 contains 14888 members Entering Unmasked Estep Score: -2589882.500000 Penalty: 983.755066 Iteration 6F: 3 clusters Score -2589882 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35445 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -2590597.500000 Penalty: 983.755066 Iteration 7Q: 3 clusters Score -2590598 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36198 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -2590945.750000 Penalty: 983.755066 Iteration 8Q: 3 clusters Score -2590946 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36993 members Mstep: Class 2 contains 12545 members Entering Unmasked Estep Score: -2591248.000000 Penalty: 983.755066 Iteration 9Q: 3 clusters Score -2591248 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37775 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -2591526.000000 Penalty: 983.755066 Iteration 10Q: 3 clusters Score -2591526 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38543 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -2591811.250000 Penalty: 983.755066 Iteration 11Q: 3 clusters Score -2591811 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39354 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -2592107.000000 Penalty: 983.755066 Iteration 12Q: 3 clusters Score -2592107 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40154 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -2592435.000000 Penalty: 983.755066 Iteration 13Q: 3 clusters Score -2592435 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40987 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -2592824.750000 Penalty: 983.755066 Iteration 14Q: 3 clusters Score -2592825 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41830 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -2593230.500000 Penalty: 983.755066 Iteration 15Q: 3 clusters Score -2593230 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42662 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -2593683.000000 Penalty: 983.755066 Iteration 16Q: 3 clusters Score -2593683 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43447 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -2594076.500000 Penalty: 983.755066 Iteration 17Q: 3 clusters Score -2594076 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44121 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -2594445.000000 Penalty: 983.755066 Iteration 18Q: 3 clusters Score -2594445 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44772 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -2594802.000000 Penalty: 983.755066 Iteration 19Q: 3 clusters Score -2594802 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45370 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -2595162.250000 Penalty: 983.755066 Iteration 20F: 3 clusters Score -2595162 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45868 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -2595454.750000 Penalty: 983.755066 Iteration 21Q: 3 clusters Score -2595455 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46329 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -2595715.000000 Penalty: 983.755066 Iteration 22Q: 3 clusters Score -2595715 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46727 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -2595941.500000 Penalty: 983.755066 Iteration 23Q: 3 clusters Score -2595942 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47067 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -2596150.000000 Penalty: 983.755066 Iteration 24Q: 3 clusters Score -2596150 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47351 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -2596290.000000 Penalty: 983.755066 Iteration 25Q: 3 clusters Score -2596290 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47578 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -2596378.000000 Penalty: 983.755066 Iteration 26Q: 3 clusters Score -2596378 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47776 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -2596452.500000 Penalty: 983.755066 Iteration 27Q: 3 clusters Score -2596452 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47945 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2596526.000000 Penalty: 983.755066 Iteration 28Q: 3 clusters Score -2596526 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48090 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -2596594.500000 Penalty: 983.755066 Iteration 29Q: 3 clusters Score -2596594 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48239 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -2596655.250000 Penalty: 983.755066 Iteration 30Q: 3 clusters Score -2596655 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48346 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -2596685.250000 Penalty: 983.755066 Iteration 31Q: 3 clusters Score -2596685 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48431 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -2596733.250000 Penalty: 983.755066 Iteration 32Q: 3 clusters Score -2596733 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48500 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -2596756.250000 Penalty: 983.755066 Iteration 33Q: 3 clusters Score -2596756 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48565 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -2596784.750000 Penalty: 983.755066 Iteration 34Q: 3 clusters Score -2596785 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48613 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -2596790.750000 Penalty: 983.755066 Iteration 35Q: 3 clusters Score -2596791 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48669 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -2596797.500000 Penalty: 983.755066 Iteration 36Q: 3 clusters Score -2596798 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48715 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -2596810.750000 Penalty: 983.755066 Iteration 37Q: 3 clusters Score -2596811 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48751 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -2596821.500000 Penalty: 983.755066 Iteration 38Q: 3 clusters Score -2596822 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48790 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -2596830.000000 Penalty: 983.755066 Iteration 39Q: 3 clusters Score -2596830 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48816 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -2596829.250000 Penalty: 983.755066 Iteration 40F: 3 clusters Score -2596829 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48844 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -2596834.000000 Penalty: 983.755066 Iteration 41Q: 3 clusters Score -2596834 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48863 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -2596839.750000 Penalty: 983.755066 Iteration 42Q: 3 clusters Score -2596840 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48878 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -2596843.000000 Penalty: 983.755066 Iteration 43Q: 3 clusters Score -2596843 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48894 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -2596848.000000 Penalty: 983.755066 Iteration 44Q: 3 clusters Score -2596848 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48912 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -2596854.750000 Penalty: 983.755066 Iteration 45Q: 3 clusters Score -2596855 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48931 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -2596861.500000 Penalty: 983.755066 Iteration 46Q: 3 clusters Score -2596862 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48949 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -2596871.000000 Penalty: 983.755066 Iteration 47Q: 3 clusters Score -2596871 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48973 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -2596875.250000 Penalty: 983.755066 Iteration 48Q: 3 clusters Score -2596875 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48987 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -2596881.750000 Penalty: 983.755066 Iteration 49Q: 3 clusters Score -2596882 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48996 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -2596884.000000 Penalty: 983.755066 Iteration 50Q: 3 clusters Score -2596884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49001 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -2596883.500000 Penalty: 983.755066 Iteration 51Q: 3 clusters Score -2596884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49004 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -2596882.500000 Penalty: 983.755066 Iteration 52Q: 3 clusters Score -2596882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49006 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -2596882.000000 Penalty: 983.755066 Iteration 53Q: 3 clusters Score -2596882 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49012 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -2596881.250000 Penalty: 983.755066 Iteration 54Q: 3 clusters Score -2596881 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49019 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -2596887.750000 Penalty: 983.755066 Iteration 55Q: 3 clusters Score -2596888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49020 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -2596892.250000 Penalty: 983.755066 Iteration 56Q: 3 clusters Score -2596892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49020 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -2596892.250000 Penalty: 983.755066 Iteration 57F: 3 clusters Score -2596892 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Entering Unmasked Estep Score: -7581.053223 Penalty: 237.771469 Iteration 0F: 2 clusters Score -7581.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7311.442383 Penalty: 475.542938 Iteration 0F: 3 clusters Score -7311.442 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -7393.595703 Penalty: 475.542938 Iteration 1F: 3 clusters Score -7393.596 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7408.057129 Penalty: 475.542938 Iteration 2F: 3 clusters Score -7408.057 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -7416.449219 Penalty: 475.542938 Iteration 3Q: 3 clusters Score -7416.449 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7422.928711 Penalty: 475.542938 Iteration 4Q: 3 clusters Score -7422.929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7428.869629 Penalty: 475.542938 Iteration 5Q: 3 clusters Score -7428.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7430.791992 Penalty: 475.542938 Iteration 6Q: 3 clusters Score -7430.792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7431.274902 Penalty: 475.542938 Iteration 7Q: 3 clusters Score -7431.275 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7431.781738 Penalty: 475.542938 Iteration 8Q: 3 clusters Score -7431.782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7432.138672 Penalty: 475.542938 Iteration 9Q: 3 clusters Score -7432.139 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7432.138672 Penalty: 475.542938 Iteration 10F: 3 clusters Score -7432.139 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -19923.736328 Penalty: 276.948242 Iteration 0F: 2 clusters Score -19923.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -19500.701172 Penalty: 553.896484 Iteration 0F: 3 clusters Score -19500.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -19710.912109 Penalty: 553.896484 Iteration 1F: 3 clusters Score -19710.91 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -19777.816406 Penalty: 553.896484 Iteration 2F: 3 clusters Score -19777.82 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -19826.029297 Penalty: 553.896484 Iteration 3F: 3 clusters Score -19826.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19858.144531 Penalty: 553.896484 Iteration 4Q: 3 clusters Score -19858.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -19871.035156 Penalty: 553.896484 Iteration 5Q: 3 clusters Score -19871.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -19876.875000 Penalty: 553.896484 Iteration 6Q: 3 clusters Score -19876.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -19883.808594 Penalty: 553.896484 Iteration 7Q: 3 clusters Score -19883.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -19892.720703 Penalty: 553.896484 Iteration 8Q: 3 clusters Score -19892.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -19893.796875 Penalty: 553.896484 Iteration 9Q: 3 clusters Score -19893.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -19893.796875 Penalty: 553.896484 Iteration 10F: 3 clusters Score -19893.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Entering Unmasked Estep Score: -139685.734375 Penalty: 358.662506 Iteration 0F: 2 clusters Score -139685.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -137863.812500 Penalty: 717.325012 Iteration 0F: 3 clusters Score -137863.8 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -138499.968750 Penalty: 717.325012 Iteration 1F: 3 clusters Score -138500 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -138598.765625 Penalty: 717.325012 Iteration 2F: 3 clusters Score -138598.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -138664.234375 Penalty: 717.325012 Iteration 3F: 3 clusters Score -138664.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -138729.421875 Penalty: 717.325012 Iteration 4Q: 3 clusters Score -138729.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -138796.984375 Penalty: 717.325012 Iteration 5Q: 3 clusters Score -138797 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -138870.750000 Penalty: 717.325012 Iteration 6Q: 3 clusters Score -138870.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -138975.265625 Penalty: 717.325012 Iteration 7Q: 3 clusters Score -138975.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -139079.968750 Penalty: 717.325012 Iteration 8Q: 3 clusters Score -139080 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -139170.343750 Penalty: 717.325012 Iteration 9Q: 3 clusters Score -139170.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -139243.875000 Penalty: 717.325012 Iteration 10Q: 3 clusters Score -139243.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -139292.265625 Penalty: 717.325012 Iteration 11Q: 3 clusters Score -139292.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -139315.562500 Penalty: 717.325012 Iteration 12Q: 3 clusters Score -139315.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -139332.781250 Penalty: 717.325012 Iteration 13Q: 3 clusters Score -139332.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -139343.906250 Penalty: 717.325012 Iteration 14Q: 3 clusters Score -139343.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -139351.828125 Penalty: 717.325012 Iteration 15Q: 3 clusters Score -139351.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -139358.078125 Penalty: 717.325012 Iteration 16Q: 3 clusters Score -139358.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -139362.203125 Penalty: 717.325012 Iteration 17Q: 3 clusters Score -139362.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -139369.937500 Penalty: 717.325012 Iteration 18Q: 3 clusters Score -139369.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -139377.281250 Penalty: 717.325012 Iteration 19Q: 3 clusters Score -139377.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -139384.859375 Penalty: 717.325012 Iteration 20F: 3 clusters Score -139384.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -139389.500000 Penalty: 717.325012 Iteration 21Q: 3 clusters Score -139389.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -139394.437500 Penalty: 717.325012 Iteration 22Q: 3 clusters Score -139394.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -139397.031250 Penalty: 717.325012 Iteration 23Q: 3 clusters Score -139397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -139400.875000 Penalty: 717.325012 Iteration 24Q: 3 clusters Score -139400.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -139403.562500 Penalty: 717.325012 Iteration 25Q: 3 clusters Score -139403.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -139404.046875 Penalty: 717.325012 Iteration 26Q: 3 clusters Score -139404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -139413.546875 Penalty: 717.325012 Iteration 27Q: 3 clusters Score -139413.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -139424.562500 Penalty: 717.325012 Iteration 28Q: 3 clusters Score -139424.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -139429.390625 Penalty: 717.325012 Iteration 29Q: 3 clusters Score -139429.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -139432.171875 Penalty: 717.325012 Iteration 30Q: 3 clusters Score -139432.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -139432.171875 Penalty: 717.325012 Iteration 31F: 3 clusters Score -139432.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Entering Unmasked Estep Score: -484358.406250 Penalty: 416.017365 Iteration 0F: 2 clusters Score -484358.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -478130.156250 Penalty: 832.034729 Iteration 0F: 3 clusters Score -478130.2 nChanged 4265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -480781.687500 Penalty: 832.034729 Iteration 1F: 3 clusters Score -480781.7 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -481169.000000 Penalty: 832.034729 Iteration 2F: 3 clusters Score -481169 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -481730.250000 Penalty: 832.034729 Iteration 3F: 3 clusters Score -481730.2 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -482448.187500 Penalty: 832.034729 Iteration 4F: 3 clusters Score -482448.2 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -483121.218750 Penalty: 832.034729 Iteration 5F: 3 clusters Score -483121.2 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -483579.843750 Penalty: 832.034729 Iteration 6Q: 3 clusters Score -483579.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -483823.781250 Penalty: 832.034729 Iteration 7Q: 3 clusters Score -483823.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -483919.937500 Penalty: 832.034729 Iteration 8Q: 3 clusters Score -483919.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -483972.406250 Penalty: 832.034729 Iteration 9Q: 3 clusters Score -483972.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -483985.718750 Penalty: 832.034729 Iteration 10Q: 3 clusters Score -483985.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -483990.062500 Penalty: 832.034729 Iteration 11Q: 3 clusters Score -483990.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -483997.937500 Penalty: 832.034729 Iteration 12Q: 3 clusters Score -483997.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -483997.937500 Penalty: 832.034729 Iteration 13F: 3 clusters Score -483997.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -5536.338379 Penalty: 222.510880 Iteration 0F: 2 clusters Score -5536.338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5297.956055 Penalty: 445.021759 Iteration 0F: 3 clusters Score -5297.956 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5358.306152 Penalty: 445.021759 Iteration 1F: 3 clusters Score -5358.306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -5368.562500 Penalty: 445.021759 Iteration 2F: 3 clusters Score -5368.562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5376.060547 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -5376.061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5388.791992 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -5388.792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5396.696777 Penalty: 445.021759 Iteration 5Q: 3 clusters Score -5396.697 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5409.181152 Penalty: 445.021759 Iteration 6Q: 3 clusters Score -5409.181 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5422.325684 Penalty: 445.021759 Iteration 7Q: 3 clusters Score -5422.326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5449.752441 Penalty: 445.021759 Iteration 8Q: 3 clusters Score -5449.752 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5449.752441 Penalty: 445.021759 Iteration 9F: 3 clusters Score -5449.752 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -15372.292969 Penalty: 264.406921 Iteration 0F: 2 clusters Score -15372.29 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 172 members Entering Unmasked Estep Score: -15002.750000 Penalty: 528.813843 Iteration 0F: 3 clusters Score -15002.75 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -15123.076172 Penalty: 528.813843 Iteration 1F: 3 clusters Score -15123.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15175.092773 Penalty: 528.813843 Iteration 2F: 3 clusters Score -15175.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -15210.537109 Penalty: 528.813843 Iteration 3F: 3 clusters Score -15210.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15224.203125 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -15224.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -15230.974609 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -15230.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -15237.458008 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -15237.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15238.186523 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -15238.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15238.186523 Penalty: 528.813843 Iteration 8F: 3 clusters Score -15238.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Entering Unmasked Estep Score: -6918.094727 Penalty: 235.514816 Iteration 0F: 2 clusters Score -6918.095 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6716.511719 Penalty: 471.029633 Iteration 0F: 3 clusters Score -6716.512 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6839.687012 Penalty: 471.029633 Iteration 1F: 3 clusters Score -6839.687 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -6888.669922 Penalty: 471.029633 Iteration 2F: 3 clusters Score -6888.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -6908.004395 Penalty: 471.029633 Iteration 3Q: 3 clusters Score -6908.004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -6934.143555 Penalty: 471.029633 Iteration 4Q: 3 clusters Score -6934.144 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -6950.274414 Penalty: 471.029633 Iteration 5Q: 3 clusters Score -6950.274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -6950.274414 Penalty: 471.029633 Iteration 6F: 3 clusters Score -6950.274 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147550 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11042 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 147 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 30 members Entering Unmasked Estep Score: -24283404.000000 Penalty: 17927.505859 Splitting cluster 23 changes total score from -24283734.000000 to -24283404.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (201980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201980 members Entering Unmasked Estep Score: -9939187.000000 Penalty: 555.824524 Iteration 0F: 2 clusters Score -9939187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101306 members Mstep: Class 2 contains 100674 members Entering Unmasked Estep Score: -9803482.000000 Penalty: 1111.649048 Iteration 0F: 3 clusters Score -9803482 nChanged 99426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113346 members Mstep: Class 2 contains 88634 members Entering Unmasked Estep Score: -9866483.000000 Penalty: 1111.649048 Iteration 1F: 3 clusters Score -9866483 nChanged 9650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121274 members Mstep: Class 2 contains 80706 members Entering Unmasked Estep Score: -9870947.000000 Penalty: 1111.649048 Iteration 2Q: 3 clusters Score -9870947 nChanged 12562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132618 members Mstep: Class 2 contains 69362 members Entering Unmasked Estep Score: -9878694.000000 Penalty: 1111.649048 Iteration 3F: 3 clusters Score -9878694 nChanged 15242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147016 members Mstep: Class 2 contains 54964 members Entering Unmasked Estep Score: -9890523.000000 Penalty: 1111.649048 Iteration 4F: 3 clusters Score -9890523 nChanged 15479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161907 members Mstep: Class 2 contains 40073 members Entering Unmasked Estep Score: -9904036.000000 Penalty: 1111.649048 Iteration 5F: 3 clusters Score -9904036 nChanged 12592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174121 members Mstep: Class 2 contains 27859 members Entering Unmasked Estep Score: -9915152.000000 Penalty: 1111.649048 Iteration 6F: 3 clusters Score -9915152 nChanged 8811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182722 members Mstep: Class 2 contains 19258 members Entering Unmasked Estep Score: -9922751.000000 Penalty: 1111.649048 Iteration 7Q: 3 clusters Score -9922751 nChanged 6062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188676 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -9928150.000000 Penalty: 1111.649048 Iteration 8Q: 3 clusters Score -9928150 nChanged 4288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192924 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -9931641.000000 Penalty: 1111.649048 Iteration 9Q: 3 clusters Score -9931641 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196101 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -9934256.000000 Penalty: 1111.649048 Iteration 10Q: 3 clusters Score -9934256 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198264 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -9935998.000000 Penalty: 1111.649048 Iteration 11Q: 3 clusters Score -9935998 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199716 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -9937133.000000 Penalty: 1111.649048 Iteration 12Q: 3 clusters Score -9937133 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200614 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -9937828.000000 Penalty: 1111.649048 Iteration 13Q: 3 clusters Score -9937828 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201120 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -9938288.000000 Penalty: 1111.649048 Iteration 14Q: 3 clusters Score -9938288 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201348 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -9938493.000000 Penalty: 1111.649048 Iteration 15Q: 3 clusters Score -9938493 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201481 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -9938602.000000 Penalty: 1111.649048 Iteration 16Q: 3 clusters Score -9938602 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201542 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -9938710.000000 Penalty: 1111.649048 Iteration 17Q: 3 clusters Score -9938710 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201563 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -9938759.000000 Penalty: 1111.649048 Iteration 18Q: 3 clusters Score -9938759 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201573 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -9938785.000000 Penalty: 1111.649048 Iteration 19Q: 3 clusters Score -9938785 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201573 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -9938812.000000 Penalty: 1111.649048 Iteration 20F: 3 clusters Score -9938812 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201565 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -9938841.000000 Penalty: 1111.649048 Iteration 21Q: 3 clusters Score -9938841 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201551 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -9938868.000000 Penalty: 1111.649048 Iteration 22Q: 3 clusters Score -9938868 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201545 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -9938891.000000 Penalty: 1111.649048 Iteration 23Q: 3 clusters Score -9938891 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201539 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -9938903.000000 Penalty: 1111.649048 Iteration 24Q: 3 clusters Score -9938903 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201520 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -9938907.000000 Penalty: 1111.649048 Iteration 25Q: 3 clusters Score -9938907 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201505 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -9938913.000000 Penalty: 1111.649048 Iteration 26Q: 3 clusters Score -9938913 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201497 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -9938915.000000 Penalty: 1111.649048 Iteration 27Q: 3 clusters Score -9938915 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201489 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -9938919.000000 Penalty: 1111.649048 Iteration 28Q: 3 clusters Score -9938919 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201478 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -9938916.000000 Penalty: 1111.649048 Iteration 29Q: 3 clusters Score -9938916 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201470 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -9938920.000000 Penalty: 1111.649048 Iteration 30Q: 3 clusters Score -9938920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201467 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -9938919.000000 Penalty: 1111.649048 Iteration 31Q: 3 clusters Score -9938919 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201471 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -9938933.000000 Penalty: 1111.649048 Iteration 32Q: 3 clusters Score -9938933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201476 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -9938934.000000 Penalty: 1111.649048 Iteration 33Q: 3 clusters Score -9938934 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201476 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -9938943.000000 Penalty: 1111.649048 Iteration 34Q: 3 clusters Score -9938943 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201479 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -9938944.000000 Penalty: 1111.649048 Iteration 35Q: 3 clusters Score -9938944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201478 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -9938943.000000 Penalty: 1111.649048 Iteration 36Q: 3 clusters Score -9938943 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201475 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -9938947.000000 Penalty: 1111.649048 Iteration 37Q: 3 clusters Score -9938947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201467 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -9938952.000000 Penalty: 1111.649048 Iteration 38Q: 3 clusters Score -9938952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201464 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -9938959.000000 Penalty: 1111.649048 Iteration 39Q: 3 clusters Score -9938959 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201463 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -9938961.000000 Penalty: 1111.649048 Iteration 40F: 3 clusters Score -9938961 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201452 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -9938962.000000 Penalty: 1111.649048 Iteration 41Q: 3 clusters Score -9938962 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201445 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -9938956.000000 Penalty: 1111.649048 Iteration 42Q: 3 clusters Score -9938956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201439 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -9938963.000000 Penalty: 1111.649048 Iteration 43Q: 3 clusters Score -9938963 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201434 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -9938966.000000 Penalty: 1111.649048 Iteration 44Q: 3 clusters Score -9938966 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201429 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -9938963.000000 Penalty: 1111.649048 Iteration 45Q: 3 clusters Score -9938963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201423 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -9938966.000000 Penalty: 1111.649048 Iteration 46Q: 3 clusters Score -9938966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201413 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -9938965.000000 Penalty: 1111.649048 Iteration 47Q: 3 clusters Score -9938965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201405 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -9938979.000000 Penalty: 1111.649048 Iteration 48Q: 3 clusters Score -9938979 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201396 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -9938985.000000 Penalty: 1111.649048 Iteration 49Q: 3 clusters Score -9938985 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201393 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -9938987.000000 Penalty: 1111.649048 Iteration 50Q: 3 clusters Score -9938987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201390 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -9938987.000000 Penalty: 1111.649048 Iteration 51Q: 3 clusters Score -9938987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201387 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -9938985.000000 Penalty: 1111.649048 Iteration 52Q: 3 clusters Score -9938985 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201386 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -9938979.000000 Penalty: 1111.649048 Iteration 53Q: 3 clusters Score -9938979 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201385 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -9938977.000000 Penalty: 1111.649048 Iteration 54Q: 3 clusters Score -9938977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201383 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -9938980.000000 Penalty: 1111.649048 Iteration 55Q: 3 clusters Score -9938980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201383 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -9938980.000000 Penalty: 1111.649048 Iteration 56F: 3 clusters Score -9938980 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -9217.932617 Penalty: 239.687546 Iteration 0F: 2 clusters Score -9217.933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8938.694336 Penalty: 479.375092 Iteration 0F: 3 clusters Score -8938.694 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -8990.031250 Penalty: 479.375092 Iteration 1F: 3 clusters Score -8990.031 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -9000.096680 Penalty: 479.375092 Iteration 2Q: 3 clusters Score -9000.097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -9007.988281 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -9007.988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -9013.353516 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -9013.354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9015.814453 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -9015.814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9018.435547 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -9018.436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9021.452148 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -9021.452 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -9021.452148 Penalty: 479.375092 Iteration 8F: 3 clusters Score -9021.452 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Entering Unmasked Estep Score: -7103.133789 Penalty: 232.868713 Iteration 0F: 2 clusters Score -7103.134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -6845.487305 Penalty: 465.737427 Iteration 0F: 3 clusters Score -6845.487 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -6899.868164 Penalty: 465.737427 Iteration 1F: 3 clusters Score -6899.868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -6912.642578 Penalty: 465.737427 Iteration 2Q: 3 clusters Score -6912.643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6923.032715 Penalty: 465.737427 Iteration 3Q: 3 clusters Score -6923.033 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6935.539062 Penalty: 465.737427 Iteration 4Q: 3 clusters Score -6935.539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -6952.107422 Penalty: 465.737427 Iteration 5Q: 3 clusters Score -6952.107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -6955.568359 Penalty: 465.737427 Iteration 6Q: 3 clusters Score -6955.568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6957.805176 Penalty: 465.737427 Iteration 7Q: 3 clusters Score -6957.805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -6964.968750 Penalty: 465.737427 Iteration 8Q: 3 clusters Score -6964.969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6977.708984 Penalty: 465.737427 Iteration 9Q: 3 clusters Score -6977.709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7013.564453 Penalty: 465.737427 Iteration 10Q: 3 clusters Score -7013.564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -7052.115723 Penalty: 465.737427 Iteration 11Q: 3 clusters Score -7052.116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7084.668945 Penalty: 465.737427 Iteration 12Q: 3 clusters Score -7084.669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7112.148438 Penalty: 465.737427 Iteration 13Q: 3 clusters Score -7112.148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7143.509277 Penalty: 465.737427 Iteration 14Q: 3 clusters Score -7143.509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7164.339355 Penalty: 465.737427 Iteration 15Q: 3 clusters Score -7164.339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7242.470215 Penalty: 465.737427 Iteration 16Q: 3 clusters Score -7242.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7242.470215 Penalty: 465.737427 Iteration 17F: 3 clusters Score -7242.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147550 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11042 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 76 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 91 members Entering Unmasked Estep Score: -24283508.000000 Penalty: 17927.505859 Splitting cluster 26 changes total score from -24283734.000000 to -24283508.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -28419.796875 Penalty: 294.491760 Iteration 0F: 2 clusters Score -28419.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -27841.976562 Penalty: 588.983521 Iteration 0F: 3 clusters Score -27841.98 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -28014.796875 Penalty: 588.983521 Iteration 1F: 3 clusters Score -28014.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -28045.966797 Penalty: 588.983521 Iteration 2F: 3 clusters Score -28045.97 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -28060.251953 Penalty: 588.983521 Iteration 3Q: 3 clusters Score -28060.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -28074.941406 Penalty: 588.983521 Iteration 4Q: 3 clusters Score -28074.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -28085.017578 Penalty: 588.983521 Iteration 5Q: 3 clusters Score -28085.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -28096.453125 Penalty: 588.983521 Iteration 6Q: 3 clusters Score -28096.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -28106.867188 Penalty: 588.983521 Iteration 7Q: 3 clusters Score -28106.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -28119.013672 Penalty: 588.983521 Iteration 8Q: 3 clusters Score -28119.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -28135.917969 Penalty: 588.983521 Iteration 9Q: 3 clusters Score -28135.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -28149.728516 Penalty: 588.983521 Iteration 10Q: 3 clusters Score -28149.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -28159.109375 Penalty: 588.983521 Iteration 11Q: 3 clusters Score -28159.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -28162.855469 Penalty: 588.983521 Iteration 12Q: 3 clusters Score -28162.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -28164.224609 Penalty: 588.983521 Iteration 13Q: 3 clusters Score -28164.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -28165.669922 Penalty: 588.983521 Iteration 14Q: 3 clusters Score -28165.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -28165.955078 Penalty: 588.983521 Iteration 15Q: 3 clusters Score -28165.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -28167.302734 Penalty: 588.983521 Iteration 16Q: 3 clusters Score -28167.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -28170.669922 Penalty: 588.983521 Iteration 17Q: 3 clusters Score -28170.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -28172.833984 Penalty: 588.983521 Iteration 18Q: 3 clusters Score -28172.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -28176.175781 Penalty: 588.983521 Iteration 19Q: 3 clusters Score -28176.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -28178.806641 Penalty: 588.983521 Iteration 20F: 3 clusters Score -28178.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -28180.173828 Penalty: 588.983521 Iteration 21Q: 3 clusters Score -28180.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -28180.962891 Penalty: 588.983521 Iteration 22Q: 3 clusters Score -28180.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -28181.843750 Penalty: 588.983521 Iteration 23Q: 3 clusters Score -28181.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -28182.121094 Penalty: 588.983521 Iteration 24Q: 3 clusters Score -28182.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -28182.121094 Penalty: 588.983521 Iteration 25F: 3 clusters Score -28182.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Entering Unmasked Estep Score: -6955.078613 Penalty: 237.526199 Iteration 0F: 2 clusters Score -6955.079 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6690.467285 Penalty: 475.052399 Iteration 0F: 3 clusters Score -6690.467 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6768.969238 Penalty: 475.052399 Iteration 1F: 3 clusters Score -6768.969 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6784.314941 Penalty: 475.052399 Iteration 2Q: 3 clusters Score -6784.315 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -6795.262695 Penalty: 475.052399 Iteration 3Q: 3 clusters Score -6795.263 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6804.092285 Penalty: 475.052399 Iteration 4Q: 3 clusters Score -6804.092 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -6805.775879 Penalty: 475.052399 Iteration 5Q: 3 clusters Score -6805.776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6807.220215 Penalty: 475.052399 Iteration 6Q: 3 clusters Score -6807.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6809.237305 Penalty: 475.052399 Iteration 7Q: 3 clusters Score -6809.237 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6809.237305 Penalty: 475.052399 Iteration 8F: 3 clusters Score -6809.237 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (40 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Entering Unmasked Estep Score: -1577.507568 Penalty: 167.844009 Iteration 0F: 2 clusters Score -1577.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 16 members Entering Unmasked Estep Score: -1463.914062 Penalty: 335.688019 Iteration 0F: 3 clusters Score -1463.914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 16 members Entering Unmasked Estep Score: -1472.620850 Penalty: 335.688019 Iteration 1Q: 3 clusters Score -1472.621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24 members Mstep: Class 2 contains 16 members Entering Unmasked Estep Score: -1472.620850 Penalty: 335.688019 Iteration 2F: 3 clusters Score -1472.621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147550 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4728 members Mstep: Class 7 contains 11042 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9351 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283732.000000 Penalty: 17329.921875 Iteration 239Q: 30 clusters Score -2.428373e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32478 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147548 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11045 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 240F: 30 clusters Score -2.428374e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32478 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147548 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11045 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283748.000000 Penalty: 17329.921875 Iteration 241Q: 30 clusters Score -2.428375e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32478 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11047 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283736.000000 Penalty: 17329.921875 Iteration 242Q: 30 clusters Score -2.428374e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11046 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 243Q: 30 clusters Score -2.428374e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11046 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Entering Unmasked Estep ConsiderDeletion Score: -24283740.000000 Penalty: 17329.921875 Iteration 244F: 30 clusters Score -2.428374e+07 nChanged 0 Entering ConstructFrom: Score: -24283740.000000 Penalty: 17329.921875 Entering ConstructFrom: Trying to split cluster 1 (32479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32479 members Entering Unmasked Estep Score: -1552444.625000 Penalty: 472.669861 Iteration 0F: 2 clusters Score -1552445 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16171 members Mstep: Class 2 contains 16308 members Entering Unmasked Estep Score: -1530751.250000 Penalty: 945.339722 Iteration 0F: 3 clusters Score -1530751 nChanged 15483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15028 members Mstep: Class 2 contains 17451 members Entering Unmasked Estep Score: -1539740.125000 Penalty: 945.339722 Iteration 1F: 3 clusters Score -1539740 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 18234 members Entering Unmasked Estep Score: -1540080.875000 Penalty: 945.339722 Iteration 2Q: 3 clusters Score -1540081 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13031 members Mstep: Class 2 contains 19448 members Entering Unmasked Estep Score: -1540677.250000 Penalty: 945.339722 Iteration 3Q: 3 clusters Score -1540677 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 21272 members Entering Unmasked Estep Score: -1541736.250000 Penalty: 945.339722 Iteration 4F: 3 clusters Score -1541736 nChanged 2413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 23615 members Entering Unmasked Estep Score: -1543425.250000 Penalty: 945.339722 Iteration 5F: 3 clusters Score -1543425 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 26400 members Entering Unmasked Estep Score: -1545915.250000 Penalty: 945.339722 Iteration 6F: 3 clusters Score -1545915 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 29099 members Entering Unmasked Estep Score: -1548636.125000 Penalty: 945.339722 Iteration 7F: 3 clusters Score -1548636 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 31029 members Entering Unmasked Estep Score: -1550617.875000 Penalty: 945.339722 Iteration 8F: 3 clusters Score -1550618 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 32000 members Entering Unmasked Estep Score: -1551590.500000 Penalty: 945.339722 Iteration 9Q: 3 clusters Score -1551590 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 32330 members Entering Unmasked Estep Score: -1551920.125000 Penalty: 945.339722 Iteration 10Q: 3 clusters Score -1551920 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 32414 members Entering Unmasked Estep Score: -1552007.000000 Penalty: 945.339722 Iteration 11Q: 3 clusters Score -1552007 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 32430 members Entering Unmasked Estep Score: -1552044.625000 Penalty: 945.339722 Iteration 12Q: 3 clusters Score -1552045 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 32432 members Entering Unmasked Estep Score: -1552061.500000 Penalty: 945.339722 Iteration 13Q: 3 clusters Score -1552062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 32432 members Entering Unmasked Estep Score: -1552063.750000 Penalty: 945.339722 Iteration 14Q: 3 clusters Score -1552064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 32434 members Entering Unmasked Estep Score: -1552064.625000 Penalty: 945.339722 Iteration 15Q: 3 clusters Score -1552065 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 32434 members Entering Unmasked Estep Score: -1552067.375000 Penalty: 945.339722 Iteration 16F: 3 clusters Score -1552067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: -1552068.625000 Penalty: 945.339722 Iteration 17Q: 3 clusters Score -1552069 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: -1552071.000000 Penalty: 945.339722 Iteration 18Q: 3 clusters Score -1552071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: -1552072.875000 Penalty: 945.339722 Iteration 19Q: 3 clusters Score -1552073 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 32433 members Entering Unmasked Estep Score: -1552072.875000 Penalty: 945.339722 Iteration 20F: 3 clusters Score -1552073 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (28393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28393 members Entering Unmasked Estep Score: -1335548.000000 Penalty: 466.552338 Iteration 0F: 2 clusters Score -1335548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14353 members Mstep: Class 2 contains 14040 members Entering Unmasked Estep Score: -1316685.125000 Penalty: 933.104675 Iteration 0F: 3 clusters Score -1316685 nChanged 13557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17376 members Mstep: Class 2 contains 11017 members Entering Unmasked Estep Score: -1325827.375000 Penalty: 933.104675 Iteration 1F: 3 clusters Score -1325827 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19201 members Mstep: Class 2 contains 9192 members Entering Unmasked Estep Score: -1327345.000000 Penalty: 933.104675 Iteration 2F: 3 clusters Score -1327345 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21386 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -1329384.000000 Penalty: 933.104675 Iteration 3F: 3 clusters Score -1329384 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23488 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1331701.625000 Penalty: 933.104675 Iteration 4F: 3 clusters Score -1331702 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24912 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1333603.625000 Penalty: 933.104675 Iteration 5F: 3 clusters Score -1333604 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25557 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -1334295.250000 Penalty: 933.104675 Iteration 6Q: 3 clusters Score -1334295 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25961 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1334552.375000 Penalty: 933.104675 Iteration 7Q: 3 clusters Score -1334552 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26288 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -1334715.875000 Penalty: 933.104675 Iteration 8Q: 3 clusters Score -1334716 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26564 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -1334848.125000 Penalty: 933.104675 Iteration 9Q: 3 clusters Score -1334848 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26811 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1334959.500000 Penalty: 933.104675 Iteration 10Q: 3 clusters Score -1334960 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27014 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1335048.875000 Penalty: 933.104675 Iteration 11Q: 3 clusters Score -1335049 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27169 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1335106.375000 Penalty: 933.104675 Iteration 12Q: 3 clusters Score -1335106 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27284 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1335145.125000 Penalty: 933.104675 Iteration 13Q: 3 clusters Score -1335145 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27378 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1335175.875000 Penalty: 933.104675 Iteration 14Q: 3 clusters Score -1335176 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27456 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -1335209.125000 Penalty: 933.104675 Iteration 15Q: 3 clusters Score -1335209 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27530 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1335230.125000 Penalty: 933.104675 Iteration 16Q: 3 clusters Score -1335230 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27578 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1335245.250000 Penalty: 933.104675 Iteration 17Q: 3 clusters Score -1335245 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27631 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1335258.375000 Penalty: 933.104675 Iteration 18Q: 3 clusters Score -1335258 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27670 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1335275.125000 Penalty: 933.104675 Iteration 19Q: 3 clusters Score -1335275 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27699 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1335283.000000 Penalty: 933.104675 Iteration 20F: 3 clusters Score -1335283 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27725 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1335287.875000 Penalty: 933.104675 Iteration 21Q: 3 clusters Score -1335288 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27745 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1335290.125000 Penalty: 933.104675 Iteration 22Q: 3 clusters Score -1335290 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27759 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -1335289.500000 Penalty: 933.104675 Iteration 23Q: 3 clusters Score -1335290 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27772 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -1335293.625000 Penalty: 933.104675 Iteration 24Q: 3 clusters Score -1335294 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27780 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1335294.625000 Penalty: 933.104675 Iteration 25Q: 3 clusters Score -1335295 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27790 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1335297.750000 Penalty: 933.104675 Iteration 26Q: 3 clusters Score -1335298 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27799 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1335296.500000 Penalty: 933.104675 Iteration 27Q: 3 clusters Score -1335296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27805 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1335298.875000 Penalty: 933.104675 Iteration 28Q: 3 clusters Score -1335299 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27808 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1335299.750000 Penalty: 933.104675 Iteration 29Q: 3 clusters Score -1335300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27815 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1335301.875000 Penalty: 933.104675 Iteration 30Q: 3 clusters Score -1335302 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27824 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1335304.750000 Penalty: 933.104675 Iteration 31Q: 3 clusters Score -1335305 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27827 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1335305.750000 Penalty: 933.104675 Iteration 32Q: 3 clusters Score -1335306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27829 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1335306.250000 Penalty: 933.104675 Iteration 33Q: 3 clusters Score -1335306 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27829 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1335306.250000 Penalty: 933.104675 Iteration 34F: 3 clusters Score -1335306 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Entering Unmasked Estep Score: -96368.351562 Penalty: 349.321716 Iteration 0F: 2 clusters Score -96368.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -94879.765625 Penalty: 698.643433 Iteration 0F: 3 clusters Score -94879.77 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -95571.203125 Penalty: 698.643433 Iteration 1F: 3 clusters Score -95571.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -95723.625000 Penalty: 698.643433 Iteration 2F: 3 clusters Score -95723.62 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -95850.421875 Penalty: 698.643433 Iteration 3F: 3 clusters Score -95850.42 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -95962.156250 Penalty: 698.643433 Iteration 4F: 3 clusters Score -95962.16 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -96035.367188 Penalty: 698.643433 Iteration 5F: 3 clusters Score -96035.37 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -96083.695312 Penalty: 698.643433 Iteration 6Q: 3 clusters Score -96083.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -96115.796875 Penalty: 698.643433 Iteration 7Q: 3 clusters Score -96115.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -96134.648438 Penalty: 698.643433 Iteration 8Q: 3 clusters Score -96134.65 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -96150.054688 Penalty: 698.643433 Iteration 9Q: 3 clusters Score -96150.05 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -96167.281250 Penalty: 698.643433 Iteration 10Q: 3 clusters Score -96167.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -96182.773438 Penalty: 698.643433 Iteration 11Q: 3 clusters Score -96182.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -96205.359375 Penalty: 698.643433 Iteration 12Q: 3 clusters Score -96205.36 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -96228.007812 Penalty: 698.643433 Iteration 13Q: 3 clusters Score -96228.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -96238.109375 Penalty: 698.643433 Iteration 14Q: 3 clusters Score -96238.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -96242.531250 Penalty: 698.643433 Iteration 15Q: 3 clusters Score -96242.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -96251.078125 Penalty: 698.643433 Iteration 16Q: 3 clusters Score -96251.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -96257.117188 Penalty: 698.643433 Iteration 17Q: 3 clusters Score -96257.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -96260.140625 Penalty: 698.643433 Iteration 18Q: 3 clusters Score -96260.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -96262.031250 Penalty: 698.643433 Iteration 19Q: 3 clusters Score -96262.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -96266.125000 Penalty: 698.643433 Iteration 20F: 3 clusters Score -96266.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -96271.109375 Penalty: 698.643433 Iteration 21Q: 3 clusters Score -96271.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -96273.726562 Penalty: 698.643433 Iteration 22Q: 3 clusters Score -96273.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -96275.226562 Penalty: 698.643433 Iteration 23Q: 3 clusters Score -96275.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -96277.351562 Penalty: 698.643433 Iteration 24Q: 3 clusters Score -96277.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -96279.851562 Penalty: 698.643433 Iteration 25Q: 3 clusters Score -96279.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -96282.078125 Penalty: 698.643433 Iteration 26Q: 3 clusters Score -96282.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -96284.929688 Penalty: 698.643433 Iteration 27Q: 3 clusters Score -96284.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -96289.523438 Penalty: 698.643433 Iteration 28Q: 3 clusters Score -96289.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -96294.898438 Penalty: 698.643433 Iteration 29Q: 3 clusters Score -96294.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -96297.078125 Penalty: 698.643433 Iteration 30Q: 3 clusters Score -96297.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -96301.359375 Penalty: 698.643433 Iteration 31Q: 3 clusters Score -96301.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -96304.367188 Penalty: 698.643433 Iteration 32Q: 3 clusters Score -96304.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -96307.210938 Penalty: 698.643433 Iteration 33Q: 3 clusters Score -96307.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -96309.414062 Penalty: 698.643433 Iteration 34Q: 3 clusters Score -96309.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -96310.820312 Penalty: 698.643433 Iteration 35Q: 3 clusters Score -96310.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -96311.375000 Penalty: 698.643433 Iteration 36Q: 3 clusters Score -96311.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -96311.726562 Penalty: 698.643433 Iteration 37Q: 3 clusters Score -96311.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -96311.898438 Penalty: 698.643433 Iteration 38Q: 3 clusters Score -96311.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -96311.898438 Penalty: 698.643433 Iteration 39F: 3 clusters Score -96311.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (147546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147546 members Entering Unmasked Estep Score: -7464430.000000 Penalty: 541.536255 Iteration 0F: 2 clusters Score -7464430 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73742 members Mstep: Class 2 contains 73804 members Entering Unmasked Estep Score: -7371268.500000 Penalty: 1083.072510 Iteration 0F: 3 clusters Score -7371268 nChanged 72548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70994 members Mstep: Class 2 contains 76552 members Entering Unmasked Estep Score: -7415095.000000 Penalty: 1083.072510 Iteration 1F: 3 clusters Score -7415095 nChanged 5326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68294 members Mstep: Class 2 contains 79252 members Entering Unmasked Estep Score: -7416669.000000 Penalty: 1083.072510 Iteration 2Q: 3 clusters Score -7416669 nChanged 6600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64128 members Mstep: Class 2 contains 83418 members Entering Unmasked Estep Score: -7419139.500000 Penalty: 1083.072510 Iteration 3Q: 3 clusters Score -7419140 nChanged 8525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57911 members Mstep: Class 2 contains 89635 members Entering Unmasked Estep Score: -7423248.500000 Penalty: 1083.072510 Iteration 4F: 3 clusters Score -7423248 nChanged 9867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49910 members Mstep: Class 2 contains 97636 members Entering Unmasked Estep Score: -7428709.500000 Penalty: 1083.072510 Iteration 5F: 3 clusters Score -7428710 nChanged 10291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40785 members Mstep: Class 2 contains 106761 members Entering Unmasked Estep Score: -7435187.000000 Penalty: 1083.072510 Iteration 6F: 3 clusters Score -7435187 nChanged 10315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30992 members Mstep: Class 2 contains 116554 members Entering Unmasked Estep Score: -7442213.500000 Penalty: 1083.072510 Iteration 7F: 3 clusters Score -7442214 nChanged 9530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21626 members Mstep: Class 2 contains 125920 members Entering Unmasked Estep Score: -7449032.000000 Penalty: 1083.072510 Iteration 8F: 3 clusters Score -7449032 nChanged 7485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14181 members Mstep: Class 2 contains 133365 members Entering Unmasked Estep Score: -7454694.000000 Penalty: 1083.072510 Iteration 9F: 3 clusters Score -7454694 nChanged 4802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 138147 members Entering Unmasked Estep Score: -7458635.000000 Penalty: 1083.072510 Iteration 10Q: 3 clusters Score -7458635 nChanged 2677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 140784 members Entering Unmasked Estep Score: -7460893.000000 Penalty: 1083.072510 Iteration 11Q: 3 clusters Score -7460893 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 142228 members Entering Unmasked Estep Score: -7462057.500000 Penalty: 1083.072510 Iteration 12Q: 3 clusters Score -7462058 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 143188 members Entering Unmasked Estep Score: -7462702.000000 Penalty: 1083.072510 Iteration 13Q: 3 clusters Score -7462702 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 143918 members Entering Unmasked Estep Score: -7463059.500000 Penalty: 1083.072510 Iteration 14Q: 3 clusters Score -7463060 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 144496 members Entering Unmasked Estep Score: -7463321.000000 Penalty: 1083.072510 Iteration 15Q: 3 clusters Score -7463321 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 144948 members Entering Unmasked Estep Score: -7463522.000000 Penalty: 1083.072510 Iteration 16Q: 3 clusters Score -7463522 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 145280 members Entering Unmasked Estep Score: -7463640.500000 Penalty: 1083.072510 Iteration 17Q: 3 clusters Score -7463640 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 145542 members Entering Unmasked Estep Score: -7463719.500000 Penalty: 1083.072510 Iteration 18Q: 3 clusters Score -7463720 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 145747 members Entering Unmasked Estep Score: -7463788.000000 Penalty: 1083.072510 Iteration 19Q: 3 clusters Score -7463788 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 145900 members Entering Unmasked Estep Score: -7463881.500000 Penalty: 1083.072510 Iteration 20F: 3 clusters Score -7463882 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 146043 members Entering Unmasked Estep Score: -7463945.000000 Penalty: 1083.072510 Iteration 21Q: 3 clusters Score -7463945 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 146153 members Entering Unmasked Estep Score: -7463994.000000 Penalty: 1083.072510 Iteration 22Q: 3 clusters Score -7463994 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 146239 members Entering Unmasked Estep Score: -7464039.000000 Penalty: 1083.072510 Iteration 23Q: 3 clusters Score -7464039 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 146307 members Entering Unmasked Estep Score: -7464064.500000 Penalty: 1083.072510 Iteration 24Q: 3 clusters Score -7464064 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 146373 members Entering Unmasked Estep Score: -7464084.000000 Penalty: 1083.072510 Iteration 25Q: 3 clusters Score -7464084 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 146417 members Entering Unmasked Estep Score: -7464102.000000 Penalty: 1083.072510 Iteration 26Q: 3 clusters Score -7464102 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 146468 members Entering Unmasked Estep Score: -7464099.500000 Penalty: 1083.072510 Iteration 27Q: 3 clusters Score -7464100 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 146511 members Entering Unmasked Estep Score: -7464138.000000 Penalty: 1083.072510 Iteration 28Q: 3 clusters Score -7464138 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 146537 members Entering Unmasked Estep Score: -7464135.500000 Penalty: 1083.072510 Iteration 29Q: 3 clusters Score -7464136 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 146559 members Entering Unmasked Estep Score: -7464132.500000 Penalty: 1083.072510 Iteration 30Q: 3 clusters Score -7464132 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 146582 members Entering Unmasked Estep Score: -7464143.500000 Penalty: 1083.072510 Iteration 31Q: 3 clusters Score -7464144 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 146602 members Entering Unmasked Estep Score: -7464124.500000 Penalty: 1083.072510 Iteration 32Q: 3 clusters Score -7464124 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 146613 members Entering Unmasked Estep Score: -7464117.000000 Penalty: 1083.072510 Iteration 33Q: 3 clusters Score -7464117 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 146624 members Entering Unmasked Estep Score: -7464121.500000 Penalty: 1083.072510 Iteration 34Q: 3 clusters Score -7464122 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 146638 members Entering Unmasked Estep Score: -7464135.500000 Penalty: 1083.072510 Iteration 35Q: 3 clusters Score -7464136 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 146652 members Entering Unmasked Estep Score: -7464143.500000 Penalty: 1083.072510 Iteration 36Q: 3 clusters Score -7464144 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 146662 members Entering Unmasked Estep Score: -7464150.500000 Penalty: 1083.072510 Iteration 37Q: 3 clusters Score -7464150 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 146675 members Entering Unmasked Estep Score: -7464150.500000 Penalty: 1083.072510 Iteration 38Q: 3 clusters Score -7464150 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 146681 members Entering Unmasked Estep Score: -7464160.500000 Penalty: 1083.072510 Iteration 39Q: 3 clusters Score -7464160 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 146690 members Entering Unmasked Estep Score: -7464160.500000 Penalty: 1083.072510 Iteration 40F: 3 clusters Score -7464160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 146694 members Entering Unmasked Estep Score: -7464169.000000 Penalty: 1083.072510 Iteration 41Q: 3 clusters Score -7464169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 146697 members Entering Unmasked Estep Score: -7464162.500000 Penalty: 1083.072510 Iteration 42Q: 3 clusters Score -7464162 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 146702 members Entering Unmasked Estep Score: -7464159.000000 Penalty: 1083.072510 Iteration 43Q: 3 clusters Score -7464159 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 146706 members Entering Unmasked Estep Score: -7464161.000000 Penalty: 1083.072510 Iteration 44Q: 3 clusters Score -7464161 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 146709 members Entering Unmasked Estep Score: -7464159.000000 Penalty: 1083.072510 Iteration 45Q: 3 clusters Score -7464159 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 146710 members Entering Unmasked Estep Score: -7464165.500000 Penalty: 1083.072510 Iteration 46Q: 3 clusters Score -7464166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 146712 members Entering Unmasked Estep Score: -7464167.000000 Penalty: 1083.072510 Iteration 47Q: 3 clusters Score -7464167 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 146714 members Entering Unmasked Estep Score: -7464168.000000 Penalty: 1083.072510 Iteration 48Q: 3 clusters Score -7464168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 146714 members Entering Unmasked Estep Score: -7464167.000000 Penalty: 1083.072510 Iteration 49Q: 3 clusters Score -7464167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 146717 members Entering Unmasked Estep Score: -7464172.500000 Penalty: 1083.072510 Iteration 50Q: 3 clusters Score -7464172 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 146717 members Entering Unmasked Estep Score: -7464172.500000 Penalty: 1083.072510 Iteration 51F: 3 clusters Score -7464172 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Entering Unmasked Estep Score: -118653.429688 Penalty: 355.738586 Iteration 0F: 2 clusters Score -118653.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -116898.281250 Penalty: 711.477173 Iteration 0F: 3 clusters Score -116898.3 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -117554.796875 Penalty: 711.477173 Iteration 1F: 3 clusters Score -117554.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -117654.398438 Penalty: 711.477173 Iteration 2F: 3 clusters Score -117654.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -117730.359375 Penalty: 711.477173 Iteration 3F: 3 clusters Score -117730.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -117811.351562 Penalty: 711.477173 Iteration 4Q: 3 clusters Score -117811.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -117900.460938 Penalty: 711.477173 Iteration 5Q: 3 clusters Score -117900.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -117983.929688 Penalty: 711.477173 Iteration 6Q: 3 clusters Score -117983.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -118040.640625 Penalty: 711.477173 Iteration 7Q: 3 clusters Score -118040.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -118102.632812 Penalty: 711.477173 Iteration 8Q: 3 clusters Score -118102.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -118165.351562 Penalty: 711.477173 Iteration 9Q: 3 clusters Score -118165.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -118211.250000 Penalty: 711.477173 Iteration 10Q: 3 clusters Score -118211.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -118238.281250 Penalty: 711.477173 Iteration 11Q: 3 clusters Score -118238.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -118267.914062 Penalty: 711.477173 Iteration 12Q: 3 clusters Score -118267.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -118298.015625 Penalty: 711.477173 Iteration 13Q: 3 clusters Score -118298 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -118321.265625 Penalty: 711.477173 Iteration 14Q: 3 clusters Score -118321.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -118333.828125 Penalty: 711.477173 Iteration 15Q: 3 clusters Score -118333.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -118342.601562 Penalty: 711.477173 Iteration 16Q: 3 clusters Score -118342.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -118357.515625 Penalty: 711.477173 Iteration 17Q: 3 clusters Score -118357.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -118366.429688 Penalty: 711.477173 Iteration 18Q: 3 clusters Score -118366.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -118371.570312 Penalty: 711.477173 Iteration 19Q: 3 clusters Score -118371.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -118373.078125 Penalty: 711.477173 Iteration 20F: 3 clusters Score -118373.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -118375.757812 Penalty: 711.477173 Iteration 21Q: 3 clusters Score -118375.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -118378.710938 Penalty: 711.477173 Iteration 22Q: 3 clusters Score -118378.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -118381.960938 Penalty: 711.477173 Iteration 23Q: 3 clusters Score -118382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -118385.937500 Penalty: 711.477173 Iteration 24Q: 3 clusters Score -118385.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -118388.171875 Penalty: 711.477173 Iteration 25Q: 3 clusters Score -118388.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -118389.234375 Penalty: 711.477173 Iteration 26Q: 3 clusters Score -118389.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -118390.531250 Penalty: 711.477173 Iteration 27Q: 3 clusters Score -118390.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -118391.382812 Penalty: 711.477173 Iteration 28Q: 3 clusters Score -118391.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -118391.382812 Penalty: 711.477173 Iteration 29F: 3 clusters Score -118391.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Entering Unmasked Estep Score: -212663.234375 Penalty: 384.977600 Iteration 0F: 2 clusters Score -212663.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -209530.703125 Penalty: 769.955200 Iteration 0F: 3 clusters Score -209530.7 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -210866.359375 Penalty: 769.955200 Iteration 1F: 3 clusters Score -210866.4 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -211301.921875 Penalty: 769.955200 Iteration 2F: 3 clusters Score -211301.9 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -211745.031250 Penalty: 769.955200 Iteration 3F: 3 clusters Score -211745 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -212121.953125 Penalty: 769.955200 Iteration 4F: 3 clusters Score -212122 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -212344.156250 Penalty: 769.955200 Iteration 5F: 3 clusters Score -212344.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -212459.968750 Penalty: 769.955200 Iteration 6Q: 3 clusters Score -212460 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -212520.515625 Penalty: 769.955200 Iteration 7Q: 3 clusters Score -212520.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -212558.000000 Penalty: 769.955200 Iteration 8Q: 3 clusters Score -212558 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -212584.734375 Penalty: 769.955200 Iteration 9Q: 3 clusters Score -212584.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -212620.265625 Penalty: 769.955200 Iteration 10Q: 3 clusters Score -212620.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -212652.812500 Penalty: 769.955200 Iteration 11Q: 3 clusters Score -212652.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -212678.000000 Penalty: 769.955200 Iteration 12Q: 3 clusters Score -212678 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -212694.890625 Penalty: 769.955200 Iteration 13Q: 3 clusters Score -212694.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -212703.421875 Penalty: 769.955200 Iteration 14Q: 3 clusters Score -212703.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -212706.625000 Penalty: 769.955200 Iteration 15Q: 3 clusters Score -212706.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -212709.031250 Penalty: 769.955200 Iteration 16Q: 3 clusters Score -212709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -212709.906250 Penalty: 769.955200 Iteration 17Q: 3 clusters Score -212709.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -212710.703125 Penalty: 769.955200 Iteration 18Q: 3 clusters Score -212710.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -212711.187500 Penalty: 769.955200 Iteration 19Q: 3 clusters Score -212711.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -212711.734375 Penalty: 769.955200 Iteration 20F: 3 clusters Score -212711.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -212711.875000 Penalty: 769.955200 Iteration 21Q: 3 clusters Score -212711.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -212712.062500 Penalty: 769.955200 Iteration 22Q: 3 clusters Score -212712.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -212712.250000 Penalty: 769.955200 Iteration 23Q: 3 clusters Score -212712.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -212713.031250 Penalty: 769.955200 Iteration 24Q: 3 clusters Score -212713 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -212713.687500 Penalty: 769.955200 Iteration 25Q: 3 clusters Score -212713.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -212713.812500 Penalty: 769.955200 Iteration 26Q: 3 clusters Score -212713.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -212713.812500 Penalty: 769.955200 Iteration 27F: 3 clusters Score -212713.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4176 members Mstep: Class 7 contains 11046 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 551 members Entering Unmasked Estep Score: -24283530.000000 Penalty: 17927.505859 Splitting cluster 6 changes total score from -24283740.000000 to -24283530.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (11046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Entering Unmasked Estep Score: -578006.562500 Penalty: 423.596985 Iteration 0F: 2 clusters Score -578006.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -570799.000000 Penalty: 847.193970 Iteration 0F: 3 clusters Score -570799 nChanged 5073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -573640.250000 Penalty: 847.193970 Iteration 1F: 3 clusters Score -573640.2 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -573848.562500 Penalty: 847.193970 Iteration 2Q: 3 clusters Score -573848.6 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -574109.500000 Penalty: 847.193970 Iteration 3Q: 3 clusters Score -574109.5 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -574499.875000 Penalty: 847.193970 Iteration 4F: 3 clusters Score -574499.9 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -575013.937500 Penalty: 847.193970 Iteration 5F: 3 clusters Score -575013.9 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 8878 members Entering Unmasked Estep Score: -575653.250000 Penalty: 847.193970 Iteration 6F: 3 clusters Score -575653.2 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 9584 members Entering Unmasked Estep Score: -576288.250000 Penalty: 847.193970 Iteration 7F: 3 clusters Score -576288.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 10140 members Entering Unmasked Estep Score: -576833.125000 Penalty: 847.193970 Iteration 8F: 3 clusters Score -576833.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -577183.937500 Penalty: 847.193970 Iteration 9Q: 3 clusters Score -577183.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -577386.375000 Penalty: 847.193970 Iteration 10Q: 3 clusters Score -577386.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 10837 members Entering Unmasked Estep Score: -577496.062500 Penalty: 847.193970 Iteration 11Q: 3 clusters Score -577496.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -577551.875000 Penalty: 847.193970 Iteration 12Q: 3 clusters Score -577551.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -577579.562500 Penalty: 847.193970 Iteration 13Q: 3 clusters Score -577579.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 10951 members Entering Unmasked Estep Score: -577600.875000 Penalty: 847.193970 Iteration 14Q: 3 clusters Score -577600.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -577620.750000 Penalty: 847.193970 Iteration 15Q: 3 clusters Score -577620.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 10969 members Entering Unmasked Estep Score: -577629.625000 Penalty: 847.193970 Iteration 16Q: 3 clusters Score -577629.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -577635.625000 Penalty: 847.193970 Iteration 17Q: 3 clusters Score -577635.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -577640.562500 Penalty: 847.193970 Iteration 18Q: 3 clusters Score -577640.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 10976 members Entering Unmasked Estep Score: -577642.687500 Penalty: 847.193970 Iteration 19Q: 3 clusters Score -577642.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 10978 members Entering Unmasked Estep Score: -577646.062500 Penalty: 847.193970 Iteration 20F: 3 clusters Score -577646.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -577646.375000 Penalty: 847.193970 Iteration 21Q: 3 clusters Score -577646.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -577648.250000 Penalty: 847.193970 Iteration 22Q: 3 clusters Score -577648.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -577648.250000 Penalty: 847.193970 Iteration 23F: 3 clusters Score -577648.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Entering Unmasked Estep Score: -5994.042969 Penalty: 220.767380 Iteration 0F: 2 clusters Score -5994.043 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5763.029297 Penalty: 441.534760 Iteration 0F: 3 clusters Score -5763.029 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5801.488770 Penalty: 441.534760 Iteration 1F: 3 clusters Score -5801.489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5814.482422 Penalty: 441.534760 Iteration 2Q: 3 clusters Score -5814.482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5818.688965 Penalty: 441.534760 Iteration 3Q: 3 clusters Score -5818.689 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5820.402344 Penalty: 441.534760 Iteration 4Q: 3 clusters Score -5820.402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5821.646484 Penalty: 441.534760 Iteration 5Q: 3 clusters Score -5821.646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -5821.646484 Penalty: 441.534760 Iteration 6F: 3 clusters Score -5821.646 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Entering Unmasked Estep Score: -26343.740234 Penalty: 293.496399 Iteration 0F: 2 clusters Score -26343.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -25767.812500 Penalty: 586.992798 Iteration 0F: 3 clusters Score -25767.81 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -25930.330078 Penalty: 586.992798 Iteration 1F: 3 clusters Score -25930.33 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -25966.488281 Penalty: 586.992798 Iteration 2F: 3 clusters Score -25966.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -25984.923828 Penalty: 586.992798 Iteration 3Q: 3 clusters Score -25984.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -25994.738281 Penalty: 586.992798 Iteration 4Q: 3 clusters Score -25994.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -26004.078125 Penalty: 586.992798 Iteration 5Q: 3 clusters Score -26004.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -26011.607422 Penalty: 586.992798 Iteration 6Q: 3 clusters Score -26011.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -26021.117188 Penalty: 586.992798 Iteration 7Q: 3 clusters Score -26021.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -26034.625000 Penalty: 586.992798 Iteration 8Q: 3 clusters Score -26034.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -26048.542969 Penalty: 586.992798 Iteration 9Q: 3 clusters Score -26048.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -26064.746094 Penalty: 586.992798 Iteration 10Q: 3 clusters Score -26064.75 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -26100.296875 Penalty: 586.992798 Iteration 11F: 3 clusters Score -26100.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -26163.720703 Penalty: 586.992798 Iteration 12F: 3 clusters Score -26163.72 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -26244.607422 Penalty: 586.992798 Iteration 13F: 3 clusters Score -26244.61 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -26327.992188 Penalty: 586.992798 Iteration 14F: 3 clusters Score -26327.99 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -26384.371094 Penalty: 586.992798 Iteration 15F: 3 clusters Score -26384.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -26397.222656 Penalty: 586.992798 Iteration 16Q: 3 clusters Score -26397.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -26407.826172 Penalty: 586.992798 Iteration 17Q: 3 clusters Score -26407.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -26420.140625 Penalty: 586.992798 Iteration 18Q: 3 clusters Score -26420.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -26430.992188 Penalty: 586.992798 Iteration 19Q: 3 clusters Score -26430.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -26450.496094 Penalty: 586.992798 Iteration 20F: 3 clusters Score -26450.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -26458.257812 Penalty: 586.992798 Iteration 21Q: 3 clusters Score -26458.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -26461.835938 Penalty: 586.992798 Iteration 22Q: 3 clusters Score -26461.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -26462.021484 Penalty: 586.992798 Iteration 23Q: 3 clusters Score -26462.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -26462.021484 Penalty: 586.992798 Iteration 24F: 3 clusters Score -26462.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11046 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 363 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 177 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 270 members Entering Unmasked Estep Score: -24283544.000000 Penalty: 17927.505859 Splitting cluster 9 changes total score from -24283740.000000 to -24283544.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (1043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Entering Unmasked Estep Score: -46770.992188 Penalty: 316.218475 Iteration 0F: 2 clusters Score -46770.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -45949.539062 Penalty: 632.436951 Iteration 0F: 3 clusters Score -45949.54 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -46217.332031 Penalty: 632.436951 Iteration 1F: 3 clusters Score -46217.33 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -46278.699219 Penalty: 632.436951 Iteration 2F: 3 clusters Score -46278.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -46331.441406 Penalty: 632.436951 Iteration 3F: 3 clusters Score -46331.44 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -46378.527344 Penalty: 632.436951 Iteration 4F: 3 clusters Score -46378.53 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -46426.332031 Penalty: 632.436951 Iteration 5F: 3 clusters Score -46426.33 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -46468.167969 Penalty: 632.436951 Iteration 6F: 3 clusters Score -46468.17 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -46512.316406 Penalty: 632.436951 Iteration 7Q: 3 clusters Score -46512.32 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -46547.906250 Penalty: 632.436951 Iteration 8Q: 3 clusters Score -46547.91 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -46578.707031 Penalty: 632.436951 Iteration 9Q: 3 clusters Score -46578.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -46597.339844 Penalty: 632.436951 Iteration 10Q: 3 clusters Score -46597.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -46609.363281 Penalty: 632.436951 Iteration 11Q: 3 clusters Score -46609.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -46618.445312 Penalty: 632.436951 Iteration 12Q: 3 clusters Score -46618.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -46623.019531 Penalty: 632.436951 Iteration 13Q: 3 clusters Score -46623.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -46626.406250 Penalty: 632.436951 Iteration 14Q: 3 clusters Score -46626.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -46629.703125 Penalty: 632.436951 Iteration 15Q: 3 clusters Score -46629.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -46632.417969 Penalty: 632.436951 Iteration 16Q: 3 clusters Score -46632.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -46634.304688 Penalty: 632.436951 Iteration 17Q: 3 clusters Score -46634.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -46635.550781 Penalty: 632.436951 Iteration 18Q: 3 clusters Score -46635.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -46637.710938 Penalty: 632.436951 Iteration 19Q: 3 clusters Score -46637.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -46639.402344 Penalty: 632.436951 Iteration 20F: 3 clusters Score -46639.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -46640.550781 Penalty: 632.436951 Iteration 21Q: 3 clusters Score -46640.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -46640.832031 Penalty: 632.436951 Iteration 22Q: 3 clusters Score -46640.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -46640.832031 Penalty: 632.436951 Iteration 23F: 3 clusters Score -46640.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Entering Unmasked Estep Score: -96817.445312 Penalty: 342.807404 Iteration 0F: 2 clusters Score -96817.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -95451.117188 Penalty: 685.614807 Iteration 0F: 3 clusters Score -95451.12 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -95902.070312 Penalty: 685.614807 Iteration 1F: 3 clusters Score -95902.07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -95971.898438 Penalty: 685.614807 Iteration 2F: 3 clusters Score -95971.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -96028.750000 Penalty: 685.614807 Iteration 3F: 3 clusters Score -96028.75 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -96086.929688 Penalty: 685.614807 Iteration 4Q: 3 clusters Score -96086.93 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -96157.367188 Penalty: 685.614807 Iteration 5Q: 3 clusters Score -96157.37 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -96235.890625 Penalty: 685.614807 Iteration 6F: 3 clusters Score -96235.89 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -96323.765625 Penalty: 685.614807 Iteration 7F: 3 clusters Score -96323.77 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -96398.453125 Penalty: 685.614807 Iteration 8Q: 3 clusters Score -96398.45 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -96442.445312 Penalty: 685.614807 Iteration 9Q: 3 clusters Score -96442.45 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -96477.109375 Penalty: 685.614807 Iteration 10Q: 3 clusters Score -96477.11 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -96491.414062 Penalty: 685.614807 Iteration 11Q: 3 clusters Score -96491.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -96499.945312 Penalty: 685.614807 Iteration 12Q: 3 clusters Score -96499.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -96505.757812 Penalty: 685.614807 Iteration 13Q: 3 clusters Score -96505.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -96507.843750 Penalty: 685.614807 Iteration 14Q: 3 clusters Score -96507.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -96510.203125 Penalty: 685.614807 Iteration 15Q: 3 clusters Score -96510.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -96513.929688 Penalty: 685.614807 Iteration 16Q: 3 clusters Score -96513.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -96520.210938 Penalty: 685.614807 Iteration 17Q: 3 clusters Score -96520.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -96527.078125 Penalty: 685.614807 Iteration 18Q: 3 clusters Score -96527.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -96533.015625 Penalty: 685.614807 Iteration 19Q: 3 clusters Score -96533.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -96539.429688 Penalty: 685.614807 Iteration 20F: 3 clusters Score -96539.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -96543.156250 Penalty: 685.614807 Iteration 21Q: 3 clusters Score -96543.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -96545.546875 Penalty: 685.614807 Iteration 22Q: 3 clusters Score -96545.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -96546.843750 Penalty: 685.614807 Iteration 23Q: 3 clusters Score -96546.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -96547.367188 Penalty: 685.614807 Iteration 24Q: 3 clusters Score -96547.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -96547.468750 Penalty: 685.614807 Iteration 25Q: 3 clusters Score -96547.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -96547.828125 Penalty: 685.614807 Iteration 26Q: 3 clusters Score -96547.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -96547.828125 Penalty: 685.614807 Iteration 27F: 3 clusters Score -96547.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Entering Unmasked Estep Score: -195816.406250 Penalty: 376.448425 Iteration 0F: 2 clusters Score -195816.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -193104.593750 Penalty: 752.896851 Iteration 0F: 3 clusters Score -193104.6 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -194213.609375 Penalty: 752.896851 Iteration 1F: 3 clusters Score -194213.6 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -194419.437500 Penalty: 752.896851 Iteration 2F: 3 clusters Score -194419.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -194661.000000 Penalty: 752.896851 Iteration 3F: 3 clusters Score -194661 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -194893.750000 Penalty: 752.896851 Iteration 4F: 3 clusters Score -194893.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -195105.984375 Penalty: 752.896851 Iteration 5F: 3 clusters Score -195106 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -195255.218750 Penalty: 752.896851 Iteration 6Q: 3 clusters Score -195255.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -195351.031250 Penalty: 752.896851 Iteration 7Q: 3 clusters Score -195351 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -195424.781250 Penalty: 752.896851 Iteration 8Q: 3 clusters Score -195424.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -195519.375000 Penalty: 752.896851 Iteration 9Q: 3 clusters Score -195519.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -195589.812500 Penalty: 752.896851 Iteration 10Q: 3 clusters Score -195589.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -195638.546875 Penalty: 752.896851 Iteration 11Q: 3 clusters Score -195638.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -195656.953125 Penalty: 752.896851 Iteration 12Q: 3 clusters Score -195657 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -195661.687500 Penalty: 752.896851 Iteration 13Q: 3 clusters Score -195661.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -195662.578125 Penalty: 752.896851 Iteration 14Q: 3 clusters Score -195662.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -195663.265625 Penalty: 752.896851 Iteration 15Q: 3 clusters Score -195663.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -195664.203125 Penalty: 752.896851 Iteration 16Q: 3 clusters Score -195664.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -195664.500000 Penalty: 752.896851 Iteration 17Q: 3 clusters Score -195664.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -195664.984375 Penalty: 752.896851 Iteration 18Q: 3 clusters Score -195665 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -195666.234375 Penalty: 752.896851 Iteration 19F: 3 clusters Score -195666.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -195667.156250 Penalty: 752.896851 Iteration 20F: 3 clusters Score -195667.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -195667.687500 Penalty: 752.896851 Iteration 21Q: 3 clusters Score -195667.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -195667.890625 Penalty: 752.896851 Iteration 22Q: 3 clusters Score -195667.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -195667.890625 Penalty: 752.896851 Iteration 23F: 3 clusters Score -195667.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Entering Unmasked Estep Score: -152389.250000 Penalty: 361.987793 Iteration 0F: 2 clusters Score -152389.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -150377.125000 Penalty: 723.975586 Iteration 0F: 3 clusters Score -150377.1 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -151022.453125 Penalty: 723.975586 Iteration 1F: 3 clusters Score -151022.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -151100.796875 Penalty: 723.975586 Iteration 2F: 3 clusters Score -151100.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -151191.031250 Penalty: 723.975586 Iteration 3F: 3 clusters Score -151191 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -151280.218750 Penalty: 723.975586 Iteration 4F: 3 clusters Score -151280.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -151362.421875 Penalty: 723.975586 Iteration 5F: 3 clusters Score -151362.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -151429.593750 Penalty: 723.975586 Iteration 6Q: 3 clusters Score -151429.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -151487.390625 Penalty: 723.975586 Iteration 7Q: 3 clusters Score -151487.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -151524.453125 Penalty: 723.975586 Iteration 8Q: 3 clusters Score -151524.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -151544.921875 Penalty: 723.975586 Iteration 9Q: 3 clusters Score -151544.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -151567.937500 Penalty: 723.975586 Iteration 10Q: 3 clusters Score -151567.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -151588.796875 Penalty: 723.975586 Iteration 11Q: 3 clusters Score -151588.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -151609.546875 Penalty: 723.975586 Iteration 12Q: 3 clusters Score -151609.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -151637.937500 Penalty: 723.975586 Iteration 13Q: 3 clusters Score -151637.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -151670.375000 Penalty: 723.975586 Iteration 14Q: 3 clusters Score -151670.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -151698.734375 Penalty: 723.975586 Iteration 15Q: 3 clusters Score -151698.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -151728.937500 Penalty: 723.975586 Iteration 16Q: 3 clusters Score -151728.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -151762.468750 Penalty: 723.975586 Iteration 17Q: 3 clusters Score -151762.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -151797.078125 Penalty: 723.975586 Iteration 18Q: 3 clusters Score -151797.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -151835.281250 Penalty: 723.975586 Iteration 19Q: 3 clusters Score -151835.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -151860.062500 Penalty: 723.975586 Iteration 20F: 3 clusters Score -151860.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -151878.390625 Penalty: 723.975586 Iteration 21Q: 3 clusters Score -151878.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -151899.812500 Penalty: 723.975586 Iteration 22Q: 3 clusters Score -151899.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -151921.734375 Penalty: 723.975586 Iteration 23Q: 3 clusters Score -151921.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -151939.984375 Penalty: 723.975586 Iteration 24Q: 3 clusters Score -151940 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -151954.140625 Penalty: 723.975586 Iteration 25Q: 3 clusters Score -151954.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -151969.546875 Penalty: 723.975586 Iteration 26Q: 3 clusters Score -151969.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -151979.734375 Penalty: 723.975586 Iteration 27Q: 3 clusters Score -151979.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -151989.312500 Penalty: 723.975586 Iteration 28Q: 3 clusters Score -151989.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -151999.031250 Penalty: 723.975586 Iteration 29Q: 3 clusters Score -151999 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -152009.984375 Penalty: 723.975586 Iteration 30Q: 3 clusters Score -152010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -152027.812500 Penalty: 723.975586 Iteration 31Q: 3 clusters Score -152027.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -152039.984375 Penalty: 723.975586 Iteration 32Q: 3 clusters Score -152040 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -152045.640625 Penalty: 723.975586 Iteration 33Q: 3 clusters Score -152045.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -152051.984375 Penalty: 723.975586 Iteration 34Q: 3 clusters Score -152052 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -152056.671875 Penalty: 723.975586 Iteration 35Q: 3 clusters Score -152056.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -152059.765625 Penalty: 723.975586 Iteration 36Q: 3 clusters Score -152059.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -152063.187500 Penalty: 723.975586 Iteration 37Q: 3 clusters Score -152063.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -152063.953125 Penalty: 723.975586 Iteration 38Q: 3 clusters Score -152064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -152064.468750 Penalty: 723.975586 Iteration 39Q: 3 clusters Score -152064.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -152066.281250 Penalty: 723.975586 Iteration 40F: 3 clusters Score -152066.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -152067.953125 Penalty: 723.975586 Iteration 41Q: 3 clusters Score -152068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -152067.953125 Penalty: 723.975586 Iteration 42F: 3 clusters Score -152068 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (65 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Entering Unmasked Estep Score: -2697.842285 Penalty: 189.934631 Iteration 0F: 2 clusters Score -2697.842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 27 members Entering Unmasked Estep Score: -2529.067383 Penalty: 379.869263 Iteration 0F: 3 clusters Score -2529.067 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 21 members Entering Unmasked Estep Score: -2560.166504 Penalty: 379.869263 Iteration 1F: 3 clusters Score -2560.167 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 20 members Entering Unmasked Estep Score: -2566.675049 Penalty: 379.869263 Iteration 2Q: 3 clusters Score -2566.675 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 20 members Entering Unmasked Estep Score: -2566.675049 Penalty: 379.869263 Iteration 3F: 3 clusters Score -2566.675 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Entering Unmasked Estep Score: -8369.054688 Penalty: 236.531601 Iteration 0F: 2 clusters Score -8369.055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -8094.817871 Penalty: 473.063202 Iteration 0F: 3 clusters Score -8094.818 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -8155.077148 Penalty: 473.063202 Iteration 1F: 3 clusters Score -8155.077 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -8171.570801 Penalty: 473.063202 Iteration 2F: 3 clusters Score -8171.571 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8178.353516 Penalty: 473.063202 Iteration 3Q: 3 clusters Score -8178.354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8182.186035 Penalty: 473.063202 Iteration 4Q: 3 clusters Score -8182.186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -8182.186035 Penalty: 473.063202 Iteration 5F: 3 clusters Score -8182.186 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (49538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49538 members Entering Unmasked Estep Score: -2597284.500000 Penalty: 491.877533 Iteration 0F: 2 clusters Score -2597284 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24894 members Mstep: Class 2 contains 24644 members Entering Unmasked Estep Score: -2563846.250000 Penalty: 983.755066 Iteration 0F: 3 clusters Score -2563846 nChanged 24130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27732 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -2578315.000000 Penalty: 983.755066 Iteration 1F: 3 clusters Score -2578315 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29442 members Mstep: Class 2 contains 20096 members Entering Unmasked Estep Score: -2579290.500000 Penalty: 983.755066 Iteration 2Q: 3 clusters Score -2579290 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32000 members Mstep: Class 2 contains 17538 members Entering Unmasked Estep Score: -2581130.250000 Penalty: 983.755066 Iteration 3F: 3 clusters Score -2581130 nChanged 3813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35497 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -2584198.500000 Penalty: 983.755066 Iteration 4F: 3 clusters Score -2584198 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39458 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -2588178.750000 Penalty: 983.755066 Iteration 5F: 3 clusters Score -2588179 nChanged 3450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42642 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -2591410.750000 Penalty: 983.755066 Iteration 6F: 3 clusters Score -2591411 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44682 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -2593463.250000 Penalty: 983.755066 Iteration 7Q: 3 clusters Score -2593463 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45899 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -2594643.250000 Penalty: 983.755066 Iteration 8Q: 3 clusters Score -2594643 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46643 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -2595272.250000 Penalty: 983.755066 Iteration 9Q: 3 clusters Score -2595272 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47170 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -2595683.250000 Penalty: 983.755066 Iteration 10Q: 3 clusters Score -2595683 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47572 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -2595950.250000 Penalty: 983.755066 Iteration 11Q: 3 clusters Score -2595950 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47885 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -2596179.750000 Penalty: 983.755066 Iteration 12Q: 3 clusters Score -2596180 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48134 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -2596348.250000 Penalty: 983.755066 Iteration 13Q: 3 clusters Score -2596348 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48327 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -2596466.000000 Penalty: 983.755066 Iteration 14Q: 3 clusters Score -2596466 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48480 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -2596556.250000 Penalty: 983.755066 Iteration 15Q: 3 clusters Score -2596556 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48606 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -2596637.000000 Penalty: 983.755066 Iteration 16Q: 3 clusters Score -2596637 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48707 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -2596693.750000 Penalty: 983.755066 Iteration 17Q: 3 clusters Score -2596694 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48795 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -2596760.250000 Penalty: 983.755066 Iteration 18Q: 3 clusters Score -2596760 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48857 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -2596807.750000 Penalty: 983.755066 Iteration 19Q: 3 clusters Score -2596808 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48904 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -2596826.000000 Penalty: 983.755066 Iteration 20F: 3 clusters Score -2596826 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48928 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -2596844.000000 Penalty: 983.755066 Iteration 21Q: 3 clusters Score -2596844 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48950 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -2596855.000000 Penalty: 983.755066 Iteration 22Q: 3 clusters Score -2596855 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48963 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -2596858.750000 Penalty: 983.755066 Iteration 23Q: 3 clusters Score -2596859 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48976 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -2596862.000000 Penalty: 983.755066 Iteration 24Q: 3 clusters Score -2596862 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48991 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -2596864.750000 Penalty: 983.755066 Iteration 25Q: 3 clusters Score -2596865 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49001 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -2596868.500000 Penalty: 983.755066 Iteration 26Q: 3 clusters Score -2596868 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49011 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -2596872.750000 Penalty: 983.755066 Iteration 27Q: 3 clusters Score -2596873 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49017 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -2596872.000000 Penalty: 983.755066 Iteration 28Q: 3 clusters Score -2596872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49021 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -2596873.500000 Penalty: 983.755066 Iteration 29Q: 3 clusters Score -2596874 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49027 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -2596877.000000 Penalty: 983.755066 Iteration 30Q: 3 clusters Score -2596877 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49035 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -2596882.000000 Penalty: 983.755066 Iteration 31Q: 3 clusters Score -2596882 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49043 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -2596883.750000 Penalty: 983.755066 Iteration 32Q: 3 clusters Score -2596884 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49050 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -2596883.750000 Penalty: 983.755066 Iteration 33Q: 3 clusters Score -2596884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49055 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -2596884.000000 Penalty: 983.755066 Iteration 34Q: 3 clusters Score -2596884 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49059 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -2596887.250000 Penalty: 983.755066 Iteration 35Q: 3 clusters Score -2596887 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49062 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2596887.250000 Penalty: 983.755066 Iteration 36Q: 3 clusters Score -2596887 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49066 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -2596890.750000 Penalty: 983.755066 Iteration 37Q: 3 clusters Score -2596891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49068 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -2596891.750000 Penalty: 983.755066 Iteration 38Q: 3 clusters Score -2596892 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49071 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -2596892.750000 Penalty: 983.755066 Iteration 39Q: 3 clusters Score -2596893 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49074 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -2596892.250000 Penalty: 983.755066 Iteration 40F: 3 clusters Score -2596892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49075 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -2596893.500000 Penalty: 983.755066 Iteration 41Q: 3 clusters Score -2596894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49078 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -2596894.000000 Penalty: 983.755066 Iteration 42Q: 3 clusters Score -2596894 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49078 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -2596894.000000 Penalty: 983.755066 Iteration 43F: 3 clusters Score -2596894 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Entering Unmasked Estep Score: -7581.053223 Penalty: 237.771469 Iteration 0F: 2 clusters Score -7581.053 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7297.197754 Penalty: 475.542938 Iteration 0F: 3 clusters Score -7297.198 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7370.141113 Penalty: 475.542938 Iteration 1F: 3 clusters Score -7370.141 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -7386.812500 Penalty: 475.542938 Iteration 2F: 3 clusters Score -7386.812 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -7409.502441 Penalty: 475.542938 Iteration 3F: 3 clusters Score -7409.502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -7417.648438 Penalty: 475.542938 Iteration 4Q: 3 clusters Score -7417.648 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7438.149414 Penalty: 475.542938 Iteration 5Q: 3 clusters Score -7438.149 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7461.375977 Penalty: 475.542938 Iteration 6Q: 3 clusters Score -7461.376 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7476.275879 Penalty: 475.542938 Iteration 7Q: 3 clusters Score -7476.276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7518.548828 Penalty: 475.542938 Iteration 8F: 3 clusters Score -7518.549 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7533.420898 Penalty: 475.542938 Iteration 9Q: 3 clusters Score -7533.421 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7548.474609 Penalty: 475.542938 Iteration 10Q: 3 clusters Score -7548.475 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -7557.816895 Penalty: 475.542938 Iteration 11Q: 3 clusters Score -7557.817 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -7563.350586 Penalty: 475.542938 Iteration 12Q: 3 clusters Score -7563.351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -7572.090332 Penalty: 475.542938 Iteration 13Q: 3 clusters Score -7572.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -7574.907227 Penalty: 475.542938 Iteration 14Q: 3 clusters Score -7574.907 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -7574.907227 Penalty: 475.542938 Iteration 15F: 3 clusters Score -7574.907 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Entering Unmasked Estep Score: -19923.736328 Penalty: 276.948242 Iteration 0F: 2 clusters Score -19923.74 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 228 members Entering Unmasked Estep Score: -19457.935547 Penalty: 553.896484 Iteration 0F: 3 clusters Score -19457.94 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -19614.251953 Penalty: 553.896484 Iteration 1F: 3 clusters Score -19614.25 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -19712.792969 Penalty: 553.896484 Iteration 2F: 3 clusters Score -19712.79 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -19742.355469 Penalty: 553.896484 Iteration 3F: 3 clusters Score -19742.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -19761.650391 Penalty: 553.896484 Iteration 4F: 3 clusters Score -19761.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -19771.873047 Penalty: 553.896484 Iteration 5Q: 3 clusters Score -19771.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -19784.519531 Penalty: 553.896484 Iteration 6Q: 3 clusters Score -19784.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -19789.050781 Penalty: 553.896484 Iteration 7Q: 3 clusters Score -19789.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -19797.244141 Penalty: 553.896484 Iteration 8Q: 3 clusters Score -19797.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -19805.076172 Penalty: 553.896484 Iteration 9Q: 3 clusters Score -19805.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -19815.476562 Penalty: 553.896484 Iteration 10Q: 3 clusters Score -19815.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -19833.796875 Penalty: 553.896484 Iteration 11Q: 3 clusters Score -19833.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -19850.326172 Penalty: 553.896484 Iteration 12Q: 3 clusters Score -19850.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -19870.019531 Penalty: 553.896484 Iteration 13Q: 3 clusters Score -19870.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -19881.656250 Penalty: 553.896484 Iteration 14Q: 3 clusters Score -19881.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -19885.269531 Penalty: 553.896484 Iteration 15Q: 3 clusters Score -19885.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -19888.525391 Penalty: 553.896484 Iteration 16Q: 3 clusters Score -19888.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -19888.798828 Penalty: 553.896484 Iteration 17Q: 3 clusters Score -19888.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -19888.798828 Penalty: 553.896484 Iteration 18F: 3 clusters Score -19888.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Entering Unmasked Estep Score: -139685.734375 Penalty: 358.662506 Iteration 0F: 2 clusters Score -139685.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -137796.375000 Penalty: 717.325012 Iteration 0F: 3 clusters Score -137796.4 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -138390.515625 Penalty: 717.325012 Iteration 1F: 3 clusters Score -138390.5 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -138482.765625 Penalty: 717.325012 Iteration 2F: 3 clusters Score -138482.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -138581.437500 Penalty: 717.325012 Iteration 3F: 3 clusters Score -138581.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -138724.218750 Penalty: 717.325012 Iteration 4F: 3 clusters Score -138724.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -138907.406250 Penalty: 717.325012 Iteration 5F: 3 clusters Score -138907.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -139072.062500 Penalty: 717.325012 Iteration 6F: 3 clusters Score -139072.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -139214.812500 Penalty: 717.325012 Iteration 7F: 3 clusters Score -139214.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -139317.578125 Penalty: 717.325012 Iteration 8Q: 3 clusters Score -139317.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -139376.500000 Penalty: 717.325012 Iteration 9Q: 3 clusters Score -139376.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -139402.718750 Penalty: 717.325012 Iteration 10Q: 3 clusters Score -139402.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -139419.531250 Penalty: 717.325012 Iteration 11Q: 3 clusters Score -139419.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -139430.468750 Penalty: 717.325012 Iteration 12Q: 3 clusters Score -139430.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -139432.218750 Penalty: 717.325012 Iteration 13Q: 3 clusters Score -139432.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -139433.640625 Penalty: 717.325012 Iteration 14Q: 3 clusters Score -139433.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -139433.921875 Penalty: 717.325012 Iteration 15Q: 3 clusters Score -139433.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -139436.437500 Penalty: 717.325012 Iteration 16Q: 3 clusters Score -139436.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -139436.750000 Penalty: 717.325012 Iteration 17Q: 3 clusters Score -139436.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -139437.250000 Penalty: 717.325012 Iteration 18Q: 3 clusters Score -139437.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -139437.484375 Penalty: 717.325012 Iteration 19Q: 3 clusters Score -139437.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -139438.421875 Penalty: 717.325012 Iteration 20F: 3 clusters Score -139438.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -139439.312500 Penalty: 717.325012 Iteration 21Q: 3 clusters Score -139439.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -139439.953125 Penalty: 717.325012 Iteration 22Q: 3 clusters Score -139440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -139439.953125 Penalty: 717.325012 Iteration 23F: 3 clusters Score -139440 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Entering Unmasked Estep Score: -484409.468750 Penalty: 416.022247 Iteration 0F: 2 clusters Score -484409.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -478160.468750 Penalty: 832.044495 Iteration 0F: 3 clusters Score -478160.5 nChanged 4309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -480589.531250 Penalty: 832.044495 Iteration 1F: 3 clusters Score -480589.5 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -480875.718750 Penalty: 832.044495 Iteration 2F: 3 clusters Score -480875.7 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -481274.468750 Penalty: 832.044495 Iteration 3F: 3 clusters Score -481274.5 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -481867.625000 Penalty: 832.044495 Iteration 4F: 3 clusters Score -481867.6 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -482597.343750 Penalty: 832.044495 Iteration 5F: 3 clusters Score -482597.3 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -483289.343750 Penalty: 832.044495 Iteration 6F: 3 clusters Score -483289.3 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -483750.218750 Penalty: 832.044495 Iteration 7Q: 3 clusters Score -483750.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -483929.906250 Penalty: 832.044495 Iteration 8Q: 3 clusters Score -483929.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -483999.375000 Penalty: 832.044495 Iteration 9Q: 3 clusters Score -483999.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -484035.031250 Penalty: 832.044495 Iteration 10Q: 3 clusters Score -484035 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -484048.687500 Penalty: 832.044495 Iteration 11Q: 3 clusters Score -484048.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -484050.625000 Penalty: 832.044495 Iteration 12Q: 3 clusters Score -484050.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -484051.750000 Penalty: 832.044495 Iteration 13Q: 3 clusters Score -484051.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -484053.093750 Penalty: 832.044495 Iteration 14Q: 3 clusters Score -484053.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -484053.437500 Penalty: 832.044495 Iteration 15Q: 3 clusters Score -484053.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -484053.437500 Penalty: 832.044495 Iteration 16F: 3 clusters Score -484053.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Entering Unmasked Estep Score: -5536.338379 Penalty: 222.510880 Iteration 0F: 2 clusters Score -5536.338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5308.805664 Penalty: 445.021759 Iteration 0F: 3 clusters Score -5308.806 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5378.221680 Penalty: 445.021759 Iteration 1F: 3 clusters Score -5378.222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5401.513672 Penalty: 445.021759 Iteration 2F: 3 clusters Score -5401.514 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5406.361816 Penalty: 445.021759 Iteration 3Q: 3 clusters Score -5406.362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5408.573242 Penalty: 445.021759 Iteration 4Q: 3 clusters Score -5408.573 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5408.573242 Penalty: 445.021759 Iteration 5F: 3 clusters Score -5408.573 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -15372.292969 Penalty: 264.406921 Iteration 0F: 2 clusters Score -15372.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14995.137695 Penalty: 528.813843 Iteration 0F: 3 clusters Score -14995.14 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -15084.329102 Penalty: 528.813843 Iteration 1F: 3 clusters Score -15084.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15100.058594 Penalty: 528.813843 Iteration 2F: 3 clusters Score -15100.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15111.782227 Penalty: 528.813843 Iteration 3Q: 3 clusters Score -15111.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -15121.333984 Penalty: 528.813843 Iteration 4Q: 3 clusters Score -15121.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15134.743164 Penalty: 528.813843 Iteration 5Q: 3 clusters Score -15134.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -15144.726562 Penalty: 528.813843 Iteration 6Q: 3 clusters Score -15144.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -15156.891602 Penalty: 528.813843 Iteration 7Q: 3 clusters Score -15156.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -15160.761719 Penalty: 528.813843 Iteration 8Q: 3 clusters Score -15160.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -15163.145508 Penalty: 528.813843 Iteration 9Q: 3 clusters Score -15163.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -15171.696289 Penalty: 528.813843 Iteration 10Q: 3 clusters Score -15171.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -15175.232422 Penalty: 528.813843 Iteration 11Q: 3 clusters Score -15175.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -15177.490234 Penalty: 528.813843 Iteration 12Q: 3 clusters Score -15177.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15180.168945 Penalty: 528.813843 Iteration 13Q: 3 clusters Score -15180.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15180.841797 Penalty: 528.813843 Iteration 14Q: 3 clusters Score -15180.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -15180.989258 Penalty: 528.813843 Iteration 15Q: 3 clusters Score -15180.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -15181.498047 Penalty: 528.813843 Iteration 16Q: 3 clusters Score -15181.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -15183.569336 Penalty: 528.813843 Iteration 17Q: 3 clusters Score -15183.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15187.798828 Penalty: 528.813843 Iteration 18Q: 3 clusters Score -15187.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15193.384766 Penalty: 528.813843 Iteration 19Q: 3 clusters Score -15193.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -15194.374023 Penalty: 528.813843 Iteration 20F: 3 clusters Score -15194.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15194.735352 Penalty: 528.813843 Iteration 21Q: 3 clusters Score -15194.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15196.275391 Penalty: 528.813843 Iteration 22Q: 3 clusters Score -15196.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15196.275391 Penalty: 528.813843 Iteration 23F: 3 clusters Score -15196.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Entering Unmasked Estep Score: -6918.094727 Penalty: 235.514816 Iteration 0F: 2 clusters Score -6918.095 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -6689.232422 Penalty: 471.029633 Iteration 0F: 3 clusters Score -6689.232 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -6778.810059 Penalty: 471.029633 Iteration 1F: 3 clusters Score -6778.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -6823.915039 Penalty: 471.029633 Iteration 2F: 3 clusters Score -6823.915 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -6870.301270 Penalty: 471.029633 Iteration 3F: 3 clusters Score -6870.301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -6897.842285 Penalty: 471.029633 Iteration 4Q: 3 clusters Score -6897.842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -6939.067383 Penalty: 471.029633 Iteration 5Q: 3 clusters Score -6939.067 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -6949.219727 Penalty: 471.029633 Iteration 6Q: 3 clusters Score -6949.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -6949.219727 Penalty: 471.029633 Iteration 7F: 3 clusters Score -6949.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 32479 members Mstep: Class 2 contains 28393 members Mstep: Class 3 contains 2159 members Mstep: Class 4 contains 147546 members Mstep: Class 5 contains 2486 members Mstep: Class 6 contains 4727 members Mstep: Class 7 contains 11046 members Mstep: Class 8 contains 128 members Mstep: Class 9 contains 633 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 1871 members Mstep: Class 12 contains 3919 members Mstep: Class 13 contains 2852 members Mstep: Class 14 contains 65 members Mstep: Class 15 contains 181 members Mstep: Class 16 contains 49538 members Mstep: Class 17 contains 186 members Mstep: Class 18 contains 440 members Mstep: Class 19 contains 2651 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 133 members Mstep: Class 22 contains 334 members Mstep: Class 23 contains 146 members Mstep: Class 24 contains 201980 members Mstep: Class 25 contains 194 members Mstep: Class 26 contains 167 members Mstep: Class 27 contains 647 members Mstep: Class 28 contains 185 members Mstep: Class 29 contains 40 members Mstep: Class 30 contains 31 members Entering Unmasked Estep Score: -24283420.000000 Penalty: 17927.505859 Splitting cluster 23 changes total score from -24283740.000000 to -24283420.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (201980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201980 members Entering Unmasked Estep Score: -9939187.000000 Penalty: 555.824524 Iteration 0F: 2 clusters Score -9939187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100944 members Mstep: Class 2 contains 101036 members Entering Unmasked Estep Score: -9803665.000000 Penalty: 1111.649048 Iteration 0F: 3 clusters Score -9803665 nChanged 99496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101596 members Mstep: Class 2 contains 100384 members Entering Unmasked Estep Score: -9865153.000000 Penalty: 1111.649048 Iteration 1F: 3 clusters Score -9865153 nChanged 7229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102193 members Mstep: Class 2 contains 99787 members Entering Unmasked Estep Score: -9867167.000000 Penalty: 1111.649048 Iteration 2Q: 3 clusters Score -9867167 nChanged 7824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102837 members Mstep: Class 2 contains 99143 members Entering Unmasked Estep Score: -9869888.000000 Penalty: 1111.649048 Iteration 3Q: 3 clusters Score -9869888 nChanged 8703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103440 members Mstep: Class 2 contains 98540 members Entering Unmasked Estep Score: -9873481.000000 Penalty: 1111.649048 Iteration 4Q: 3 clusters Score -9873481 nChanged 9884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104038 members Mstep: Class 2 contains 97942 members Entering Unmasked Estep Score: -9878513.000000 Penalty: 1111.649048 Iteration 5Q: 3 clusters Score -9878513 nChanged 10995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104499 members Mstep: Class 2 contains 97481 members Entering Unmasked Estep Score: -9885639.000000 Penalty: 1111.649048 Iteration 6F: 3 clusters Score -9885639 nChanged 11910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104575 members Mstep: Class 2 contains 97405 members Entering Unmasked Estep Score: -9893990.000000 Penalty: 1111.649048 Iteration 7F: 3 clusters Score -9893990 nChanged 11183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104516 members Mstep: Class 2 contains 97464 members Entering Unmasked Estep Score: -9900404.000000 Penalty: 1111.649048 Iteration 8F: 3 clusters Score -9900404 nChanged 8165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104449 members Mstep: Class 2 contains 97531 members Entering Unmasked Estep Score: -9903194.000000 Penalty: 1111.649048 Iteration 9Q: 3 clusters Score -9903194 nChanged 4566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104557 members Mstep: Class 2 contains 97423 members Entering Unmasked Estep Score: -9903893.000000 Penalty: 1111.649048 Iteration 10Q: 3 clusters Score -9903893 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104731 members Mstep: Class 2 contains 97249 members Entering Unmasked Estep Score: -9904112.000000 Penalty: 1111.649048 Iteration 11Q: 3 clusters Score -9904112 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104929 members Mstep: Class 2 contains 97051 members Entering Unmasked Estep Score: -9904268.000000 Penalty: 1111.649048 Iteration 12Q: 3 clusters Score -9904268 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105153 members Mstep: Class 2 contains 96827 members Entering Unmasked Estep Score: -9904282.000000 Penalty: 1111.649048 Iteration 13Q: 3 clusters Score -9904282 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105341 members Mstep: Class 2 contains 96639 members Entering Unmasked Estep Score: -9904355.000000 Penalty: 1111.649048 Iteration 14Q: 3 clusters Score -9904355 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105522 members Mstep: Class 2 contains 96458 members Entering Unmasked Estep Score: -9904382.000000 Penalty: 1111.649048 Iteration 15Q: 3 clusters Score -9904382 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105695 members Mstep: Class 2 contains 96285 members Entering Unmasked Estep Score: -9904479.000000 Penalty: 1111.649048 Iteration 16Q: 3 clusters Score -9904479 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105892 members Mstep: Class 2 contains 96088 members Entering Unmasked Estep Score: -9904550.000000 Penalty: 1111.649048 Iteration 17Q: 3 clusters Score -9904550 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106116 members Mstep: Class 2 contains 95864 members Entering Unmasked Estep Score: -9904569.000000 Penalty: 1111.649048 Iteration 18Q: 3 clusters Score -9904569 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106417 members Mstep: Class 2 contains 95563 members Entering Unmasked Estep Score: -9904637.000000 Penalty: 1111.649048 Iteration 19Q: 3 clusters Score -9904637 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106779 members Mstep: Class 2 contains 95201 members Entering Unmasked Estep Score: -9904701.000000 Penalty: 1111.649048 Iteration 20F: 3 clusters Score -9904701 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107188 members Mstep: Class 2 contains 94792 members Entering Unmasked Estep Score: -9904739.000000 Penalty: 1111.649048 Iteration 21Q: 3 clusters Score -9904739 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107626 members Mstep: Class 2 contains 94354 members Entering Unmasked Estep Score: -9904815.000000 Penalty: 1111.649048 Iteration 22Q: 3 clusters Score -9904815 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108087 members Mstep: Class 2 contains 93893 members Entering Unmasked Estep Score: -9904850.000000 Penalty: 1111.649048 Iteration 23Q: 3 clusters Score -9904850 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108580 members Mstep: Class 2 contains 93400 members Entering Unmasked Estep Score: -9904963.000000 Penalty: 1111.649048 Iteration 24Q: 3 clusters Score -9904963 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109143 members Mstep: Class 2 contains 92837 members Entering Unmasked Estep Score: -9905078.000000 Penalty: 1111.649048 Iteration 25Q: 3 clusters Score -9905078 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109744 members Mstep: Class 2 contains 92236 members Entering Unmasked Estep Score: -9905103.000000 Penalty: 1111.649048 Iteration 26Q: 3 clusters Score -9905103 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110369 members Mstep: Class 2 contains 91611 members Entering Unmasked Estep Score: -9905178.000000 Penalty: 1111.649048 Iteration 27Q: 3 clusters Score -9905178 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111037 members Mstep: Class 2 contains 90943 members Entering Unmasked Estep Score: -9905256.000000 Penalty: 1111.649048 Iteration 28Q: 3 clusters Score -9905256 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111756 members Mstep: Class 2 contains 90224 members Entering Unmasked Estep Score: -9905365.000000 Penalty: 1111.649048 Iteration 29Q: 3 clusters Score -9905365 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112571 members Mstep: Class 2 contains 89409 members Entering Unmasked Estep Score: -9905430.000000 Penalty: 1111.649048 Iteration 30Q: 3 clusters Score -9905430 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113431 members Mstep: Class 2 contains 88549 members Entering Unmasked Estep Score: -9905578.000000 Penalty: 1111.649048 Iteration 31Q: 3 clusters Score -9905578 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114370 members Mstep: Class 2 contains 87610 members Entering Unmasked Estep Score: -9905702.000000 Penalty: 1111.649048 Iteration 32Q: 3 clusters Score -9905702 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115348 members Mstep: Class 2 contains 86632 members Entering Unmasked Estep Score: -9905829.000000 Penalty: 1111.649048 Iteration 33Q: 3 clusters Score -9905829 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116358 members Mstep: Class 2 contains 85622 members Entering Unmasked Estep Score: -9905932.000000 Penalty: 1111.649048 Iteration 34Q: 3 clusters Score -9905932 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117498 members Mstep: Class 2 contains 84482 members Entering Unmasked Estep Score: -9906075.000000 Penalty: 1111.649048 Iteration 35Q: 3 clusters Score -9906075 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118692 members Mstep: Class 2 contains 83288 members Entering Unmasked Estep Score: -9906235.000000 Penalty: 1111.649048 Iteration 36Q: 3 clusters Score -9906235 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119938 members Mstep: Class 2 contains 82042 members Entering Unmasked Estep Score: -9906367.000000 Penalty: 1111.649048 Iteration 37Q: 3 clusters Score -9906367 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121230 members Mstep: Class 2 contains 80750 members Entering Unmasked Estep Score: -9906594.000000 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Unmasked Estep Score: -9907300.000000 Penalty: 1111.649048 Iteration 42Q: 3 clusters Score -9907300 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128926 members Mstep: Class 2 contains 73054 members Entering Unmasked Estep Score: -9907585.000000 Penalty: 1111.649048 Iteration 43Q: 3 clusters Score -9907585 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130857 members Mstep: Class 2 contains 71123 members Entering Unmasked Estep Score: -9907931.000000 Penalty: 1111.649048 Iteration 44Q: 3 clusters Score -9907931 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132898 members Mstep: Class 2 contains 69082 members Entering Unmasked Estep Score: -9908283.000000 Penalty: 1111.649048 Iteration 45Q: 3 clusters Score -9908283 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134989 members Mstep: Class 2 contains 66991 members Entering Unmasked Estep Score: -9908715.000000 Penalty: 1111.649048 Iteration 46Q: 3 clusters Score -9908715 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137215 members Mstep: Class 2 contains 64765 members Entering Unmasked Estep Score: -9909067.000000 Penalty: 1111.649048 Iteration 47Q: 3 clusters Score -9909067 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139579 members Mstep: Class 2 contains 62401 members Entering Unmasked Estep Score: -9909567.000000 Penalty: 1111.649048 Iteration 48Q: 3 clusters Score -9909567 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142095 members Mstep: Class 2 contains 59885 members Entering Unmasked Estep Score: -9910120.000000 Penalty: 1111.649048 Iteration 49Q: 3 clusters Score -9910120 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144721 members Mstep: Class 2 contains 57259 members Entering Unmasked Estep Score: -9910730.000000 Penalty: 1111.649048 Iteration 50Q: 3 clusters Score -9910730 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147390 members Mstep: Class 2 contains 54590 members Entering Unmasked Estep Score: -9911352.000000 Penalty: 1111.649048 Iteration 51Q: 3 clusters Score -9911352 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150093 members Mstep: Class 2 contains 51887 members Entering Unmasked Estep Score: -9911982.000000 Penalty: 1111.649048 Iteration 52Q: 3 clusters Score -9911982 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152976 members Mstep: Class 2 contains 49004 members Entering Unmasked Estep Score: -9912790.000000 Penalty: 1111.649048 Iteration 53Q: 3 clusters Score -9912790 nChanged 3051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156019 members Mstep: Class 2 contains 45961 members Entering Unmasked Estep Score: -9913705.000000 Penalty: 1111.649048 Iteration 54Q: 3 clusters Score -9913705 nChanged 3193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159202 members Mstep: Class 2 contains 42778 members Entering Unmasked Estep Score: -9914821.000000 Penalty: 1111.649048 Iteration 55Q: 3 clusters Score -9914821 nChanged 3225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162417 members Mstep: Class 2 contains 39563 members Entering Unmasked Estep Score: -9915890.000000 Penalty: 1111.649048 Iteration 56Q: 3 clusters Score -9915890 nChanged 3371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165788 members Mstep: Class 2 contains 36192 members Entering Unmasked Estep Score: -9917241.000000 Penalty: 1111.649048 Iteration 57Q: 3 clusters Score -9917241 nChanged 3472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169260 members Mstep: Class 2 contains 32720 members Entering Unmasked Estep Score: -9918771.000000 Penalty: 1111.649048 Iteration 58Q: 3 clusters Score -9918771 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172715 members Mstep: Class 2 contains 29265 members Entering Unmasked Estep Score: -9920235.000000 Penalty: 1111.649048 Iteration 59Q: 3 clusters Score -9920235 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176090 members Mstep: Class 2 contains 25890 members Entering Unmasked Estep Score: -9921994.000000 Penalty: 1111.649048 Iteration 60F: 3 clusters Score -9921994 nChanged 3367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179453 members Mstep: Class 2 contains 22527 members Entering Unmasked Estep Score: -9923840.000000 Penalty: 1111.649048 Iteration 61Q: 3 clusters Score -9923840 nChanged 3285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182734 members Mstep: Class 2 contains 19246 members Entering Unmasked Estep Score: -9925688.000000 Penalty: 1111.649048 Iteration 62Q: 3 clusters Score -9925688 nChanged 3166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185896 members Mstep: Class 2 contains 16084 members Entering Unmasked Estep Score: -9927705.000000 Penalty: 1111.649048 Iteration 63Q: 3 clusters Score -9927705 nChanged 2981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188871 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -9929695.000000 Penalty: 1111.649048 Iteration 64Q: 3 clusters Score -9929695 nChanged 2734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191605 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -9931645.000000 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members Entering Unmasked Estep Score: -9938502.000000 Penalty: 1111.649048 Iteration 73Q: 3 clusters Score -9938502 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201200 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -9938637.000000 Penalty: 1111.649048 Iteration 74Q: 3 clusters Score -9938637 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201263 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -9938710.000000 Penalty: 1111.649048 Iteration 75Q: 3 clusters Score -9938710 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201297 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -9938762.000000 Penalty: 1111.649048 Iteration 76Q: 3 clusters Score -9938762 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201318 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -9938789.000000 Penalty: 1111.649048 Iteration 77Q: 3 clusters Score -9938789 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201323 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -9938792.000000 Penalty: 1111.649048 Iteration 78Q: 3 clusters Score -9938792 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201337 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -9938796.000000 Penalty: 1111.649048 Iteration 79Q: 3 clusters Score -9938796 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201350 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -9938817.000000 Penalty: 1111.649048 Iteration 80F: 3 clusters Score -9938817 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201362 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -9938832.000000 Penalty: 1111.649048 Iteration 81Q: 3 clusters Score -9938832 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201365 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -9938841.000000 Penalty: 1111.649048 Iteration 82Q: 3 clusters Score -9938841 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201359 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -9938840.000000 Penalty: 1111.649048 Iteration 83Q: 3 clusters Score -9938840 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201354 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -9938856.000000 Penalty: 1111.649048 Iteration 84Q: 3 clusters Score -9938856 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201344 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -9938871.000000 Penalty: 1111.649048 Iteration 85Q: 3 clusters Score -9938871 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201322 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -9938896.000000 Penalty: 1111.649048 Iteration 86Q: 3 clusters Score -9938896 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201310 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -9938907.000000 Penalty: 1111.649048 Iteration 87Q: 3 clusters Score -9938907 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201312 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -9938910.000000 Penalty: 1111.649048 Iteration 88Q: 3 clusters Score -9938910 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201309 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -9938912.000000 Penalty: 1111.649048 Iteration 89Q: 3 clusters Score -9938912 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201300 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -9938916.000000 Penalty: 1111.649048 Iteration 90Q: 3 clusters Score -9938916 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201302 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -9938917.000000 Penalty: 1111.649048 Iteration 91Q: 3 clusters Score -9938917 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201301 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -9938916.000000 Penalty: 1111.649048 Iteration 92Q: 3 clusters Score -9938916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201301 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -9938925.000000 Penalty: 1111.649048 Iteration 93Q: 3 clusters Score -9938925 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201297 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -9938931.000000 Penalty: 1111.649048 Iteration 94Q: 3 clusters Score -9938931 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201294 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -9938935.000000 Penalty: 1111.649048 Iteration 95Q: 3 clusters Score -9938935 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201291 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -9938934.000000 Penalty: 1111.649048 Iteration 96Q: 3 clusters Score -9938934 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201289 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -9938938.000000 Penalty: 1111.649048 Iteration 97Q: 3 clusters Score -9938938 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201287 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -9938933.000000 Penalty: 1111.649048 Iteration 98Q: 3 clusters Score -9938933 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201286 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -9938937.000000 Penalty: 1111.649048 Iteration 99Q: 3 clusters Score -9938937 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201283 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -9938946.000000 Penalty: 1111.649048 Iteration 100F: 3 clusters Score -9938946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201275 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -9938952.000000 Penalty: 1111.649048 Iteration 101Q: 3 clusters Score -9938952 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201268 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -9938951.000000 Penalty: 1111.649048 Iteration 102Q: 3 clusters Score -9938951 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201267 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -9938951.000000 Penalty: 1111.649048 Iteration 103Q: 3 clusters Score -9938951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201265 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -9938952.000000 Penalty: 1111.649048 Iteration 104Q: 3 clusters Score -9938952 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201267 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -9938958.000000 Penalty: 1111.649048 Iteration 105Q: 3 clusters Score -9938958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201266 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -9938961.000000 Penalty: 1111.649048 Iteration 106Q: 3 clusters Score -9938961 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201263 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -9938949.000000 Penalty: 1111.649048 Iteration 107Q: 3 clusters Score -9938949 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201259 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -9938953.000000 Penalty: 1111.649048 Iteration 108Q: 3 clusters Score -9938953 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201259 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -9938948.000000 Penalty: 1111.649048 Iteration 109Q: 3 clusters Score -9938948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201259 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -9938948.000000 Penalty: 1111.649048 Iteration 110F: 3 clusters Score -9938948 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -9217.932617 Penalty: 239.687546 Iteration 0F: 2 clusters Score -9217.933 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -8941.425781 Penalty: 479.375092 Iteration 0F: 3 clusters Score -8941.426 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9003.037109 Penalty: 479.375092 Iteration 1F: 3 clusters Score -9003.037 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -9019.846680 Penalty: 479.375092 Iteration 2F: 3 clusters Score -9019.847 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9029.787109 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -9029.787 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9045.325195 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -9045.325 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -9052.429688 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -9052.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9052.861328 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -9052.861 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -9052.861328 Penalty: 479.375092 Iteration 7F: 3 clusters Score -9052.861 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Entering Unmasked Estep Score: -7103.133789 Penalty: 232.868713 Iteration 0F: 2 clusters Score -7103.134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6833.719238 Penalty: 465.737427 Iteration 0F: 3 clusters Score -6833.719 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6886.601074 Penalty: 465.737427 Iteration 1F: 3 clusters Score -6886.601 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6908.539062 Penalty: 465.737427 Iteration 2F: 3 clusters Score -6908.539 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -6921.817383 Penalty: 465.737427 Iteration 3F: 3 clusters Score -6921.817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6932.433105 Penalty: 465.737427 Iteration 4Q: 3 clusters Score -6932.433 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6947.282715 Penalty: 465.737427 Iteration 5Q: 3 clusters Score -6947.283 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6960.467285 Penalty: 465.737427 Iteration 6Q: 3 clusters Score -6960.467 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -6965.206543 Penalty: 465.737427 Iteration 7Q: 3 clusters Score -6965.207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6969.791992 Penalty: 465.737427 Iteration 8Q: 3 clusters Score -6969.792 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6977.296875 Penalty: 465.737427 Iteration 9Q: 3 clusters Score -6977.297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6983.553223 Penalty: 465.737427 Iteration 10Q: 3 clusters Score -6983.553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6989.777344 Penalty: 465.737427 Iteration 11Q: 3 clusters Score -6989.777 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -6993.013672 Penalty: 465.737427 Iteration 12Q: 3 clusters Score -6993.014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -6996.767578 Penalty: 465.737427 Iteration 13Q: 3 clusters Score -6996.768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -7004.234375 Penalty: 465.737427 Iteration 14Q: 3 clusters Score -7004.234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -7009.190430 Penalty: 465.737427 Iteration 15Q: 3 clusters Score -7009.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -7009.685547 Penalty: 465.737427 Iteration 16F: 3 clusters Score -7009.686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -7030.825195 Penalty: 465.737427 Iteration 17Q: 3 clusters Score -7030.825 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -7045.553711 Penalty: 465.737427 Iteration 18Q: 3 clusters Score -7045.554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -7048.537598 Penalty: 465.737427 Iteration 19Q: 3 clusters Score -7048.538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -7058.411621 Penalty: 465.737427 Iteration 20F: 3 clusters Score -7058.412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -7062.307129 Penalty: 465.737427 Iteration 21Q: 3 clusters Score -7062.307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -7065.373535 Penalty: 465.737427 Iteration 22Q: 3 clusters Score -7065.374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -7068.152344 Penalty: 465.737427 Iteration 23Q: 3 clusters Score -7068.152 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7068.995117 Penalty: 465.737427 Iteration 24Q: 3 clusters Score -7068.995 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7068.995117 Penalty: 465.737427 Iteration 25F: 3 clusters Score -7068.995 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -28419.796875 Penalty: 294.491760 Iteration 0F: 2 clusters Score -28419.8 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 312 members Entering Unmasked Estep Score: -27860.992188 Penalty: 588.983521 Iteration 0F: 3 clusters Score -27860.99 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -28016.789062 Penalty: 588.983521 Iteration 1F: 3 clusters Score -28016.79 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -28058.351562 Penalty: 588.983521 Iteration 2F: 3 clusters Score -28058.35 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -28083.421875 Penalty: 588.983521 Iteration 3Q: 3 clusters Score -28083.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -28095.314453 Penalty: 588.983521 Iteration 4Q: 3 clusters Score -28095.31 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -28115.306641 Penalty: 588.983521 Iteration 5Q: 3 clusters Score -28115.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -28130.962891 Penalty: 588.983521 Iteration 6Q: 3 clusters Score -28130.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -28147.263672 Penalty: 588.983521 Iteration 7Q: 3 clusters Score -28147.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -28158.369141 Penalty: 588.983521 Iteration 8Q: 3 clusters Score -28158.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -28168.740234 Penalty: 588.983521 Iteration 9Q: 3 clusters Score -28168.74 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -28176.076172 Penalty: 588.983521 Iteration 10Q: 3 clusters Score -28176.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -28180.648438 Penalty: 588.983521 Iteration 11Q: 3 clusters Score -28180.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -28184.195312 Penalty: 588.983521 Iteration 12Q: 3 clusters Score -28184.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -28186.746094 Penalty: 588.983521 Iteration 13Q: 3 clusters Score -28186.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -28190.134766 Penalty: 588.983521 Iteration 14Q: 3 clusters Score -28190.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -28196.328125 Penalty: 588.983521 Iteration 15Q: 3 clusters Score -28196.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -28199.568359 Penalty: 588.983521 Iteration 16Q: 3 clusters Score -28199.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -28202.044922 Penalty: 588.983521 Iteration 17Q: 3 clusters Score -28202.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -28202.736328 Penalty: 588.983521 Iteration 18Q: 3 clusters Score -28202.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -28202.736328 Penalty: 588.983521 Iteration 19F: 3 clusters Score -28202.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Entering Unmasked Estep Score: -6955.078613 Penalty: 237.526199 Iteration 0F: 2 clusters Score -6955.079 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6691.318359 Penalty: 475.052399 Iteration 0F: 3 clusters Score -6691.318 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6745.137695 Penalty: 475.052399 Iteration 1F: 3 clusters Score -6745.138 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -6753.780273 Penalty: 475.052399 Iteration 2F: 3 clusters Score -6753.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -6755.241211 Penalty: 475.052399 Iteration 3Q: 3 clusters Score -6755.241 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6762.483887 Penalty: 475.052399 Iteration 4Q: 3 clusters Score -6762.484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6772.789062 Penalty: 475.052399 Iteration 5Q: 3 clusters Score -6772.789 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6777.114746 Penalty: 475.052399 Iteration 6Q: 3 clusters Score -6777.115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -6780.580566 Penalty: 475.052399 Iteration 7Q: 3 clusters Score -6780.581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -6783.009766 Penalty: 475.052399 Iteration 8Q: 3 clusters Score -6783.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -6783.431152 Penalty: 475.052399 Iteration 9Q: 3 clusters Score -6783.431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -6783.431152 Penalty: 475.052399 Iteration 10F: 3 clusters Score -6783.431 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (40 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Entering Unmasked Estep Score: -1577.507568 Penalty: 167.844009 Iteration 0F: 2 clusters Score -1577.508 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -1459.259277 Penalty: 335.688019 Iteration 0F: 3 clusters Score -1459.259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -1469.774658 Penalty: 335.688019 Iteration 1Q: 3 clusters Score -1469.775 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21 members Mstep: Class 2 contains 19 members Entering Unmasked Estep Score: -1469.774658 Penalty: 335.688019 Iteration 2F: 3 clusters Score -1469.775 nChanged 0 --- Evaluating fit on full set of 1517107 points --- Entering Unmasked Estep Score: -72722568.000000 Penalty: 18779.541016 24->30 Clusters: Score -72722568.000000, best is -72845912.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 505702 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21055 members Mstep: Class 2 contains 21234 members Mstep: Class 3 contains 21053 members Mstep: Class 4 contains 20807 members Mstep: Class 5 contains 21009 members Mstep: Class 6 contains 21163 members Mstep: Class 7 contains 21146 members Mstep: Class 8 contains 20880 members Mstep: Class 9 contains 20970 members Mstep: Class 10 contains 21013 members Mstep: Class 11 contains 20844 members Mstep: Class 12 contains 21024 members Mstep: Class 13 contains 21129 members Mstep: Class 14 contains 21325 members Mstep: Class 15 contains 21091 members Mstep: Class 16 contains 21044 members Mstep: Class 17 contains 21015 members Mstep: Class 18 contains 21122 members Mstep: Class 19 contains 20996 members Mstep: Class 20 contains 21099 members Mstep: Class 21 contains 20858 members Mstep: Class 22 contains 21342 members Mstep: Class 23 contains 21220 members Mstep: Class 24 contains 21263 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 3.444036 but Gain 597.583008 Score: -19677800.000000 Penalty: 13744.420898 Iteration 0F: 24 clusters Score -1.96778e+07 nChanged 484475 Entering Unmasked Mstep Mstep: Class 0 contains 2992 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 523 members Mstep: Class 3 contains 2207 members Mstep: Class 4 contains 3917 members Mstep: Class 5 contains 7498 members Mstep: Class 6 contains 235328 members Mstep: Class 7 contains 12054 members Mstep: Class 8 contains 12016 members Mstep: Class 9 contains 2241 members Mstep: Class 10 contains 29742 members Mstep: Class 11 contains 3476 members Mstep: Class 12 contains 689 members Mstep: Class 13 contains 829 members Mstep: Class 14 contains 1188 members Mstep: Class 15 contains 13037 members Mstep: Class 16 contains 2371 members Mstep: Class 17 contains 23003 members Mstep: Class 18 contains 6518 members Mstep: Class 19 contains 474 members Mstep: Class 20 contains 53761 members Mstep: Class 21 contains 517 members Mstep: Class 22 contains 28077 members Mstep: Class 23 contains 42822 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 442.387970 but Gain 597.583984 Score: -23398338.000000 Penalty: 13146.836914 Iteration 1F: 23 clusters Score -2.339834e+07 nChanged 158123 Entering Unmasked Mstep Mstep: Class 0 contains 2365 members Mstep: Class 1 contains 7824 members Mstep: Class 3 contains 1782 members Mstep: Class 4 contains 1691 members Mstep: Class 5 contains 14967 members Mstep: Class 6 contains 285896 members Mstep: Class 7 contains 19814 members Mstep: Class 8 contains 19480 members Mstep: Class 9 contains 1794 members Mstep: Class 10 contains 18503 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 1821 members Mstep: Class 13 contains 478 members Mstep: Class 14 contains 525 members Mstep: Class 15 contains 7177 members Mstep: Class 16 contains 675 members Mstep: Class 17 contains 5565 members Mstep: Class 18 contains 11263 members Mstep: Class 19 contains 343 members Mstep: Class 20 contains 49087 members Mstep: Class 21 contains 233 members Mstep: Class 22 contains 16365 members Mstep: Class 23 contains 35488 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 362.566040 but Gain 597.583008 Score: -23722212.000000 Penalty: 12549.253906 Iteration 2F: 22 clusters Score -2.372221e+07 nChanged 103181 Entering Unmasked Mstep Mstep: Class 0 contains 2097 members Mstep: Class 1 contains 2690 members Mstep: Class 3 contains 1831 members Mstep: Class 4 contains 2275 members Mstep: Class 5 contains 27926 members Mstep: Class 6 contains 285386 members Mstep: Class 7 contains 32949 members Mstep: Class 8 contains 35485 members Mstep: Class 9 contains 952 members Mstep: Class 10 contains 11369 members Mstep: Class 11 contains 1952 members Mstep: Class 12 contains 1291 members Mstep: Class 13 contains 670 members Mstep: Class 15 contains 3165 members Mstep: Class 16 contains 321 members Mstep: Class 17 contains 1734 members Mstep: Class 18 contains 12810 members Mstep: Class 19 contains 568 members Mstep: Class 20 contains 46448 members Mstep: Class 21 contains 175 members Mstep: Class 22 contains 13082 members Mstep: Class 23 contains 20526 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 365.678253 but Gain 597.583984 Score: -23894998.000000 Penalty: 11951.669922 Iteration 3F: 21 clusters Score -2.3895e+07 nChanged 79391 Entering Unmasked Mstep Mstep: Class 0 contains 1519 members Mstep: Class 1 contains 1084 members Mstep: Class 3 contains 1532 members Mstep: Class 4 contains 3358 members Mstep: Class 5 contains 37185 members Mstep: Class 6 contains 269382 members Mstep: Class 7 contains 43099 members Mstep: Class 8 contains 52490 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 7862 members Mstep: Class 11 contains 854 members Mstep: Class 13 contains 902 members Mstep: Class 15 contains 1336 members Mstep: Class 16 contains 425 members Mstep: Class 17 contains 898 members Mstep: Class 18 contains 11548 members Mstep: Class 19 contains 999 members Mstep: Class 20 contains 49611 members Mstep: Class 21 contains 209 members Mstep: Class 22 contains 11900 members Mstep: Class 23 contains 8420 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 510.440491 but Gain 597.583008 Score: -24012732.000000 Penalty: 11354.086914 Iteration 4F: 20 clusters Score -2.401273e+07 nChanged 60367 Entering Unmasked Mstep Mstep: Class 0 contains 1153 members Mstep: Class 3 contains 953 members Mstep: Class 4 contains 3787 members Mstep: Class 5 contains 42573 members Mstep: Class 6 contains 245261 members Mstep: Class 7 contains 47569 members Mstep: Class 8 contains 69226 members Mstep: Class 9 contains 1389 members Mstep: Class 10 contains 6625 members Mstep: Class 11 contains 371 members Mstep: Class 13 contains 1054 members Mstep: Class 15 contains 609 members Mstep: Class 16 contains 605 members Mstep: Class 17 contains 686 members Mstep: Class 18 contains 10270 members Mstep: Class 19 contains 1153 members Mstep: Class 20 contains 58864 members Mstep: Class 21 contains 235 members Mstep: Class 22 contains 10660 members Mstep: Class 23 contains 2659 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 389.153107 but Gain 597.583984 Score: -24109640.000000 Penalty: 10756.502930 Iteration 5F: 19 clusters Score -2.410964e+07 nChanged 45129 Entering Unmasked Mstep Mstep: Class 0 contains 228 members Mstep: Class 3 contains 532 members Mstep: Class 4 contains 3837 members Mstep: Class 5 contains 44914 members Mstep: Class 6 contains 222974 members Mstep: Class 7 contains 48063 members Mstep: Class 8 contains 85187 members Mstep: Class 9 contains 1620 members Mstep: Class 10 contains 6355 members Mstep: Class 11 contains 302 members Mstep: Class 13 contains 1014 members Mstep: Class 16 contains 1390 members Mstep: Class 17 contains 600 members Mstep: Class 18 contains 9763 members Mstep: Class 19 contains 1275 members Mstep: Class 20 contains 67141 members Mstep: Class 21 contains 235 members Mstep: Class 22 contains 9474 members Mstep: Class 23 contains 798 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 236.785156 but Gain 597.583008 Score: -24157472.000000 Penalty: 10158.919922 Iteration 6F: 18 clusters Score -2.415747e+07 nChanged 33209 Entering Unmasked Mstep Mstep: Class 0 contains 191 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 3845 members Mstep: Class 5 contains 45038 members Mstep: Class 6 contains 206073 members Mstep: Class 7 contains 46414 members Mstep: Class 8 contains 100149 members Mstep: Class 9 contains 1814 members Mstep: Class 10 contains 6552 members Mstep: Class 11 contains 307 members Mstep: Class 13 contains 858 members Mstep: Class 16 contains 1380 members Mstep: Class 17 contains 554 members Mstep: Class 18 contains 9451 members Mstep: Class 19 contains 1290 members Mstep: Class 20 contains 73023 members Mstep: Class 21 contains 235 members Mstep: Class 22 contains 8187 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 286.180786 but Gain 597.583984 Score: -24187256.000000 Penalty: 9561.335938 Iteration 7F: 17 clusters Score -2.418726e+07 nChanged 27424 Entering Unmasked Mstep Mstep: Class 0 contains 176 members Mstep: Class 4 contains 3849 members Mstep: Class 5 contains 43722 members Mstep: Class 6 contains 193953 members Mstep: Class 7 contains 44286 members Mstep: Class 8 contains 113426 members Mstep: Class 9 contains 2045 members Mstep: Class 10 contains 6925 members Mstep: Class 11 contains 300 members Mstep: Class 13 contains 649 members Mstep: Class 16 contains 1380 members Mstep: Class 17 contains 525 members Mstep: Class 18 contains 9064 members Mstep: Class 19 contains 1291 members Mstep: Class 20 contains 77084 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 6791 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 448.796234 but Gain 597.583008 Score: -24209546.000000 Penalty: 8963.752930 Iteration 8F: 16 clusters Score -2.420955e+07 nChanged 23896 Entering Unmasked Mstep Mstep: Class 0 contains 166 members Mstep: Class 4 contains 3850 members Mstep: Class 5 contains 41484 members Mstep: Class 6 contains 186122 members Mstep: Class 7 contains 42237 members Mstep: Class 8 contains 124638 members Mstep: Class 9 contains 2416 members Mstep: Class 10 contains 7375 members Mstep: Class 11 contains 286 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 511 members Mstep: Class 18 contains 8628 members Mstep: Class 19 contains 1293 members Mstep: Class 20 contains 79701 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 5381 members Entering Unmasked Estep ConsiderDeletion Score: -24226040.000000 Penalty: 8963.752930 Iteration 9Q: 16 clusters Score -2.422604e+07 nChanged 19227 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 4 contains 3856 members Mstep: Class 5 contains 39016 members Mstep: Class 6 contains 181605 members Mstep: Class 7 contains 40769 members Mstep: Class 8 contains 132460 members Mstep: Class 9 contains 2949 members Mstep: Class 10 contains 7823 members Mstep: Class 11 contains 283 members Mstep: Class 16 contains 1372 members Mstep: Class 17 contains 491 members Mstep: Class 18 contains 8248 members Mstep: Class 19 contains 1294 members Mstep: Class 20 contains 81070 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 4068 members Entering Unmasked Estep ConsiderDeletion Score: -24237010.000000 Penalty: 8963.752930 Iteration 10Q: 16 clusters Score -2.423701e+07 nChanged 15353 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 4 contains 3859 members Mstep: Class 5 contains 36715 members Mstep: Class 6 contains 179597 members Mstep: Class 7 contains 39581 members Mstep: Class 8 contains 137909 members Mstep: Class 9 contains 3532 members Mstep: Class 10 contains 8167 members Mstep: Class 11 contains 295 members Mstep: Class 16 contains 1356 members Mstep: Class 17 contains 473 members Mstep: Class 18 contains 8021 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 81499 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 3006 members Entering Unmasked Estep ConsiderDeletion Score: -24244442.000000 Penalty: 8963.752930 Iteration 11Q: 16 clusters Score -2.424444e+07 nChanged 12710 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 4 contains 3858 members Mstep: Class 5 contains 34718 members Mstep: Class 6 contains 179261 members Mstep: Class 7 contains 38481 members Mstep: Class 8 contains 141966 members Mstep: Class 9 contains 4106 members Mstep: Class 10 contains 8368 members Mstep: Class 11 contains 319 members Mstep: Class 16 contains 1329 members Mstep: Class 17 contains 453 members Mstep: Class 18 contains 7949 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 81062 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 2141 members Entering Unmasked Estep ConsiderDeletion Score: -24250062.000000 Penalty: 8963.752930 Iteration 12Q: 16 clusters Score -2.425006e+07 nChanged 10679 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 4 contains 3860 members Mstep: Class 5 contains 33131 members Mstep: Class 6 contains 179723 members Mstep: Class 7 contains 37483 members Mstep: Class 8 contains 144940 members Mstep: Class 9 contains 4601 members Mstep: Class 10 contains 8518 members Mstep: Class 11 contains 328 members Mstep: Class 16 contains 1317 members Mstep: Class 17 contains 440 members Mstep: Class 18 contains 7991 members Mstep: Class 19 contains 1296 members Mstep: Class 20 contains 80124 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -24254022.000000 Penalty: 8963.752930 Iteration 13Q: 16 clusters Score -2.425402e+07 nChanged 9208 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 4 contains 3863 members Mstep: Class 5 contains 31860 members Mstep: Class 6 contains 180661 members Mstep: Class 7 contains 36577 members Mstep: Class 8 contains 147230 members Mstep: Class 9 contains 4990 members Mstep: Class 10 contains 8599 members Mstep: Class 11 contains 332 members Mstep: Class 16 contains 1314 members Mstep: Class 17 contains 429 members Mstep: Class 18 contains 8111 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 78854 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 1191 members Entering Unmasked Estep ConsiderDeletion Score: -24257442.000000 Penalty: 8963.752930 Iteration 14Q: 16 clusters Score -2.425744e+07 nChanged 8150 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 4 contains 3865 members Mstep: Class 5 contains 30904 members Mstep: Class 6 contains 181739 members Mstep: Class 7 contains 35667 members Mstep: Class 8 contains 149103 members Mstep: Class 9 contains 5268 members Mstep: Class 10 contains 8640 members Mstep: Class 11 contains 333 members Mstep: Class 16 contains 1313 members Mstep: Class 17 contains 424 members Mstep: Class 18 contains 8299 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 77548 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 908 members Entering Unmasked Estep ConsiderDeletion Score: -24260664.000000 Penalty: 8963.752930 Iteration 15Q: 16 clusters Score -2.426066e+07 nChanged 6910 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 4 contains 3867 members Mstep: Class 5 contains 30134 members Mstep: Class 6 contains 182786 members Mstep: Class 7 contains 34849 members Mstep: Class 8 contains 150548 members Mstep: Class 9 contains 5468 members Mstep: Class 10 contains 8671 members Mstep: Class 11 contains 333 members Mstep: Class 16 contains 1312 members Mstep: Class 17 contains 416 members Mstep: Class 18 contains 8496 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 76429 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 701 members Entering Unmasked Estep ConsiderDeletion Score: -24262638.000000 Penalty: 8963.752930 Iteration 16Q: 16 clusters Score -2.426264e+07 nChanged 5548 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 4 contains 3869 members Mstep: Class 5 contains 29496 members Mstep: Class 6 contains 183735 members Mstep: Class 7 contains 34102 members Mstep: Class 8 contains 151675 members Mstep: Class 9 contains 5589 members Mstep: Class 10 contains 8688 members Mstep: Class 11 contains 334 members Mstep: Class 16 contains 1311 members Mstep: Class 17 contains 408 members Mstep: Class 18 contains 8726 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 75531 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 546 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 556.614990 but Gain 597.583984 Score: -24264120.000000 Penalty: 8366.168945 Iteration 17Q: 15 clusters Score -2.426412e+07 nChanged 4615 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 4 contains 3869 members Mstep: Class 5 contains 29002 members Mstep: Class 6 contains 185019 members Mstep: Class 7 contains 33449 members Mstep: Class 8 contains 152481 members Mstep: Class 9 contains 5660 members Mstep: Class 10 contains 8688 members Mstep: Class 11 contains 336 members Mstep: Class 16 contains 1310 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 8974 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 74818 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24265328.000000 Penalty: 8366.168945 Iteration 18Q: 15 clusters Score -2.426533e+07 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 4 contains 3869 members Mstep: Class 5 contains 28570 members Mstep: Class 6 contains 185915 members Mstep: Class 7 contains 32918 members Mstep: Class 8 contains 153060 members Mstep: Class 9 contains 5715 members Mstep: Class 10 contains 8675 members Mstep: Class 11 contains 335 members Mstep: Class 16 contains 1310 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 9211 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 74037 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24265896.000000 Penalty: 8366.168945 Iteration 19Q: 15 clusters Score -2.42659e+07 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 4 contains 3869 members Mstep: Class 5 contains 28256 members Mstep: Class 6 contains 186673 members Mstep: Class 7 contains 32474 members Mstep: Class 8 contains 153502 members Mstep: Class 9 contains 5749 members Mstep: Class 10 contains 8667 members Mstep: Class 11 contains 335 members Mstep: Class 16 contains 1310 members Mstep: Class 17 contains 391 members Mstep: Class 18 contains 9431 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 73353 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24266162.000000 Penalty: 8366.168945 Iteration 20F: 15 clusters Score -2.426616e+07 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3870 members Mstep: Class 5 contains 27996 members Mstep: Class 6 contains 187387 members Mstep: Class 7 contains 32067 members Mstep: Class 8 contains 153850 members Mstep: Class 9 contains 5780 members Mstep: Class 10 contains 8654 members Mstep: Class 11 contains 341 members Mstep: Class 16 contains 1298 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 9639 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 72735 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24266538.000000 Penalty: 8366.168945 Iteration 21Q: 15 clusters Score -2.426654e+07 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3869 members Mstep: Class 5 contains 27766 members Mstep: Class 6 contains 188048 members Mstep: Class 7 contains 31703 members Mstep: Class 8 contains 154155 members Mstep: Class 9 contains 5813 members Mstep: Class 10 contains 8623 members Mstep: Class 11 contains 337 members Mstep: Class 16 contains 1294 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 9837 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 72165 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24266632.000000 Penalty: 8366.168945 Iteration 22Q: 15 clusters Score -2.426663e+07 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3873 members Mstep: Class 5 contains 27563 members Mstep: Class 6 contains 188722 members Mstep: Class 7 contains 31364 members Mstep: Class 8 contains 154371 members Mstep: Class 9 contains 5838 members Mstep: Class 10 contains 8597 members Mstep: Class 11 contains 335 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 402 members Mstep: Class 18 contains 10048 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 71609 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24266784.000000 Penalty: 8366.168945 Iteration 23Q: 15 clusters Score -2.426678e+07 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27414 members Mstep: Class 6 contains 189324 members Mstep: Class 7 contains 31065 members Mstep: Class 8 contains 154545 members Mstep: Class 9 contains 5856 members Mstep: Class 10 contains 8563 members Mstep: Class 11 contains 334 members Mstep: Class 16 contains 1291 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 10243 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 71103 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24266880.000000 Penalty: 8366.168945 Iteration 24Q: 15 clusters Score -2.426688e+07 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27307 members Mstep: Class 6 contains 189857 members Mstep: Class 7 contains 30793 members Mstep: Class 8 contains 154716 members Mstep: Class 9 contains 5867 members Mstep: Class 10 contains 8521 members Mstep: Class 11 contains 332 members Mstep: Class 16 contains 1291 members Mstep: Class 17 contains 403 members Mstep: Class 18 contains 10431 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 70621 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24266864.000000 Penalty: 8366.168945 Iteration 25Q: 15 clusters Score -2.426686e+07 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27235 members Mstep: Class 6 contains 190375 members Mstep: Class 7 contains 30573 members Mstep: Class 8 contains 154851 members Mstep: Class 9 contains 5868 members Mstep: Class 10 contains 8465 members Mstep: Class 11 contains 331 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 403 members Mstep: Class 18 contains 10602 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 70144 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267014.000000 Penalty: 8366.168945 Iteration 26Q: 15 clusters Score -2.426701e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27175 members Mstep: Class 6 contains 190891 members Mstep: Class 7 contains 30366 members Mstep: Class 8 contains 154950 members Mstep: Class 9 contains 5872 members Mstep: Class 10 contains 8413 members Mstep: Class 11 contains 329 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 10775 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 69671 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267062.000000 Penalty: 8366.168945 Iteration 27Q: 15 clusters Score -2.426706e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27139 members Mstep: Class 6 contains 191382 members Mstep: Class 7 contains 30158 members Mstep: Class 8 contains 155016 members Mstep: Class 9 contains 5881 members Mstep: Class 10 contains 8383 members Mstep: Class 11 contains 328 members Mstep: Class 16 contains 1294 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 10946 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 69207 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267042.000000 Penalty: 8366.168945 Iteration 28Q: 15 clusters Score -2.426704e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27123 members Mstep: Class 6 contains 191803 members Mstep: Class 7 contains 29983 members Mstep: Class 8 contains 155067 members Mstep: Class 9 contains 5893 members Mstep: Class 10 contains 8342 members Mstep: Class 11 contains 327 members Mstep: Class 16 contains 1295 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 11115 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 68786 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267012.000000 Penalty: 8366.168945 Iteration 29Q: 15 clusters Score -2.426701e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27113 members Mstep: Class 6 contains 192227 members Mstep: Class 7 contains 29808 members Mstep: Class 8 contains 155101 members Mstep: Class 9 contains 5906 members Mstep: Class 10 contains 8326 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 11278 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 68353 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267162.000000 Penalty: 8366.168945 Iteration 30Q: 15 clusters Score -2.426716e+07 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27115 members Mstep: Class 6 contains 192596 members Mstep: Class 7 contains 29660 members Mstep: Class 8 contains 155123 members Mstep: Class 9 contains 5915 members Mstep: Class 10 contains 8306 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 11424 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 67973 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267140.000000 Penalty: 8366.168945 Iteration 31Q: 15 clusters Score -2.426714e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27119 members Mstep: Class 6 contains 192923 members Mstep: Class 7 contains 29519 members Mstep: Class 8 contains 155159 members Mstep: Class 9 contains 5924 members Mstep: Class 10 contains 8270 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 11567 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 67631 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267196.000000 Penalty: 8366.168945 Iteration 32Q: 15 clusters Score -2.42672e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27122 members Mstep: Class 6 contains 193222 members Mstep: Class 7 contains 29376 members Mstep: Class 8 contains 155183 members Mstep: Class 9 contains 5932 members Mstep: Class 10 contains 8242 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 11713 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 67322 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267260.000000 Penalty: 8366.168945 Iteration 33Q: 15 clusters Score -2.426726e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27131 members Mstep: Class 6 contains 193526 members Mstep: Class 7 contains 29224 members Mstep: Class 8 contains 155215 members Mstep: Class 9 contains 5939 members Mstep: Class 10 contains 8211 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 11852 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 67014 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267244.000000 Penalty: 8366.168945 Iteration 34Q: 15 clusters Score -2.426724e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27148 members Mstep: Class 6 contains 193807 members Mstep: Class 7 contains 29066 members Mstep: Class 8 contains 155246 members Mstep: Class 9 contains 5942 members Mstep: Class 10 contains 8186 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 11988 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 66729 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267340.000000 Penalty: 8366.168945 Iteration 35Q: 15 clusters Score -2.426734e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27174 members Mstep: Class 6 contains 194088 members Mstep: Class 7 contains 28923 members Mstep: Class 8 contains 155272 members Mstep: Class 9 contains 5943 members Mstep: Class 10 contains 8162 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12119 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 66431 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267270.000000 Penalty: 8366.168945 Iteration 36Q: 15 clusters Score -2.426727e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27194 members Mstep: Class 6 contains 194390 members Mstep: Class 7 contains 28783 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 5945 members Mstep: Class 10 contains 8138 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12255 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 66115 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267298.000000 Penalty: 8366.168945 Iteration 37Q: 15 clusters Score -2.42673e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27217 members Mstep: Class 6 contains 194665 members Mstep: Class 7 contains 28681 members Mstep: Class 8 contains 155295 members Mstep: Class 9 contains 5943 members Mstep: Class 10 contains 8121 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12369 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 65821 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24267234.000000 Penalty: 8366.168945 Iteration 38Q: 15 clusters Score -2.426723e+07 nChanged 495 Entering ConstructFrom: Score: -24267234.000000 Penalty: 8366.168945 Entering ConstructFrom: Trying to split cluster 4 (3875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Entering Unmasked Estep Score: -193484.890625 Penalty: 375.934662 Iteration 0F: 2 clusters Score -193484.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -190826.109375 Penalty: 751.869324 Iteration 0F: 3 clusters Score -190826.1 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -191739.437500 Penalty: 751.869324 Iteration 1F: 3 clusters Score -191739.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -191854.656250 Penalty: 751.869324 Iteration 2F: 3 clusters Score -191854.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -191969.421875 Penalty: 751.869324 Iteration 3F: 3 clusters Score -191969.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -192102.265625 Penalty: 751.869324 Iteration 4F: 3 clusters Score -192102.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -192250.109375 Penalty: 751.869324 Iteration 5F: 3 clusters Score -192250.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -192405.750000 Penalty: 751.869324 Iteration 6F: 3 clusters Score -192405.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -192551.875000 Penalty: 751.869324 Iteration 7Q: 3 clusters Score -192551.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -192702.968750 Penalty: 751.869324 Iteration 8Q: 3 clusters Score -192703 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -192819.437500 Penalty: 751.869324 Iteration 9Q: 3 clusters Score -192819.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -192939.265625 Penalty: 751.869324 Iteration 10Q: 3 clusters Score -192939.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -193004.593750 Penalty: 751.869324 Iteration 11Q: 3 clusters Score -193004.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -193048.796875 Penalty: 751.869324 Iteration 12Q: 3 clusters Score -193048.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -193091.218750 Penalty: 751.869324 Iteration 13Q: 3 clusters Score -193091.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -193122.984375 Penalty: 751.869324 Iteration 14Q: 3 clusters Score -193123 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -193133.312500 Penalty: 751.869324 Iteration 15Q: 3 clusters Score -193133.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -193138.968750 Penalty: 751.869324 Iteration 16Q: 3 clusters Score -193139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -193143.296875 Penalty: 751.869324 Iteration 17Q: 3 clusters Score -193143.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -193147.718750 Penalty: 751.869324 Iteration 18Q: 3 clusters Score -193147.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -193149.031250 Penalty: 751.869324 Iteration 19Q: 3 clusters Score -193149 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -193151.531250 Penalty: 751.869324 Iteration 20F: 3 clusters Score -193151.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -193152.656250 Penalty: 751.869324 Iteration 21Q: 3 clusters Score -193152.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -193153.375000 Penalty: 751.869324 Iteration 22Q: 3 clusters Score -193153.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -193153.375000 Penalty: 751.869324 Iteration 23F: 3 clusters Score -193153.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (27243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27243 members Entering Unmasked Estep Score: -1259049.875000 Penalty: 464.671112 Iteration 0F: 2 clusters Score -1259050 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13652 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -1240987.625000 Penalty: 929.342224 Iteration 0F: 3 clusters Score -1240988 nChanged 13259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16003 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -1252096.250000 Penalty: 929.342224 Iteration 1F: 3 clusters Score -1252096 nChanged 2992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18055 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -1254651.000000 Penalty: 929.342224 Iteration 2F: 3 clusters Score -1254651 nChanged 2557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20014 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -1256631.750000 Penalty: 929.342224 Iteration 3F: 3 clusters Score -1256632 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21490 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -1257912.625000 Penalty: 929.342224 Iteration 4F: 3 clusters Score -1257913 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22629 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -1258826.375000 Penalty: 929.342224 Iteration 5Q: 3 clusters Score -1258826 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23562 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -1259634.125000 Penalty: 929.342224 Iteration 6Q: 3 clusters Score -1259634 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24230 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1260256.625000 Penalty: 929.342224 Iteration 7Q: 3 clusters Score -1260257 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24705 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -1260650.750000 Penalty: 929.342224 Iteration 8Q: 3 clusters Score -1260651 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25002 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1260771.000000 Penalty: 929.342224 Iteration 9Q: 3 clusters Score -1260771 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25193 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -1260837.250000 Penalty: 929.342224 Iteration 10Q: 3 clusters Score -1260837 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25331 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1260872.375000 Penalty: 929.342224 Iteration 11Q: 3 clusters Score -1260872 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25435 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -1260888.000000 Penalty: 929.342224 Iteration 12Q: 3 clusters Score -1260888 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1260905.875000 Penalty: 929.342224 Iteration 13Q: 3 clusters Score -1260906 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25581 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1260914.500000 Penalty: 929.342224 Iteration 14Q: 3 clusters Score -1260914 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25621 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1260919.875000 Penalty: 929.342224 Iteration 15Q: 3 clusters Score -1260920 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25658 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -1260919.375000 Penalty: 929.342224 Iteration 16Q: 3 clusters Score -1260919 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25685 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -1260919.500000 Penalty: 929.342224 Iteration 17Q: 3 clusters Score -1260920 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25710 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1260924.750000 Penalty: 929.342224 Iteration 18Q: 3 clusters Score -1260925 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25724 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1260926.250000 Penalty: 929.342224 Iteration 19Q: 3 clusters Score -1260926 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25737 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1260927.500000 Penalty: 929.342224 Iteration 20F: 3 clusters Score -1260928 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25752 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1260928.875000 Penalty: 929.342224 Iteration 21Q: 3 clusters Score -1260929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25758 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1260931.000000 Penalty: 929.342224 Iteration 22Q: 3 clusters Score -1260931 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25765 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1260930.750000 Penalty: 929.342224 Iteration 23Q: 3 clusters Score -1260931 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25769 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1260930.500000 Penalty: 929.342224 Iteration 24Q: 3 clusters Score -1260930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25774 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -1260931.625000 Penalty: 929.342224 Iteration 25Q: 3 clusters Score -1260932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25782 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1260932.750000 Penalty: 929.342224 Iteration 26Q: 3 clusters Score -1260933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25786 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -1260933.125000 Penalty: 929.342224 Iteration 27Q: 3 clusters Score -1260933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25789 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1260936.000000 Penalty: 929.342224 Iteration 28Q: 3 clusters Score -1260936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25790 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -1260936.250000 Penalty: 929.342224 Iteration 29Q: 3 clusters Score -1260936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25791 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1260934.500000 Penalty: 929.342224 Iteration 30Q: 3 clusters Score -1260934 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25791 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1260934.500000 Penalty: 929.342224 Iteration 31F: 3 clusters Score -1260934 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1452 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 25791 members Mstep: Class 6 contains 194920 members Mstep: Class 7 contains 28580 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 5944 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12481 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 65538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24268936.000000 Penalty: 8963.752930 Splitting cluster 5 changes total score from -24267234.000000 to -24268936.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 6 (194920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194920 members Entering Unmasked Estep Score: -9572034.000000 Penalty: 554.205688 Iteration 0F: 2 clusters Score -9572034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97593 members Mstep: Class 2 contains 97327 members Entering Unmasked Estep Score: -9440408.000000 Penalty: 1108.411377 Iteration 0F: 3 clusters Score -9440408 nChanged 95904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111223 members Mstep: Class 2 contains 83697 members Entering Unmasked Estep Score: -9504343.000000 Penalty: 1108.411377 Iteration 1F: 3 clusters Score -9504343 nChanged 9392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116711 members Mstep: Class 2 contains 78209 members Entering Unmasked Estep Score: -9509888.000000 Penalty: 1108.411377 Iteration 2Q: 3 clusters Score -9509888 nChanged 10568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123125 members Mstep: Class 2 contains 71795 members Entering Unmasked Estep Score: -9518331.000000 Penalty: 1108.411377 Iteration 3F: 3 clusters Score -9518331 nChanged 11852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129177 members Mstep: Class 2 contains 65743 members Entering Unmasked Estep Score: -9530018.000000 Penalty: 1108.411377 Iteration 4F: 3 clusters Score -9530018 nChanged 11368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133187 members Mstep: Class 2 contains 61733 members Entering Unmasked Estep Score: -9539242.000000 Penalty: 1108.411377 Iteration 5F: 3 clusters Score -9539242 nChanged 8390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135781 members Mstep: Class 2 contains 59139 members Entering Unmasked Estep Score: -9542953.000000 Penalty: 1108.411377 Iteration 6Q: 3 clusters Score -9542953 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138210 members Mstep: Class 2 contains 56710 members Entering Unmasked Estep Score: -9544369.000000 Penalty: 1108.411377 Iteration 7Q: 3 clusters Score -9544369 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140780 members Mstep: Class 2 contains 54140 members Entering Unmasked Estep Score: -9545295.000000 Penalty: 1108.411377 Iteration 8Q: 3 clusters Score -9545295 nChanged 2922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143566 members Mstep: Class 2 contains 51354 members Entering Unmasked Estep Score: -9546210.000000 Penalty: 1108.411377 Iteration 9Q: 3 clusters Score -9546210 nChanged 3015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146515 members Mstep: Class 2 contains 48405 members Entering Unmasked Estep Score: -9547162.000000 Penalty: 1108.411377 Iteration 10Q: 3 clusters Score -9547162 nChanged 3074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149545 members Mstep: Class 2 contains 45375 members Entering Unmasked Estep Score: -9548208.000000 Penalty: 1108.411377 Iteration 11Q: 3 clusters Score -9548208 nChanged 3285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152802 members Mstep: Class 2 contains 42118 members Entering Unmasked Estep Score: -9549170.000000 Penalty: 1108.411377 Iteration 12Q: 3 clusters Score -9549170 nChanged 3379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156161 members Mstep: Class 2 contains 38759 members Entering Unmasked Estep Score: -9550340.000000 Penalty: 1108.411377 Iteration 13Q: 3 clusters Score -9550340 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159653 members Mstep: Class 2 contains 35267 members Entering Unmasked Estep Score: -9551708.000000 Penalty: 1108.411377 Iteration 14Q: 3 clusters Score -9551708 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163320 members Mstep: Class 2 contains 31600 members Entering Unmasked Estep Score: -9553262.000000 Penalty: 1108.411377 Iteration 15Q: 3 clusters Score -9553262 nChanged 3675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166989 members Mstep: Class 2 contains 27931 members Entering Unmasked Estep Score: -9554822.000000 Penalty: 1108.411377 Iteration 16Q: 3 clusters Score -9554822 nChanged 3665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170654 members Mstep: Class 2 contains 24266 members Entering Unmasked Estep Score: -9556477.000000 Penalty: 1108.411377 Iteration 17Q: 3 clusters Score -9556477 nChanged 3666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174320 members Mstep: Class 2 contains 20600 members Entering Unmasked Estep Score: -9558358.000000 Penalty: 1108.411377 Iteration 18Q: 3 clusters Score -9558358 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177800 members Mstep: Class 2 contains 17120 members Entering Unmasked Estep Score: -9560275.000000 Penalty: 1108.411377 Iteration 19Q: 3 clusters Score -9560275 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181058 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -9562129.000000 Penalty: 1108.411377 Iteration 20F: 3 clusters Score -9562129 nChanged 3000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184058 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -9563996.000000 Penalty: 1108.411377 Iteration 21Q: 3 clusters Score -9563996 nChanged 2694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186752 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -9565743.000000 Penalty: 1108.411377 Iteration 22Q: 3 clusters Score -9565743 nChanged 2384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189136 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -9567498.000000 Penalty: 1108.411377 Iteration 23Q: 3 clusters Score -9567498 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191091 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -9568995.000000 Penalty: 1108.411377 Iteration 24Q: 3 clusters Score -9568995 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192492 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -9569972.000000 Penalty: 1108.411377 Iteration 25Q: 3 clusters Score -9569972 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193423 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -9570595.000000 Penalty: 1108.411377 Iteration 26Q: 3 clusters Score -9570595 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193985 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -9570968.000000 Penalty: 1108.411377 Iteration 27Q: 3 clusters Score -9570968 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194329 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -9571207.000000 Penalty: 1108.411377 Iteration 28Q: 3 clusters Score -9571207 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194506 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -9571336.000000 Penalty: 1108.411377 Iteration 29Q: 3 clusters Score -9571336 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194613 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -9571436.000000 Penalty: 1108.411377 Iteration 30Q: 3 clusters Score -9571436 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194671 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -9571484.000000 Penalty: 1108.411377 Iteration 31Q: 3 clusters Score -9571484 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194704 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -9571509.000000 Penalty: 1108.411377 Iteration 32Q: 3 clusters Score -9571509 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194723 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -9571529.000000 Penalty: 1108.411377 Iteration 33Q: 3 clusters Score -9571529 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194730 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -9571526.000000 Penalty: 1108.411377 Iteration 34Q: 3 clusters Score -9571526 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194737 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9571540.000000 Penalty: 1108.411377 Iteration 35Q: 3 clusters Score -9571540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194741 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -9571531.000000 Penalty: 1108.411377 Iteration 36Q: 3 clusters Score -9571531 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194746 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -9571535.000000 Penalty: 1108.411377 Iteration 37Q: 3 clusters Score -9571535 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194751 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -9571541.000000 Penalty: 1108.411377 Iteration 38Q: 3 clusters Score -9571541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194755 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -9571545.000000 Penalty: 1108.411377 Iteration 39Q: 3 clusters Score -9571545 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194757 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -9571551.000000 Penalty: 1108.411377 Iteration 40F: 3 clusters Score -9571551 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194759 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -9571550.000000 Penalty: 1108.411377 Iteration 41Q: 3 clusters Score -9571550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194762 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9571556.000000 Penalty: 1108.411377 Iteration 42Q: 3 clusters Score -9571556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194763 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -9571557.000000 Penalty: 1108.411377 Iteration 43Q: 3 clusters Score -9571557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194763 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -9571557.000000 Penalty: 1108.411377 Iteration 44F: 3 clusters Score -9571557 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (28580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28580 members Entering Unmasked Estep Score: -1429474.875000 Penalty: 466.851044 Iteration 0F: 2 clusters Score -1429475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 14398 members Entering Unmasked Estep Score: -1410253.750000 Penalty: 933.702087 Iteration 0F: 3 clusters Score -1410254 nChanged 13788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 16408 members Entering Unmasked Estep Score: -1418456.750000 Penalty: 933.702087 Iteration 1F: 3 clusters Score -1418457 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 17886 members Entering Unmasked Estep Score: -1419306.750000 Penalty: 933.702087 Iteration 2F: 3 clusters Score -1419307 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 19993 members Entering Unmasked Estep Score: -1420876.250000 Penalty: 933.702087 Iteration 3F: 3 clusters Score -1420876 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 22497 members Entering Unmasked Estep Score: -1423250.250000 Penalty: 933.702087 Iteration 4F: 3 clusters Score -1423250 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 24833 members Entering Unmasked Estep Score: -1425706.125000 Penalty: 933.702087 Iteration 5F: 3 clusters Score -1425706 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 26335 members Entering Unmasked Estep Score: -1427443.500000 Penalty: 933.702087 Iteration 6F: 3 clusters Score -1427444 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 26931 members Entering Unmasked Estep Score: -1428457.875000 Penalty: 933.702087 Iteration 7Q: 3 clusters Score -1428458 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 27023 members Entering Unmasked Estep Score: -1428875.000000 Penalty: 933.702087 Iteration 8Q: 3 clusters Score -1428875 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 27035 members Entering Unmasked Estep Score: -1429045.000000 Penalty: 933.702087 Iteration 9Q: 3 clusters Score -1429045 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 27052 members Entering Unmasked Estep Score: -1429131.000000 Penalty: 933.702087 Iteration 10Q: 3 clusters Score -1429131 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 27064 members Entering Unmasked Estep Score: -1429163.000000 Penalty: 933.702087 Iteration 11Q: 3 clusters Score -1429163 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 27070 members Entering Unmasked Estep Score: -1429173.750000 Penalty: 933.702087 Iteration 12Q: 3 clusters Score -1429174 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 27074 members Entering Unmasked Estep Score: -1429175.875000 Penalty: 933.702087 Iteration 13Q: 3 clusters Score -1429176 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 27082 members Entering Unmasked Estep Score: -1429185.750000 Penalty: 933.702087 Iteration 14Q: 3 clusters Score -1429186 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 27088 members Entering Unmasked Estep Score: -1429187.250000 Penalty: 933.702087 Iteration 15Q: 3 clusters Score -1429187 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 27096 members Entering Unmasked Estep Score: -1429189.000000 Penalty: 933.702087 Iteration 16Q: 3 clusters Score -1429189 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 27092 members Entering Unmasked Estep Score: -1429195.500000 Penalty: 933.702087 Iteration 17Q: 3 clusters Score -1429196 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 27096 members Entering Unmasked Estep Score: -1429196.625000 Penalty: 933.702087 Iteration 18Q: 3 clusters Score -1429197 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 27102 members Entering Unmasked Estep Score: -1429195.500000 Penalty: 933.702087 Iteration 19Q: 3 clusters Score -1429196 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 27110 members Entering Unmasked Estep Score: -1429199.375000 Penalty: 933.702087 Iteration 20F: 3 clusters Score -1429199 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 27118 members Entering Unmasked Estep Score: -1429201.375000 Penalty: 933.702087 Iteration 21Q: 3 clusters Score -1429201 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 27132 members Entering Unmasked Estep Score: -1429201.750000 Penalty: 933.702087 Iteration 22Q: 3 clusters Score -1429202 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 27149 members Entering Unmasked Estep Score: -1429207.875000 Penalty: 933.702087 Iteration 23Q: 3 clusters Score -1429208 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 27155 members Entering Unmasked Estep Score: -1429209.250000 Penalty: 933.702087 Iteration 24Q: 3 clusters Score -1429209 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 27167 members Entering Unmasked Estep Score: -1429212.375000 Penalty: 933.702087 Iteration 25Q: 3 clusters Score -1429212 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 27176 members Entering Unmasked Estep Score: -1429213.875000 Penalty: 933.702087 Iteration 26Q: 3 clusters Score -1429214 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 27183 members Entering Unmasked Estep Score: -1429213.125000 Penalty: 933.702087 Iteration 27Q: 3 clusters Score -1429213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 27185 members Entering Unmasked Estep Score: -1429213.375000 Penalty: 933.702087 Iteration 28Q: 3 clusters Score -1429213 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 27186 members Entering Unmasked Estep Score: -1429214.375000 Penalty: 933.702087 Iteration 29Q: 3 clusters Score -1429214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 27188 members Entering Unmasked Estep Score: -1429215.000000 Penalty: 933.702087 Iteration 30Q: 3 clusters Score -1429215 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 27189 members Entering Unmasked Estep Score: -1429216.000000 Penalty: 933.702087 Iteration 31Q: 3 clusters Score -1429216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 27190 members Entering Unmasked Estep Score: -1429215.250000 Penalty: 933.702087 Iteration 32Q: 3 clusters Score -1429215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 27190 members Entering Unmasked Estep Score: -1429215.250000 Penalty: 933.702087 Iteration 33F: 3 clusters Score -1429215 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (155292 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155292 members Entering Unmasked Estep Score: -7836254.000000 Penalty: 543.864319 Iteration 0F: 2 clusters Score -7836254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77668 members Mstep: Class 2 contains 77624 members Entering Unmasked Estep Score: -7740224.000000 Penalty: 1087.728638 Iteration 0F: 3 clusters Score -7740224 nChanged 76113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82125 members Mstep: Class 2 contains 73167 members Entering Unmasked Estep Score: -7786433.000000 Penalty: 1087.728638 Iteration 1F: 3 clusters Score -7786433 nChanged 6581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85286 members Mstep: Class 2 contains 70006 members Entering Unmasked Estep Score: -7788680.500000 Penalty: 1087.728638 Iteration 2Q: 3 clusters Score -7788680 nChanged 7956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90080 members Mstep: Class 2 contains 65212 members Entering Unmasked Estep Score: -7792037.500000 Penalty: 1087.728638 Iteration 3F: 3 clusters Score -7792038 nChanged 9498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96834 members Mstep: Class 2 contains 58458 members Entering Unmasked Estep Score: -7797008.500000 Penalty: 1087.728638 Iteration 4F: 3 clusters Score -7797008 nChanged 10683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105761 members Mstep: Class 2 contains 49531 members Entering Unmasked Estep Score: -7803479.000000 Penalty: 1087.728638 Iteration 5F: 3 clusters Score -7803479 nChanged 12559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117508 members Mstep: Class 2 contains 37784 members Entering Unmasked Estep Score: -7811659.000000 Penalty: 1087.728638 Iteration 6F: 3 clusters Score -7811659 nChanged 13322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130520 members Mstep: Class 2 contains 24772 members Entering Unmasked Estep Score: -7820249.500000 Penalty: 1087.728638 Iteration 7F: 3 clusters Score -7820250 nChanged 11224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141680 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -7827511.000000 Penalty: 1087.728638 Iteration 8F: 3 clusters Score -7827511 nChanged 7012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148672 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -7831562.000000 Penalty: 1087.728638 Iteration 9Q: 3 clusters Score -7831562 nChanged 3515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152183 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -7833564.000000 Penalty: 1087.728638 Iteration 10Q: 3 clusters Score -7833564 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153812 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -7834720.000000 Penalty: 1087.728638 Iteration 11Q: 3 clusters Score -7834720 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154584 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -7835275.000000 Penalty: 1087.728638 Iteration 12Q: 3 clusters Score -7835275 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154926 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -7835504.500000 Penalty: 1087.728638 Iteration 13Q: 3 clusters Score -7835504 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155066 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -7835637.000000 Penalty: 1087.728638 Iteration 14Q: 3 clusters Score -7835637 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155122 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -7835687.000000 Penalty: 1087.728638 Iteration 15Q: 3 clusters Score -7835687 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155135 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -7835717.500000 Penalty: 1087.728638 Iteration 16Q: 3 clusters Score -7835718 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155144 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -7835739.000000 Penalty: 1087.728638 Iteration 17Q: 3 clusters Score -7835739 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155147 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -7835759.500000 Penalty: 1087.728638 Iteration 18Q: 3 clusters Score -7835760 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155152 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -7835778.000000 Penalty: 1087.728638 Iteration 19Q: 3 clusters Score -7835778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155152 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -7835776.000000 Penalty: 1087.728638 Iteration 20F: 3 clusters Score -7835776 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155151 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -7835783.500000 Penalty: 1087.728638 Iteration 21Q: 3 clusters Score -7835784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155149 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -7835787.500000 Penalty: 1087.728638 Iteration 22Q: 3 clusters Score -7835788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7835787.500000 Penalty: 1087.728638 Iteration 23Q: 3 clusters Score -7835788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7835790.500000 Penalty: 1087.728638 Iteration 24Q: 3 clusters Score -7835790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155150 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -7835791.000000 Penalty: 1087.728638 Iteration 25Q: 3 clusters Score -7835791 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155151 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -7835795.500000 Penalty: 1087.728638 Iteration 26Q: 3 clusters Score -7835796 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155151 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -7835795.500000 Penalty: 1087.728638 Iteration 27F: 3 clusters Score -7835796 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (5944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Entering Unmasked Estep Score: -265467.812500 Penalty: 395.401276 Iteration 0F: 2 clusters Score -265467.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -261461.812500 Penalty: 790.802551 Iteration 0F: 3 clusters Score -261461.8 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -262960.781250 Penalty: 790.802551 Iteration 1F: 3 clusters Score -262960.8 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -263161.343750 Penalty: 790.802551 Iteration 2F: 3 clusters Score -263161.3 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -263458.906250 Penalty: 790.802551 Iteration 3F: 3 clusters Score -263458.9 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -263813.093750 Penalty: 790.802551 Iteration 4F: 3 clusters Score -263813.1 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -264151.187500 Penalty: 790.802551 Iteration 5F: 3 clusters Score -264151.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -264464.468750 Penalty: 790.802551 Iteration 6F: 3 clusters Score -264464.5 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -264738.406250 Penalty: 790.802551 Iteration 7F: 3 clusters Score -264738.4 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -264970.656250 Penalty: 790.802551 Iteration 8Q: 3 clusters Score -264970.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -265190.218750 Penalty: 790.802551 Iteration 9Q: 3 clusters Score -265190.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -265332.125000 Penalty: 790.802551 Iteration 10Q: 3 clusters Score -265332.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -265391.468750 Penalty: 790.802551 Iteration 11Q: 3 clusters Score -265391.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -265424.906250 Penalty: 790.802551 Iteration 12Q: 3 clusters Score -265424.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -265436.687500 Penalty: 790.802551 Iteration 13Q: 3 clusters Score -265436.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -265440.562500 Penalty: 790.802551 Iteration 14Q: 3 clusters Score -265440.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -265442.031250 Penalty: 790.802551 Iteration 15Q: 3 clusters Score -265442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -265443.593750 Penalty: 790.802551 Iteration 16Q: 3 clusters Score -265443.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -265445.750000 Penalty: 790.802551 Iteration 17Q: 3 clusters Score -265445.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -265446.281250 Penalty: 790.802551 Iteration 18Q: 3 clusters Score -265446.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -265459.781250 Penalty: 790.802551 Iteration 19F: 3 clusters Score -265459.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -265467.875000 Penalty: 790.802551 Iteration 20F: 3 clusters Score -265467.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -265469.593750 Penalty: 790.802551 Iteration 21Q: 3 clusters Score -265469.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -265471.750000 Penalty: 790.802551 Iteration 22Q: 3 clusters Score -265471.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -265473.000000 Penalty: 790.802551 Iteration 23Q: 3 clusters Score -265473 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -265473.000000 Penalty: 790.802551 Iteration 24F: 3 clusters Score -265473 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 5796 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 25791 members Mstep: Class 6 contains 194920 members Mstep: Class 7 contains 28580 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 148 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 326 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12481 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 65538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24268702.000000 Penalty: 9561.335938 Splitting cluster 9 changes total score from -24267234.000000 to -24268702.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 10 (8114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8114 members Entering Unmasked Estep Score: -408900.437500 Penalty: 409.561279 Iteration 0F: 2 clusters Score -408900.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -403485.000000 Penalty: 819.122559 Iteration 0F: 3 clusters Score -403485 nChanged 3733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -405652.968750 Penalty: 819.122559 Iteration 1F: 3 clusters Score -405653 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -405814.250000 Penalty: 819.122559 Iteration 2F: 3 clusters Score -405814.2 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -406002.406250 Penalty: 819.122559 Iteration 3F: 3 clusters Score -406002.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -406219.406250 Penalty: 819.122559 Iteration 4F: 3 clusters Score -406219.4 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -406517.843750 Penalty: 819.122559 Iteration 5F: 3 clusters Score -406517.8 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -406929.031250 Penalty: 819.122559 Iteration 6F: 3 clusters Score -406929 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -407407.968750 Penalty: 819.122559 Iteration 7F: 3 clusters Score -407408 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -407811.093750 Penalty: 819.122559 Iteration 8F: 3 clusters Score -407811.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -408117.062500 Penalty: 819.122559 Iteration 9Q: 3 clusters Score -408117.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -408359.750000 Penalty: 819.122559 Iteration 10Q: 3 clusters Score -408359.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -408471.937500 Penalty: 819.122559 Iteration 11Q: 3 clusters Score -408471.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -408550.781250 Penalty: 819.122559 Iteration 12Q: 3 clusters Score -408550.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -408594.031250 Penalty: 819.122559 Iteration 13Q: 3 clusters Score -408594 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -408605.781250 Penalty: 819.122559 Iteration 14Q: 3 clusters Score -408605.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -408620.031250 Penalty: 819.122559 Iteration 15Q: 3 clusters Score -408620 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -408627.156250 Penalty: 819.122559 Iteration 16Q: 3 clusters Score -408627.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -408634.375000 Penalty: 819.122559 Iteration 17Q: 3 clusters Score -408634.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -408637.937500 Penalty: 819.122559 Iteration 18Q: 3 clusters Score -408637.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -408640.843750 Penalty: 819.122559 Iteration 19Q: 3 clusters Score -408640.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -408645.468750 Penalty: 819.122559 Iteration 20F: 3 clusters Score -408645.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -408647.062500 Penalty: 819.122559 Iteration 21Q: 3 clusters Score -408647.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -408647.812500 Penalty: 819.122559 Iteration 22Q: 3 clusters Score -408647.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -408647.781250 Penalty: 819.122559 Iteration 23Q: 3 clusters Score -408647.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -408648.312500 Penalty: 819.122559 Iteration 24Q: 3 clusters Score -408648.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -408648.718750 Penalty: 819.122559 Iteration 25Q: 3 clusters Score -408648.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -408648.812500 Penalty: 819.122559 Iteration 26Q: 3 clusters Score -408648.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -408648.531250 Penalty: 819.122559 Iteration 27Q: 3 clusters Score -408648.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -408648.531250 Penalty: 819.122559 Iteration 28F: 3 clusters Score -408648.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Entering Unmasked Estep Score: -13378.629883 Penalty: 263.303833 Iteration 0F: 2 clusters Score -13378.63 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 165 members Entering Unmasked Estep Score: -13042.503906 Penalty: 526.607666 Iteration 0F: 3 clusters Score -13042.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13199.707031 Penalty: 526.607666 Iteration 1F: 3 clusters Score -13199.71 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -13313.455078 Penalty: 526.607666 Iteration 2F: 3 clusters Score -13313.46 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -13490.149414 Penalty: 526.607666 Iteration 3F: 3 clusters Score -13490.15 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -13731.134766 Penalty: 526.607666 Iteration 4F: 3 clusters Score -13731.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -13789.087891 Penalty: 526.607666 Iteration 5Q: 3 clusters Score -13789.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -13798.693359 Penalty: 526.607666 Iteration 6Q: 3 clusters Score -13798.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -13803.850586 Penalty: 526.607666 Iteration 7Q: 3 clusters Score -13803.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -13803.850586 Penalty: 526.607666 Iteration 8F: 3 clusters Score -13803.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 5796 members Mstep: Class 3 contains 68 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 25791 members Mstep: Class 6 contains 194920 members Mstep: Class 7 contains 28580 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 148 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 258 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12481 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 65538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24268778.000000 Penalty: 10158.919922 Splitting cluster 11 changes total score from -24267234.000000 to -24268778.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 16 (1296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Entering Unmasked Estep Score: -50440.421875 Penalty: 326.100220 Iteration 0F: 2 clusters Score -50440.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -49518.769531 Penalty: 652.200439 Iteration 0F: 3 clusters Score -49518.77 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -50487.726562 Penalty: 652.200439 Iteration 1F: 3 clusters Score -50487.73 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -50961.773438 Penalty: 652.200439 Iteration 2F: 3 clusters Score -50961.77 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -51248.464844 Penalty: 652.200439 Iteration 3F: 3 clusters Score -51248.46 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -51394.750000 Penalty: 652.200439 Iteration 4Q: 3 clusters Score -51394.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -51565.925781 Penalty: 652.200439 Iteration 5Q: 3 clusters Score -51565.93 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -51578.699219 Penalty: 652.200439 Iteration 6Q: 3 clusters Score -51578.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -51581.488281 Penalty: 652.200439 Iteration 7Q: 3 clusters Score -51581.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -51581.660156 Penalty: 652.200439 Iteration 8Q: 3 clusters Score -51581.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -51581.660156 Penalty: 652.200439 Iteration 9F: 3 clusters Score -51581.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 5796 members Mstep: Class 3 contains 68 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 25791 members Mstep: Class 6 contains 194920 members Mstep: Class 7 contains 28580 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 148 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 255 members Mstep: Class 16 contains 1041 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12481 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 65538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24269636.000000 Penalty: 10756.502930 Splitting cluster 16 changes total score from -24267234.000000 to -24269636.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 17 (405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Entering Unmasked Estep Score: -18300.781250 Penalty: 273.176880 Iteration 0F: 2 clusters Score -18300.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -17878.255859 Penalty: 546.353760 Iteration 0F: 3 clusters Score -17878.26 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -18024.447266 Penalty: 546.353760 Iteration 1F: 3 clusters Score -18024.45 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -18079.406250 Penalty: 546.353760 Iteration 2F: 3 clusters Score -18079.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18103.341797 Penalty: 546.353760 Iteration 3F: 3 clusters Score -18103.34 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -18116.509766 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -18116.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -18131.500000 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -18131.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -18140.263672 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -18140.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -18144.757812 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -18144.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -18146.882812 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -18146.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -18150.570312 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -18150.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -18153.326172 Penalty: 546.353760 Iteration 10Q: 3 clusters Score -18153.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -18154.685547 Penalty: 546.353760 Iteration 11Q: 3 clusters Score -18154.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -18156.355469 Penalty: 546.353760 Iteration 12Q: 3 clusters Score -18156.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -18157.156250 Penalty: 546.353760 Iteration 13Q: 3 clusters Score -18157.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -18159.445312 Penalty: 546.353760 Iteration 14Q: 3 clusters Score -18159.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -18160.623047 Penalty: 546.353760 Iteration 15Q: 3 clusters Score -18160.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -18160.623047 Penalty: 546.353760 Iteration 16F: 3 clusters Score -18160.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Entering Unmasked Estep Score: -579301.312500 Penalty: 429.154327 Iteration 0F: 2 clusters Score -579301.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -571040.312500 Penalty: 858.308655 Iteration 0F: 3 clusters Score -571040.3 nChanged 5850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -574513.312500 Penalty: 858.308655 Iteration 1F: 3 clusters Score -574513.3 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -574929.250000 Penalty: 858.308655 Iteration 2F: 3 clusters Score -574929.2 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -575469.000000 Penalty: 858.308655 Iteration 3F: 3 clusters Score -575469 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -576176.312500 Penalty: 858.308655 Iteration 4F: 3 clusters Score -576176.3 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -576955.750000 Penalty: 858.308655 Iteration 5F: 3 clusters Score -576955.8 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -577597.000000 Penalty: 858.308655 Iteration 6F: 3 clusters Score -577597 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10871 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -578062.875000 Penalty: 858.308655 Iteration 7Q: 3 clusters Score -578062.9 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -578434.187500 Penalty: 858.308655 Iteration 8Q: 3 clusters Score -578434.2 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -578843.187500 Penalty: 858.308655 Iteration 9Q: 3 clusters Score -578843.2 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -579130.687500 Penalty: 858.308655 Iteration 10Q: 3 clusters Score -579130.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -579278.250000 Penalty: 858.308655 Iteration 11Q: 3 clusters Score -579278.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -579334.125000 Penalty: 858.308655 Iteration 12Q: 3 clusters Score -579334.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12276 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -579349.500000 Penalty: 858.308655 Iteration 13Q: 3 clusters Score -579349.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -579359.562500 Penalty: 858.308655 Iteration 14Q: 3 clusters Score -579359.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12301 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -579363.562500 Penalty: 858.308655 Iteration 15Q: 3 clusters Score -579363.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -579364.000000 Penalty: 858.308655 Iteration 16Q: 3 clusters Score -579364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -579364.062500 Penalty: 858.308655 Iteration 17Q: 3 clusters Score -579364.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -579365.562500 Penalty: 858.308655 Iteration 18Q: 3 clusters Score -579365.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12306 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -579364.687500 Penalty: 858.308655 Iteration 19Q: 3 clusters Score -579364.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12307 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -579364.812500 Penalty: 858.308655 Iteration 20F: 3 clusters Score -579364.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 5796 members Mstep: Class 3 contains 68 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 25791 members Mstep: Class 6 contains 194920 members Mstep: Class 7 contains 28580 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 148 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 255 members Mstep: Class 13 contains 174 members Mstep: Class 16 contains 1041 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12307 members Mstep: Class 19 contains 1295 members Mstep: Class 20 contains 65538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24269504.000000 Penalty: 11354.086914 Splitting cluster 18 changes total score from -24267234.000000 to -24269504.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 19 (1295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Entering Unmasked Estep Score: -48178.808594 Penalty: 326.065094 Iteration 0F: 2 clusters Score -48178.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -47245.171875 Penalty: 652.130188 Iteration 0F: 3 clusters Score -47245.17 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -48518.285156 Penalty: 652.130188 Iteration 1F: 3 clusters Score -48518.29 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -49262.816406 Penalty: 652.130188 Iteration 2F: 3 clusters Score -49262.82 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -49592.425781 Penalty: 652.130188 Iteration 3F: 3 clusters Score -49592.43 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -49704.265625 Penalty: 652.130188 Iteration 4F: 3 clusters Score -49704.27 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -49839.750000 Penalty: 652.130188 Iteration 5Q: 3 clusters Score -49839.75 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -50108.601562 Penalty: 652.130188 Iteration 6Q: 3 clusters Score -50108.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -50388.957031 Penalty: 652.130188 Iteration 7Q: 3 clusters Score -50388.96 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -50450.347656 Penalty: 652.130188 Iteration 8Q: 3 clusters Score -50450.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -50479.433594 Penalty: 652.130188 Iteration 9Q: 3 clusters Score -50479.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -50495.601562 Penalty: 652.130188 Iteration 10Q: 3 clusters Score -50495.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -50504.316406 Penalty: 652.130188 Iteration 11Q: 3 clusters Score -50504.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -50510.480469 Penalty: 652.130188 Iteration 12Q: 3 clusters Score -50510.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -50520.507812 Penalty: 652.130188 Iteration 13Q: 3 clusters Score -50520.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -50529.820312 Penalty: 652.130188 Iteration 14Q: 3 clusters Score -50529.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -50533.164062 Penalty: 652.130188 Iteration 15Q: 3 clusters Score -50533.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -50539.703125 Penalty: 652.130188 Iteration 16Q: 3 clusters Score -50539.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -50542.972656 Penalty: 652.130188 Iteration 17Q: 3 clusters Score -50542.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -50553.644531 Penalty: 652.130188 Iteration 18Q: 3 clusters Score -50553.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -50564.312500 Penalty: 652.130188 Iteration 19Q: 3 clusters Score -50564.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -50572.527344 Penalty: 652.130188 Iteration 20F: 3 clusters Score -50572.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -50585.847656 Penalty: 652.130188 Iteration 21Q: 3 clusters Score -50585.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -50592.777344 Penalty: 652.130188 Iteration 22Q: 3 clusters Score -50592.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -50597.164062 Penalty: 652.130188 Iteration 23Q: 3 clusters Score -50597.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -50608.617188 Penalty: 652.130188 Iteration 24Q: 3 clusters Score -50608.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -50628.148438 Penalty: 652.130188 Iteration 25Q: 3 clusters Score -50628.15 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -50678.640625 Penalty: 652.130188 Iteration 26Q: 3 clusters Score -50678.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -50719.402344 Penalty: 652.130188 Iteration 27Q: 3 clusters Score -50719.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -50723.921875 Penalty: 652.130188 Iteration 28Q: 3 clusters Score -50723.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -50723.921875 Penalty: 652.130188 Iteration 29F: 3 clusters Score -50723.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 5796 members Mstep: Class 3 contains 68 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 25791 members Mstep: Class 6 contains 194920 members Mstep: Class 7 contains 28580 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 148 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 258 members Mstep: Class 12 contains 255 members Mstep: Class 13 contains 174 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1041 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12307 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 65538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24271784.000000 Penalty: 11951.669922 Splitting cluster 19 changes total score from -24267234.000000 to -24271784.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 20 (65538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65538 members Entering Unmasked Estep Score: -3397877.250000 Penalty: 504.612549 Iteration 0F: 2 clusters Score -3397877 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32786 members Mstep: Class 2 contains 32752 members Entering Unmasked Estep Score: -3353778.500000 Penalty: 1009.225098 Iteration 0F: 3 clusters Score -3353778 nChanged 31788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33720 members Mstep: Class 2 contains 31818 members Entering Unmasked Estep Score: -3372326.250000 Penalty: 1009.225098 Iteration 1F: 3 clusters Score -3372326 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34627 members Mstep: Class 2 contains 30911 members Entering Unmasked Estep Score: -3373181.500000 Penalty: 1009.225098 Iteration 2Q: 3 clusters Score -3373182 nChanged 3240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36111 members Mstep: Class 2 contains 29427 members Entering Unmasked Estep Score: -3374765.250000 Penalty: 1009.225098 Iteration 3Q: 3 clusters Score -3374765 nChanged 4234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38355 members Mstep: Class 2 contains 27183 members Entering Unmasked Estep Score: -3377551.750000 Penalty: 1009.225098 Iteration 4F: 3 clusters Score -3377552 nChanged 4939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41092 members Mstep: Class 2 contains 24446 members Entering Unmasked Estep Score: -3381520.500000 Penalty: 1009.225098 Iteration 5F: 3 clusters Score -3381520 nChanged 4790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43704 members Mstep: Class 2 contains 21834 members Entering Unmasked Estep Score: -3385702.250000 Penalty: 1009.225098 Iteration 6F: 3 clusters Score -3385702 nChanged 3899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45791 members Mstep: Class 2 contains 19747 members Entering Unmasked Estep Score: -3388710.500000 Penalty: 1009.225098 Iteration 7F: 3 clusters Score -3388710 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47389 members Mstep: Class 2 contains 18149 members Entering Unmasked Estep Score: -3390164.250000 Penalty: 1009.225098 Iteration 8Q: 3 clusters Score -3390164 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48871 members Mstep: Class 2 contains 16667 members Entering Unmasked Estep Score: -3391173.000000 Penalty: 1009.225098 Iteration 9Q: 3 clusters Score -3391173 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50309 members Mstep: Class 2 contains 15229 members Entering Unmasked Estep Score: -3391999.250000 Penalty: 1009.225098 Iteration 10Q: 3 clusters Score -3391999 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51676 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -3392740.000000 Penalty: 1009.225098 Iteration 11Q: 3 clusters Score -3392740 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52950 members Mstep: Class 2 contains 12588 members Entering Unmasked Estep Score: -3393425.750000 Penalty: 1009.225098 Iteration 12Q: 3 clusters Score -3393426 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54105 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -3393992.500000 Penalty: 1009.225098 Iteration 13Q: 3 clusters Score -3393992 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55133 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -3394481.500000 Penalty: 1009.225098 Iteration 14Q: 3 clusters Score -3394482 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56095 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -3394904.500000 Penalty: 1009.225098 Iteration 15Q: 3 clusters Score -3394904 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56962 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -3395249.750000 Penalty: 1009.225098 Iteration 16Q: 3 clusters Score -3395250 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57701 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -3395541.750000 Penalty: 1009.225098 Iteration 17Q: 3 clusters Score -3395542 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58364 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -3395780.000000 Penalty: 1009.225098 Iteration 18Q: 3 clusters Score -3395780 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58956 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -3395965.500000 Penalty: 1009.225098 Iteration 19Q: 3 clusters Score -3395966 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59473 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -3396138.750000 Penalty: 1009.225098 Iteration 20F: 3 clusters Score -3396139 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59951 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -3396291.500000 Penalty: 1009.225098 Iteration 21Q: 3 clusters Score -3396292 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60381 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -3396395.500000 Penalty: 1009.225098 Iteration 22Q: 3 clusters Score -3396396 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60782 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -3396515.250000 Penalty: 1009.225098 Iteration 23Q: 3 clusters Score -3396515 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61152 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -3396624.750000 Penalty: 1009.225098 Iteration 24Q: 3 clusters Score -3396625 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61480 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -3396729.750000 Penalty: 1009.225098 Iteration 25Q: 3 clusters Score -3396730 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61792 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -3396806.750000 Penalty: 1009.225098 Iteration 26Q: 3 clusters Score -3396807 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62070 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -3396901.000000 Penalty: 1009.225098 Iteration 27Q: 3 clusters Score -3396901 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62317 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -3396965.500000 Penalty: 1009.225098 Iteration 28Q: 3 clusters Score -3396966 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62571 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -3397044.500000 Penalty: 1009.225098 Iteration 29Q: 3 clusters Score -3397044 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62782 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -3397106.000000 Penalty: 1009.225098 Iteration 30Q: 3 clusters Score -3397106 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62945 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -3397128.500000 Penalty: 1009.225098 Iteration 31Q: 3 clusters Score -3397128 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63092 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -3397159.250000 Penalty: 1009.225098 Iteration 32Q: 3 clusters Score -3397159 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63231 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -3397200.000000 Penalty: 1009.225098 Iteration 33Q: 3 clusters Score -3397200 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63345 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -3397225.250000 Penalty: 1009.225098 Iteration 34Q: 3 clusters Score -3397225 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63455 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -3397254.750000 Penalty: 1009.225098 Iteration 35Q: 3 clusters Score -3397255 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63536 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -3397268.500000 Penalty: 1009.225098 Iteration 36Q: 3 clusters Score -3397268 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63636 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -3397293.750000 Penalty: 1009.225098 Iteration 37Q: 3 clusters Score -3397294 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63730 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -3397316.750000 Penalty: 1009.225098 Iteration 38Q: 3 clusters Score -3397317 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63821 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -3397339.000000 Penalty: 1009.225098 Iteration 39Q: 3 clusters Score -3397339 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63892 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -3397356.000000 Penalty: 1009.225098 Iteration 40F: 3 clusters Score -3397356 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63956 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -3397368.500000 Penalty: 1009.225098 Iteration 41Q: 3 clusters Score -3397368 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64022 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -3397387.500000 Penalty: 1009.225098 Iteration 42Q: 3 clusters Score -3397388 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64074 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3397404.000000 Penalty: 1009.225098 Iteration 43Q: 3 clusters Score -3397404 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64124 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -3397417.250000 Penalty: 1009.225098 Iteration 44Q: 3 clusters Score -3397417 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64167 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -3397431.250000 Penalty: 1009.225098 Iteration 45Q: 3 clusters Score -3397431 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64208 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -3397435.500000 Penalty: 1009.225098 Iteration 46Q: 3 clusters Score -3397436 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64245 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -3397451.500000 Penalty: 1009.225098 Iteration 47Q: 3 clusters Score -3397452 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64285 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -3397457.000000 Penalty: 1009.225098 Iteration 48Q: 3 clusters Score -3397457 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64315 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -3397463.750000 Penalty: 1009.225098 Iteration 49Q: 3 clusters Score -3397464 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64344 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -3397469.750000 Penalty: 1009.225098 Iteration 50Q: 3 clusters Score -3397470 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64376 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -3397470.500000 Penalty: 1009.225098 Iteration 51Q: 3 clusters Score -3397470 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64408 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -3397476.750000 Penalty: 1009.225098 Iteration 52Q: 3 clusters Score -3397477 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64437 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -3397480.500000 Penalty: 1009.225098 Iteration 53Q: 3 clusters Score -3397480 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64471 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -3397495.000000 Penalty: 1009.225098 Iteration 54Q: 3 clusters Score -3397495 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64496 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -3397502.500000 Penalty: 1009.225098 Iteration 55Q: 3 clusters Score -3397502 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64524 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -3397499.750000 Penalty: 1009.225098 Iteration 56Q: 3 clusters Score -3397500 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64543 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -3397508.250000 Penalty: 1009.225098 Iteration 57Q: 3 clusters Score -3397508 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64567 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -3397520.000000 Penalty: 1009.225098 Iteration 58Q: 3 clusters Score -3397520 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64597 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -3397518.500000 Penalty: 1009.225098 Iteration 59Q: 3 clusters Score -3397518 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64628 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -3397523.000000 Penalty: 1009.225098 Iteration 60F: 3 clusters Score -3397523 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64654 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -3397527.000000 Penalty: 1009.225098 Iteration 61Q: 3 clusters Score -3397527 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64682 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -3397531.750000 Penalty: 1009.225098 Iteration 62Q: 3 clusters Score -3397532 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64709 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -3397545.500000 Penalty: 1009.225098 Iteration 63Q: 3 clusters Score -3397546 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64728 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -3397559.750000 Penalty: 1009.225098 Iteration 64Q: 3 clusters Score -3397560 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64751 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -3397578.250000 Penalty: 1009.225098 Iteration 65Q: 3 clusters Score -3397578 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64777 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -3397597.250000 Penalty: 1009.225098 Iteration 66Q: 3 clusters Score -3397597 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64796 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -3397601.500000 Penalty: 1009.225098 Iteration 67Q: 3 clusters Score -3397602 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64811 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -3397618.000000 Penalty: 1009.225098 Iteration 68Q: 3 clusters Score -3397618 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64821 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -3397625.500000 Penalty: 1009.225098 Iteration 69Q: 3 clusters Score -3397626 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64828 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -3397636.000000 Penalty: 1009.225098 Iteration 70Q: 3 clusters Score -3397636 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64828 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -3397631.500000 Penalty: 1009.225098 Iteration 71Q: 3 clusters Score -3397632 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64833 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -3397634.750000 Penalty: 1009.225098 Iteration 72Q: 3 clusters Score -3397635 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64836 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -3397640.000000 Penalty: 1009.225098 Iteration 73Q: 3 clusters Score -3397640 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64840 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -3397643.750000 Penalty: 1009.225098 Iteration 74Q: 3 clusters Score -3397644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64842 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -3397645.750000 Penalty: 1009.225098 Iteration 75Q: 3 clusters Score -3397646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64839 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -3397647.250000 Penalty: 1009.225098 Iteration 76Q: 3 clusters Score -3397647 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64839 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -3397648.500000 Penalty: 1009.225098 Iteration 77Q: 3 clusters Score -3397648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64838 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -3397650.750000 Penalty: 1009.225098 Iteration 78Q: 3 clusters Score -3397651 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64836 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -3397648.500000 Penalty: 1009.225098 Iteration 79Q: 3 clusters Score -3397648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64834 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -3397653.000000 Penalty: 1009.225098 Iteration 80F: 3 clusters Score -3397653 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64832 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -3397653.500000 Penalty: 1009.225098 Iteration 81Q: 3 clusters Score -3397654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64830 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -3397654.250000 Penalty: 1009.225098 Iteration 82Q: 3 clusters Score -3397654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64831 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -3397654.000000 Penalty: 1009.225098 Iteration 83Q: 3 clusters Score -3397654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64831 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -3397654.000000 Penalty: 1009.225098 Iteration 84F: 3 clusters Score -3397654 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -11126.081055 Penalty: 248.604355 Iteration 0F: 2 clusters Score -11126.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -10813.965820 Penalty: 497.208710 Iteration 0F: 3 clusters Score -10813.97 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -10868.567383 Penalty: 497.208710 Iteration 1F: 3 clusters Score -10868.57 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10895.215820 Penalty: 497.208710 Iteration 2F: 3 clusters Score -10895.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -10903.694336 Penalty: 497.208710 Iteration 3Q: 3 clusters Score -10903.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -10909.522461 Penalty: 497.208710 Iteration 4Q: 3 clusters Score -10909.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -10911.058594 Penalty: 497.208710 Iteration 5Q: 3 clusters Score -10911.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -10913.720703 Penalty: 497.208710 Iteration 6Q: 3 clusters Score -10913.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10914.279297 Penalty: 497.208710 Iteration 7Q: 3 clusters Score -10914.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10914.279297 Penalty: 497.208710 Iteration 8F: 3 clusters Score -10914.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 25791 members Mstep: Class 6 contains 194920 members Mstep: Class 7 contains 28580 members Mstep: Class 8 contains 155292 members Mstep: Class 9 contains 148 members Mstep: Class 10 contains 8114 members Mstep: Class 11 contains 258 members Mstep: Class 16 contains 1041 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12307 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 65538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272112.000000 Penalty: 11951.669922 Iteration 39Q: 21 clusters Score -2.427211e+07 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 5762 members Mstep: Class 3 contains 65 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 26511 members Mstep: Class 6 contains 194515 members Mstep: Class 7 contains 28378 members Mstep: Class 8 contains 155233 members Mstep: Class 9 contains 178 members Mstep: Class 10 contains 8101 members Mstep: Class 11 contains 262 members Mstep: Class 12 contains 255 members Mstep: Class 13 contains 174 members Mstep: Class 14 contains 333 members Mstep: Class 16 contains 1043 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12567 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 65257 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272594.000000 Penalty: 11951.669922 Iteration 40F: 21 clusters Score -2.427259e+07 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 5861 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 26922 members Mstep: Class 6 contains 194401 members Mstep: Class 7 contains 28179 members Mstep: Class 8 contains 155125 members Mstep: Class 9 contains 198 members Mstep: Class 10 contains 8078 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 175 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 12813 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 64896 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272728.000000 Penalty: 11951.669922 Iteration 41Q: 21 clusters Score -2.427273e+07 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 5911 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27178 members Mstep: Class 6 contains 194441 members Mstep: Class 7 contains 27987 members Mstep: Class 8 contains 155038 members Mstep: Class 9 contains 216 members Mstep: Class 10 contains 8042 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 174 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 13067 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 64538 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272792.000000 Penalty: 11951.669922 Iteration 42Q: 21 clusters Score -2.427279e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 5962 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27364 members Mstep: Class 6 contains 194552 members Mstep: Class 7 contains 27813 members Mstep: Class 8 contains 154930 members Mstep: Class 9 contains 225 members Mstep: Class 10 contains 8015 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 175 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 13318 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 64186 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272786.000000 Penalty: 11951.669922 Iteration 43Q: 21 clusters Score -2.427279e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 5996 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27515 members Mstep: Class 6 contains 194669 members Mstep: Class 7 contains 27660 members Mstep: Class 8 contains 154817 members Mstep: Class 9 contains 229 members Mstep: Class 10 contains 7990 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 176 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 13559 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 63871 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272846.000000 Penalty: 11951.669922 Iteration 44Q: 21 clusters Score -2.427285e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 6023 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27643 members Mstep: Class 6 contains 194800 members Mstep: Class 7 contains 27488 members Mstep: Class 8 contains 154717 members Mstep: Class 9 contains 232 members Mstep: Class 10 contains 7960 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 177 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 13811 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 63584 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272884.000000 Penalty: 11951.669922 Iteration 45Q: 21 clusters Score -2.427288e+07 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 6032 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27780 members Mstep: Class 6 contains 194922 members Mstep: Class 7 contains 27326 members Mstep: Class 8 contains 154627 members Mstep: Class 9 contains 235 members Mstep: Class 10 contains 7922 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 177 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 14060 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 63317 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272896.000000 Penalty: 11951.669922 Iteration 46Q: 21 clusters Score -2.42729e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 6035 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27889 members Mstep: Class 6 contains 195047 members Mstep: Class 7 contains 27224 members Mstep: Class 8 contains 154503 members Mstep: Class 9 contains 236 members Mstep: Class 10 contains 7885 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 177 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 14284 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 63078 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272886.000000 Penalty: 11951.669922 Iteration 47Q: 21 clusters Score -2.427289e+07 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 6034 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 27989 members Mstep: Class 6 contains 195194 members Mstep: Class 7 contains 27118 members Mstep: Class 8 contains 154407 members Mstep: Class 9 contains 239 members Mstep: Class 10 contains 7840 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 177 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 14496 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 62828 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272974.000000 Penalty: 11951.669922 Iteration 48Q: 21 clusters Score -2.427297e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 6032 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28082 members Mstep: Class 6 contains 195341 members Mstep: Class 7 contains 27015 members Mstep: Class 8 contains 154323 members Mstep: Class 9 contains 242 members Mstep: Class 10 contains 7805 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 177 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 14683 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 62589 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272936.000000 Penalty: 11951.669922 Iteration 49Q: 21 clusters Score -2.427294e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 6039 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28164 members Mstep: Class 6 contains 195512 members Mstep: Class 7 contains 26897 members Mstep: Class 8 contains 154246 members Mstep: Class 9 contains 243 members Mstep: Class 10 contains 7758 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 177 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 14893 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 62337 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272900.000000 Penalty: 11951.669922 Iteration 50Q: 21 clusters Score -2.42729e+07 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 6040 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28223 members Mstep: Class 6 contains 195699 members Mstep: Class 7 contains 26777 members Mstep: Class 8 contains 154178 members Mstep: Class 9 contains 245 members Mstep: Class 10 contains 7703 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 179 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 15096 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 62105 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272992.000000 Penalty: 11951.669922 Iteration 51Q: 21 clusters Score -2.427299e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 6046 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28264 members Mstep: Class 6 contains 195900 members Mstep: Class 7 contains 26672 members Mstep: Class 8 contains 154084 members Mstep: Class 9 contains 248 members Mstep: Class 10 contains 7662 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 180 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 15300 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 61872 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273030.000000 Penalty: 11951.669922 Iteration 52Q: 21 clusters Score -2.427303e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 6046 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28312 members Mstep: Class 6 contains 196082 members Mstep: Class 7 contains 26581 members Mstep: Class 8 contains 154004 members Mstep: Class 9 contains 249 members Mstep: Class 10 contains 7616 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 181 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 15490 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 61657 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273092.000000 Penalty: 11951.669922 Iteration 53Q: 21 clusters Score -2.427309e+07 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 6041 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28350 members Mstep: Class 6 contains 196269 members Mstep: Class 7 contains 26512 members Mstep: Class 8 contains 153905 members Mstep: Class 9 contains 250 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 181 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 15666 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 61461 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273100.000000 Penalty: 11951.669922 Iteration 54Q: 21 clusters Score -2.42731e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6038 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28373 members Mstep: Class 6 contains 196444 members Mstep: Class 7 contains 26440 members Mstep: Class 8 contains 153811 members Mstep: Class 9 contains 255 members Mstep: Class 10 contains 7541 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 182 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 404 members Mstep: Class 18 contains 15829 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 61294 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273094.000000 Penalty: 11951.669922 Iteration 55Q: 21 clusters Score -2.427309e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 6033 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28398 members Mstep: Class 6 contains 196594 members Mstep: Class 7 contains 26410 members Mstep: Class 8 contains 153729 members Mstep: Class 9 contains 263 members Mstep: Class 10 contains 7499 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 185 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 15965 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 61125 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273114.000000 Penalty: 11951.669922 Iteration 56Q: 21 clusters Score -2.427311e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 6031 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28423 members Mstep: Class 6 contains 196729 members Mstep: Class 7 contains 26364 members Mstep: Class 8 contains 153660 members Mstep: Class 9 contains 266 members Mstep: Class 10 contains 7456 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 188 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 406 members Mstep: Class 18 contains 16098 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60980 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273076.000000 Penalty: 11951.669922 Iteration 57Q: 21 clusters Score -2.427308e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 6028 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28447 members Mstep: Class 6 contains 196853 members Mstep: Class 7 contains 26325 members Mstep: Class 8 contains 153609 members Mstep: Class 9 contains 267 members Mstep: Class 10 contains 7424 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 190 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 406 members Mstep: Class 18 contains 16207 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60841 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273016.000000 Penalty: 11951.669922 Iteration 58Q: 21 clusters Score -2.427302e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 6026 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28465 members Mstep: Class 6 contains 196946 members Mstep: Class 7 contains 26282 members Mstep: Class 8 contains 153570 members Mstep: Class 9 contains 268 members Mstep: Class 10 contains 7389 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 193 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 406 members Mstep: Class 18 contains 16319 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60729 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273024.000000 Penalty: 11951.669922 Iteration 59Q: 21 clusters Score -2.427302e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 6018 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28479 members Mstep: Class 6 contains 197030 members Mstep: Class 7 contains 26214 members Mstep: Class 8 contains 153533 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 7361 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 197 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 406 members Mstep: Class 18 contains 16450 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60631 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24272960.000000 Penalty: 11951.669922 Iteration 60F: 21 clusters Score -2.427296e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 6014 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28488 members Mstep: Class 6 contains 197110 members Mstep: Class 7 contains 26136 members Mstep: Class 8 contains 153479 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 7333 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 203 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 16602 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60539 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273014.000000 Penalty: 11951.669922 Iteration 61Q: 21 clusters Score -2.427301e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 6015 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28494 members Mstep: Class 6 contains 197196 members Mstep: Class 7 contains 26068 members Mstep: Class 8 contains 153414 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 7298 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 208 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 16751 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60453 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273050.000000 Penalty: 11951.669922 Iteration 62Q: 21 clusters Score -2.427305e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 6009 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28490 members Mstep: Class 6 contains 197296 members Mstep: Class 7 contains 26007 members Mstep: Class 8 contains 153342 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 7262 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 212 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 16912 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60358 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273058.000000 Penalty: 11951.669922 Iteration 63Q: 21 clusters Score -2.427306e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 6005 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28492 members Mstep: Class 6 contains 197381 members Mstep: Class 7 contains 25926 members Mstep: Class 8 contains 153282 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 7225 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 217 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 17083 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60274 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273032.000000 Penalty: 11951.669922 Iteration 64Q: 21 clusters Score -2.427303e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 6000 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28491 members Mstep: Class 6 contains 197476 members Mstep: Class 7 contains 25828 members Mstep: Class 8 contains 153246 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 7176 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 224 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 17254 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60185 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273034.000000 Penalty: 11951.669922 Iteration 65Q: 21 clusters Score -2.427303e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 6001 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28497 members Mstep: Class 6 contains 197551 members Mstep: Class 7 contains 25709 members Mstep: Class 8 contains 153202 members Mstep: Class 9 contains 269 members Mstep: Class 10 contains 7129 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 233 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 17443 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60113 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273166.000000 Penalty: 11951.669922 Iteration 66Q: 21 clusters Score -2.427317e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 5999 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28503 members Mstep: Class 6 contains 197601 members Mstep: Class 7 contains 25571 members Mstep: Class 8 contains 153166 members Mstep: Class 9 contains 270 members Mstep: Class 10 contains 7063 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 242 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 17667 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60063 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273216.000000 Penalty: 11951.669922 Iteration 67Q: 21 clusters Score -2.427322e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 5997 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28511 members Mstep: Class 6 contains 197650 members Mstep: Class 7 contains 25444 members Mstep: Class 8 contains 153126 members Mstep: Class 9 contains 271 members Mstep: Class 10 contains 7004 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 254 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 17873 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 60014 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273230.000000 Penalty: 11951.669922 Iteration 68Q: 21 clusters Score -2.427323e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 5996 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28520 members Mstep: Class 6 contains 197690 members Mstep: Class 7 contains 25291 members Mstep: Class 8 contains 153087 members Mstep: Class 9 contains 272 members Mstep: Class 10 contains 6955 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 264 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 18095 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59972 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273320.000000 Penalty: 11951.669922 Iteration 69Q: 21 clusters Score -2.427332e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 5991 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28531 members Mstep: Class 6 contains 197745 members Mstep: Class 7 contains 25162 members Mstep: Class 8 contains 153035 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6908 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 269 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 18301 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59925 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273358.000000 Penalty: 11951.669922 Iteration 70Q: 21 clusters Score -2.427336e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 5986 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28538 members Mstep: Class 6 contains 197786 members Mstep: Class 7 contains 25022 members Mstep: Class 8 contains 152988 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6857 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 274 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 18521 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59892 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273376.000000 Penalty: 11951.669922 Iteration 71Q: 21 clusters Score -2.427338e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 5982 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28544 members Mstep: Class 6 contains 197833 members Mstep: Class 7 contains 24873 members Mstep: Class 8 contains 152939 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6807 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 280 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 18745 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59859 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273366.000000 Penalty: 11951.669922 Iteration 72Q: 21 clusters Score -2.427337e+07 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 5982 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28544 members Mstep: Class 6 contains 197882 members Mstep: Class 7 contains 24732 members Mstep: Class 8 contains 152895 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6759 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 280 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 18962 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59824 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273360.000000 Penalty: 11951.669922 Iteration 73Q: 21 clusters Score -2.427336e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5982 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28546 members Mstep: Class 6 contains 197934 members Mstep: Class 7 contains 24593 members Mstep: Class 8 contains 152843 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6717 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 281 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 19171 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59791 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273436.000000 Penalty: 11951.669922 Iteration 74Q: 21 clusters Score -2.427344e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5982 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28553 members Mstep: Class 6 contains 197965 members Mstep: Class 7 contains 24455 members Mstep: Class 8 contains 152780 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6676 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 282 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 19394 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59771 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273470.000000 Penalty: 11951.669922 Iteration 75Q: 21 clusters Score -2.427347e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5978 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28561 members Mstep: Class 6 contains 197997 members Mstep: Class 7 contains 24326 members Mstep: Class 8 contains 152724 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6623 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 283 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 19615 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59751 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273580.000000 Penalty: 11951.669922 Iteration 76Q: 21 clusters Score -2.427358e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5974 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28570 members Mstep: Class 6 contains 198022 members Mstep: Class 7 contains 24163 members Mstep: Class 8 contains 152674 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6573 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 285 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 19869 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59728 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273616.000000 Penalty: 11951.669922 Iteration 77Q: 21 clusters Score -2.427362e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5967 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28577 members Mstep: Class 6 contains 198051 members Mstep: Class 7 contains 23974 members Mstep: Class 8 contains 152631 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6539 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 288 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20123 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59708 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24273712.000000 Penalty: 11951.669922 Iteration 78Q: 21 clusters Score -2.427371e+07 nChanged 531 Entering ConstructFrom: Score: -24273712.000000 Penalty: 11951.669922 Entering ConstructFrom: Trying to split cluster 1 (1977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Entering Unmasked Estep Score: -88603.320312 Penalty: 345.314789 Iteration 0F: 2 clusters Score -88603.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -87156.546875 Penalty: 690.629578 Iteration 0F: 3 clusters Score -87156.55 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -87645.320312 Penalty: 690.629578 Iteration 1F: 3 clusters Score -87645.32 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -87739.250000 Penalty: 690.629578 Iteration 2F: 3 clusters Score -87739.25 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -87826.265625 Penalty: 690.629578 Iteration 3F: 3 clusters Score -87826.27 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -87906.687500 Penalty: 690.629578 Iteration 4F: 3 clusters Score -87906.69 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -88003.539062 Penalty: 690.629578 Iteration 5F: 3 clusters Score -88003.54 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -88169.140625 Penalty: 690.629578 Iteration 6F: 3 clusters Score -88169.14 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -88315.906250 Penalty: 690.629578 Iteration 7F: 3 clusters Score -88315.91 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -88407.414062 Penalty: 690.629578 Iteration 8Q: 3 clusters Score -88407.41 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -88464.117188 Penalty: 690.629578 Iteration 9Q: 3 clusters Score -88464.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -88493.515625 Penalty: 690.629578 Iteration 10Q: 3 clusters Score -88493.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -88508.468750 Penalty: 690.629578 Iteration 11Q: 3 clusters Score -88508.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -88519.937500 Penalty: 690.629578 Iteration 12Q: 3 clusters Score -88519.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -88530.078125 Penalty: 690.629578 Iteration 13Q: 3 clusters Score -88530.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -88533.101562 Penalty: 690.629578 Iteration 14Q: 3 clusters Score -88533.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -88534.578125 Penalty: 690.629578 Iteration 15Q: 3 clusters Score -88534.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -88534.898438 Penalty: 690.629578 Iteration 16Q: 3 clusters Score -88534.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -88535.539062 Penalty: 690.629578 Iteration 17Q: 3 clusters Score -88535.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -88536.773438 Penalty: 690.629578 Iteration 18F: 3 clusters Score -88536.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -88537.187500 Penalty: 690.629578 Iteration 19Q: 3 clusters Score -88537.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -88537.187500 Penalty: 690.629578 Iteration 20F: 3 clusters Score -88537.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Entering Unmasked Estep Score: -268914.281250 Penalty: 395.500671 Iteration 0F: 2 clusters Score -268914.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -264923.781250 Penalty: 791.001343 Iteration 0F: 3 clusters Score -264923.8 nChanged 2730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -266578.125000 Penalty: 791.001343 Iteration 1F: 3 clusters Score -266578.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -266870.812500 Penalty: 791.001343 Iteration 2F: 3 clusters Score -266870.8 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -267289.593750 Penalty: 791.001343 Iteration 3F: 3 clusters Score -267289.6 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -267745.687500 Penalty: 791.001343 Iteration 4F: 3 clusters Score -267745.7 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -268106.437500 Penalty: 791.001343 Iteration 5F: 3 clusters Score -268106.4 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -268413.625000 Penalty: 791.001343 Iteration 6F: 3 clusters Score -268413.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -268580.312500 Penalty: 791.001343 Iteration 7Q: 3 clusters Score -268580.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -268701.343750 Penalty: 791.001343 Iteration 8Q: 3 clusters Score -268701.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -268820.500000 Penalty: 791.001343 Iteration 9Q: 3 clusters Score -268820.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -268911.437500 Penalty: 791.001343 Iteration 10Q: 3 clusters Score -268911.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -268984.250000 Penalty: 791.001343 Iteration 11Q: 3 clusters Score -268984.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -269037.187500 Penalty: 791.001343 Iteration 12Q: 3 clusters Score -269037.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -269062.781250 Penalty: 791.001343 Iteration 13Q: 3 clusters Score -269062.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -269075.875000 Penalty: 791.001343 Iteration 14Q: 3 clusters Score -269075.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -269083.843750 Penalty: 791.001343 Iteration 15Q: 3 clusters Score -269083.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -269092.218750 Penalty: 791.001343 Iteration 16Q: 3 clusters Score -269092.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -269097.250000 Penalty: 791.001343 Iteration 17Q: 3 clusters Score -269097.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -269099.281250 Penalty: 791.001343 Iteration 18Q: 3 clusters Score -269099.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -269100.406250 Penalty: 791.001343 Iteration 19Q: 3 clusters Score -269100.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -269103.062500 Penalty: 791.001343 Iteration 20F: 3 clusters Score -269103.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -269106.000000 Penalty: 791.001343 Iteration 21Q: 3 clusters Score -269106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -269107.062500 Penalty: 791.001343 Iteration 22Q: 3 clusters Score -269107.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5099 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -269108.031250 Penalty: 791.001343 Iteration 23Q: 3 clusters Score -269108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -269108.250000 Penalty: 791.001343 Iteration 24Q: 3 clusters Score -269108.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -269109.218750 Penalty: 791.001343 Iteration 25Q: 3 clusters Score -269109.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -269109.031250 Penalty: 791.001343 Iteration 26Q: 3 clusters Score -269109 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -269108.625000 Penalty: 791.001343 Iteration 27Q: 3 clusters Score -269108.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -269108.937500 Penalty: 791.001343 Iteration 28Q: 3 clusters Score -269108.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -269108.937500 Penalty: 791.001343 Iteration 29F: 3 clusters Score -269108.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5102 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28580 members Mstep: Class 6 contains 198090 members Mstep: Class 7 contains 23782 members Mstep: Class 8 contains 152601 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6497 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20372 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59688 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24273672.000000 Penalty: 12549.253906 Splitting cluster 2 changes total score from -24273712.000000 to -24273672.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (66 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Entering Unmasked Estep Score: -2518.602295 Penalty: 190.629288 Iteration 0F: 2 clusters Score -2518.602 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -2363.671387 Penalty: 381.258575 Iteration 0F: 3 clusters Score -2363.671 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -2389.601562 Penalty: 381.258575 Iteration 1F: 3 clusters Score -2389.602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2393.775391 Penalty: 381.258575 Iteration 2Q: 3 clusters Score -2393.775 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -2393.775391 Penalty: 381.258575 Iteration 3F: 3 clusters Score -2393.775 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Entering Unmasked Estep Score: -193484.890625 Penalty: 375.934662 Iteration 0F: 2 clusters Score -193484.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -190849.359375 Penalty: 751.869324 Iteration 0F: 3 clusters Score -190849.4 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -191806.765625 Penalty: 751.869324 Iteration 1F: 3 clusters Score -191806.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -191893.984375 Penalty: 751.869324 Iteration 2F: 3 clusters Score -191894 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -191963.578125 Penalty: 751.869324 Iteration 3Q: 3 clusters Score -191963.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -192038.796875 Penalty: 751.869324 Iteration 4Q: 3 clusters Score -192038.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -192091.093750 Penalty: 751.869324 Iteration 5Q: 3 clusters Score -192091.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -192133.359375 Penalty: 751.869324 Iteration 6Q: 3 clusters Score -192133.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -192172.515625 Penalty: 751.869324 Iteration 7Q: 3 clusters Score -192172.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -192212.718750 Penalty: 751.869324 Iteration 8Q: 3 clusters Score -192212.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -192262.328125 Penalty: 751.869324 Iteration 9Q: 3 clusters Score -192262.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -192321.500000 Penalty: 751.869324 Iteration 10Q: 3 clusters Score -192321.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -192376.453125 Penalty: 751.869324 Iteration 11Q: 3 clusters Score -192376.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -192450.234375 Penalty: 751.869324 Iteration 12Q: 3 clusters Score -192450.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -192542.953125 Penalty: 751.869324 Iteration 13Q: 3 clusters Score -192543 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -192672.421875 Penalty: 751.869324 Iteration 14Q: 3 clusters Score -192672.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -192816.296875 Penalty: 751.869324 Iteration 15F: 3 clusters Score -192816.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -192952.437500 Penalty: 751.869324 Iteration 16Q: 3 clusters Score -192952.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -193055.093750 Penalty: 751.869324 Iteration 17Q: 3 clusters Score -193055.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -193119.562500 Penalty: 751.869324 Iteration 18Q: 3 clusters Score -193119.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -193165.281250 Penalty: 751.869324 Iteration 19Q: 3 clusters Score -193165.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -193190.968750 Penalty: 751.869324 Iteration 20F: 3 clusters Score -193191 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -193212.796875 Penalty: 751.869324 Iteration 21Q: 3 clusters Score -193212.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -193231.203125 Penalty: 751.869324 Iteration 22Q: 3 clusters Score -193231.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -193242.796875 Penalty: 751.869324 Iteration 23Q: 3 clusters Score -193242.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -193247.062500 Penalty: 751.869324 Iteration 24Q: 3 clusters Score -193247.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -193248.750000 Penalty: 751.869324 Iteration 25Q: 3 clusters Score -193248.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -193253.484375 Penalty: 751.869324 Iteration 26Q: 3 clusters Score -193253.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -193255.796875 Penalty: 751.869324 Iteration 27Q: 3 clusters Score -193255.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -193256.718750 Penalty: 751.869324 Iteration 28Q: 3 clusters Score -193256.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -193257.328125 Penalty: 751.869324 Iteration 29Q: 3 clusters Score -193257.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -193257.328125 Penalty: 751.869324 Iteration 30F: 3 clusters Score -193257.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28580 members Entering Unmasked Estep Score: -1340476.375000 Penalty: 466.851044 Iteration 0F: 2 clusters Score -1340476 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14216 members Mstep: Class 2 contains 14364 members Entering Unmasked Estep Score: -1321409.500000 Penalty: 933.702087 Iteration 0F: 3 clusters Score -1321410 nChanged 13634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13004 members Mstep: Class 2 contains 15576 members Entering Unmasked Estep Score: -1329180.875000 Penalty: 933.702087 Iteration 1F: 3 clusters Score -1329181 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 16552 members Entering Unmasked Estep Score: -1329836.750000 Penalty: 933.702087 Iteration 2F: 3 clusters Score -1329837 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 17826 members Entering Unmasked Estep Score: -1330717.250000 Penalty: 933.702087 Iteration 3F: 3 clusters Score -1330717 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 19361 members Entering Unmasked Estep Score: -1331879.500000 Penalty: 933.702087 Iteration 4F: 3 clusters Score -1331880 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 21091 members Entering Unmasked Estep Score: -1333424.750000 Penalty: 933.702087 Iteration 5F: 3 clusters Score -1333425 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 22876 members Entering Unmasked Estep Score: -1335123.000000 Penalty: 933.702087 Iteration 6F: 3 clusters Score -1335123 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 24373 members Entering Unmasked Estep Score: -1336560.625000 Penalty: 933.702087 Iteration 7F: 3 clusters Score -1336561 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 25523 members Entering Unmasked Estep Score: -1337617.875000 Penalty: 933.702087 Iteration 8Q: 3 clusters Score -1337618 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 26340 members Entering Unmasked Estep Score: -1338308.000000 Penalty: 933.702087 Iteration 9Q: 3 clusters Score -1338308 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 26962 members Entering Unmasked Estep Score: -1338828.875000 Penalty: 933.702087 Iteration 10Q: 3 clusters Score -1338829 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 27442 members Entering Unmasked Estep Score: -1339207.875000 Penalty: 933.702087 Iteration 11Q: 3 clusters Score -1339208 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 27769 members Entering Unmasked Estep Score: -1339469.375000 Penalty: 933.702087 Iteration 12Q: 3 clusters Score -1339469 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 28004 members Entering Unmasked Estep Score: -1339657.875000 Penalty: 933.702087 Iteration 13Q: 3 clusters Score -1339658 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 28173 members Entering Unmasked Estep Score: -1339788.625000 Penalty: 933.702087 Iteration 14Q: 3 clusters Score -1339789 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 28275 members Entering Unmasked Estep Score: -1339878.250000 Penalty: 933.702087 Iteration 15Q: 3 clusters Score -1339878 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 28349 members Entering Unmasked Estep Score: -1339944.250000 Penalty: 933.702087 Iteration 16Q: 3 clusters Score -1339944 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 28401 members Entering Unmasked Estep Score: -1339991.875000 Penalty: 933.702087 Iteration 17Q: 3 clusters Score -1339992 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 28430 members Entering Unmasked Estep Score: -1340014.250000 Penalty: 933.702087 Iteration 18Q: 3 clusters Score -1340014 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 28450 members Entering Unmasked Estep Score: -1340030.500000 Penalty: 933.702087 Iteration 19Q: 3 clusters Score -1340030 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 28462 members Entering Unmasked Estep Score: -1340041.250000 Penalty: 933.702087 Iteration 20F: 3 clusters Score -1340041 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 28472 members Entering Unmasked Estep Score: -1340049.125000 Penalty: 933.702087 Iteration 21Q: 3 clusters Score -1340049 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 28475 members Entering Unmasked Estep Score: -1340055.125000 Penalty: 933.702087 Iteration 22Q: 3 clusters Score -1340055 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 28478 members Entering Unmasked Estep Score: -1340057.750000 Penalty: 933.702087 Iteration 23Q: 3 clusters Score -1340058 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 28481 members Entering Unmasked Estep Score: -1340063.125000 Penalty: 933.702087 Iteration 24Q: 3 clusters Score -1340063 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 28483 members Entering Unmasked Estep Score: -1340064.875000 Penalty: 933.702087 Iteration 25Q: 3 clusters Score -1340065 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 28484 members Entering Unmasked Estep Score: -1340065.625000 Penalty: 933.702087 Iteration 26Q: 3 clusters Score -1340066 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 28484 members Entering Unmasked Estep Score: -1340065.625000 Penalty: 933.702087 Iteration 27F: 3 clusters Score -1340066 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (198090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198090 members Entering Unmasked Estep Score: -9738098.000000 Penalty: 554.939697 Iteration 0F: 2 clusters Score -9738098 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98869 members Mstep: Class 2 contains 99221 members Entering Unmasked Estep Score: -9605026.000000 Penalty: 1109.879395 Iteration 0F: 3 clusters Score -9605026 nChanged 97340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90589 members Mstep: Class 2 contains 107501 members Entering Unmasked Estep Score: -9665924.000000 Penalty: 1109.879395 Iteration 1F: 3 clusters Score -9665924 nChanged 8330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84985 members Mstep: Class 2 contains 113105 members Entering Unmasked Estep Score: -9669931.000000 Penalty: 1109.879395 Iteration 2Q: 3 clusters Score -9669931 nChanged 10825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77042 members Mstep: Class 2 contains 121048 members Entering Unmasked Estep Score: -9676729.000000 Penalty: 1109.879395 Iteration 3F: 3 clusters Score -9676729 nChanged 13356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66488 members Mstep: Class 2 contains 131602 members Entering Unmasked Estep Score: -9686934.000000 Penalty: 1109.879395 Iteration 4F: 3 clusters Score -9686934 nChanged 14614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54514 members Mstep: Class 2 contains 143576 members Entering Unmasked Estep Score: -9699648.000000 Penalty: 1109.879395 Iteration 5F: 3 clusters Score -9699648 nChanged 12897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43733 members Mstep: Class 2 contains 154357 members Entering Unmasked Estep Score: -9710336.000000 Penalty: 1109.879395 Iteration 6F: 3 clusters Score -9710336 nChanged 10240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34763 members Mstep: Class 2 contains 163327 members Entering Unmasked Estep Score: -9717906.000000 Penalty: 1109.879395 Iteration 7F: 3 clusters Score -9717906 nChanged 8025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27190 members Mstep: Class 2 contains 170900 members Entering Unmasked Estep Score: -9723361.000000 Penalty: 1109.879395 Iteration 8Q: 3 clusters Score -9723361 nChanged 6578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20698 members Mstep: Class 2 contains 177392 members Entering Unmasked Estep Score: -9727813.000000 Penalty: 1109.879395 Iteration 9Q: 3 clusters Score -9727813 nChanged 5482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15224 members Mstep: Class 2 contains 182866 members Entering Unmasked Estep Score: -9731490.000000 Penalty: 1109.879395 Iteration 10Q: 3 clusters Score -9731490 nChanged 4394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 187256 members Entering Unmasked Estep Score: -9734470.000000 Penalty: 1109.879395 Iteration 11Q: 3 clusters Score -9734470 nChanged 3278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 190528 members Entering Unmasked Estep Score: -9736608.000000 Penalty: 1109.879395 Iteration 12Q: 3 clusters Score -9736608 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 192683 members Entering Unmasked Estep Score: -9737845.000000 Penalty: 1109.879395 Iteration 13Q: 3 clusters Score -9737845 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 194021 members Entering Unmasked Estep Score: -9738520.000000 Penalty: 1109.879395 Iteration 14Q: 3 clusters Score -9738520 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 194871 members Entering Unmasked Estep Score: -9738980.000000 Penalty: 1109.879395 Iteration 15Q: 3 clusters Score -9738980 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 195382 members Entering Unmasked Estep Score: -9739285.000000 Penalty: 1109.879395 Iteration 16Q: 3 clusters Score -9739285 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 195661 members Entering Unmasked Estep Score: -9739417.000000 Penalty: 1109.879395 Iteration 17Q: 3 clusters Score -9739417 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 195836 members Entering Unmasked Estep Score: -9739480.000000 Penalty: 1109.879395 Iteration 18Q: 3 clusters Score -9739480 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 195931 members Entering Unmasked Estep Score: -9739547.000000 Penalty: 1109.879395 Iteration 19Q: 3 clusters Score -9739547 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 196004 members Entering Unmasked Estep Score: -9739584.000000 Penalty: 1109.879395 Iteration 20F: 3 clusters Score -9739584 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 196050 members Entering Unmasked Estep Score: -9739604.000000 Penalty: 1109.879395 Iteration 21Q: 3 clusters Score -9739604 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 196086 members Entering Unmasked Estep Score: -9739621.000000 Penalty: 1109.879395 Iteration 22Q: 3 clusters Score -9739621 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 196103 members Entering Unmasked Estep Score: -9739629.000000 Penalty: 1109.879395 Iteration 23Q: 3 clusters Score -9739629 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 196112 members Entering Unmasked Estep Score: -9739630.000000 Penalty: 1109.879395 Iteration 24Q: 3 clusters Score -9739630 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 196121 members Entering Unmasked Estep Score: -9739632.000000 Penalty: 1109.879395 Iteration 25Q: 3 clusters Score -9739632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 196124 members Entering Unmasked Estep Score: -9739636.000000 Penalty: 1109.879395 Iteration 26Q: 3 clusters Score -9739636 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 196130 members Entering Unmasked Estep Score: -9739630.000000 Penalty: 1109.879395 Iteration 27Q: 3 clusters Score -9739630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 196135 members Entering Unmasked Estep Score: -9739626.000000 Penalty: 1109.879395 Iteration 28Q: 3 clusters Score -9739626 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 196137 members Entering Unmasked Estep Score: -9739632.000000 Penalty: 1109.879395 Iteration 29Q: 3 clusters Score -9739632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 196138 members Entering Unmasked Estep Score: -9739634.000000 Penalty: 1109.879395 Iteration 30Q: 3 clusters Score -9739634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 196137 members Entering Unmasked Estep Score: -9739635.000000 Penalty: 1109.879395 Iteration 31Q: 3 clusters Score -9739635 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 196136 members Entering Unmasked Estep Score: -9739633.000000 Penalty: 1109.879395 Iteration 32Q: 3 clusters Score -9739633 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 196137 members Entering Unmasked Estep Score: -9739634.000000 Penalty: 1109.879395 Iteration 33Q: 3 clusters Score -9739634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 196138 members Entering Unmasked Estep Score: -9739635.000000 Penalty: 1109.879395 Iteration 34Q: 3 clusters Score -9739635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 196138 members Entering Unmasked Estep Score: -9739635.000000 Penalty: 1109.879395 Iteration 35F: 3 clusters Score -9739635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5957 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28580 members Mstep: Class 6 contains 1952 members Mstep: Class 7 contains 23782 members Mstep: Class 8 contains 152601 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6497 members Mstep: Class 11 contains 264 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 196138 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20372 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59688 members Mstep: Class 21 contains 236 members Entering Unmasked Estep Score: -24275168.000000 Penalty: 12549.253906 Splitting cluster 6 changes total score from -24273712.000000 to -24275168.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 7 (23782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23782 members Entering Unmasked Estep Score: -1206331.875000 Penalty: 458.489136 Iteration 0F: 2 clusters Score -1206332 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11825 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -1190455.125000 Penalty: 916.978271 Iteration 0F: 3 clusters Score -1190455 nChanged 11302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11079 members Mstep: Class 2 contains 12703 members Entering Unmasked Estep Score: -1196903.375000 Penalty: 916.978271 Iteration 1F: 3 clusters Score -1196903 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -1197257.625000 Penalty: 916.978271 Iteration 2Q: 3 clusters Score -1197258 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 14088 members Entering Unmasked Estep Score: -1197826.625000 Penalty: 916.978271 Iteration 3Q: 3 clusters Score -1197827 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 15317 members Entering Unmasked Estep Score: -1198788.250000 Penalty: 916.978271 Iteration 4F: 3 clusters Score -1198788 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 16819 members Entering Unmasked Estep Score: -1200134.375000 Penalty: 916.978271 Iteration 5F: 3 clusters Score -1200134 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 18270 members Entering Unmasked Estep Score: -1201486.250000 Penalty: 916.978271 Iteration 6F: 3 clusters Score -1201486 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 19565 members Entering Unmasked Estep Score: -1202701.500000 Penalty: 916.978271 Iteration 7F: 3 clusters Score -1202702 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 20618 members Entering Unmasked Estep Score: -1203655.125000 Penalty: 916.978271 Iteration 8Q: 3 clusters Score -1203655 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 21435 members Entering Unmasked Estep Score: -1204343.250000 Penalty: 916.978271 Iteration 9Q: 3 clusters Score -1204343 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 22046 members Entering Unmasked Estep Score: -1204836.125000 Penalty: 916.978271 Iteration 10Q: 3 clusters Score -1204836 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 22511 members Entering Unmasked Estep Score: -1205200.750000 Penalty: 916.978271 Iteration 11Q: 3 clusters Score -1205201 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 22853 members Entering Unmasked Estep Score: -1205451.000000 Penalty: 916.978271 Iteration 12Q: 3 clusters Score -1205451 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 23070 members Entering Unmasked Estep Score: -1205604.125000 Penalty: 916.978271 Iteration 13Q: 3 clusters Score -1205604 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 23236 members Entering Unmasked Estep Score: -1205716.875000 Penalty: 916.978271 Iteration 14Q: 3 clusters Score -1205717 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 23332 members Entering Unmasked Estep Score: -1205783.000000 Penalty: 916.978271 Iteration 15Q: 3 clusters Score -1205783 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 23402 members Entering Unmasked Estep Score: -1205833.375000 Penalty: 916.978271 Iteration 16Q: 3 clusters Score -1205833 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 23444 members Entering Unmasked Estep Score: -1205862.625000 Penalty: 916.978271 Iteration 17Q: 3 clusters Score -1205863 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 23474 members Entering Unmasked Estep Score: -1205884.000000 Penalty: 916.978271 Iteration 18Q: 3 clusters Score -1205884 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 23499 members Entering Unmasked Estep Score: -1205904.500000 Penalty: 916.978271 Iteration 19Q: 3 clusters Score -1205904 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 23514 members Entering Unmasked Estep Score: -1205915.875000 Penalty: 916.978271 Iteration 20F: 3 clusters Score -1205916 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 23527 members Entering Unmasked Estep Score: -1205929.500000 Penalty: 916.978271 Iteration 21Q: 3 clusters Score -1205930 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 23538 members Entering Unmasked Estep Score: -1205940.375000 Penalty: 916.978271 Iteration 22Q: 3 clusters Score -1205940 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 23548 members Entering Unmasked Estep Score: -1205952.500000 Penalty: 916.978271 Iteration 23Q: 3 clusters Score -1205952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 23558 members Entering Unmasked Estep Score: -1205966.625000 Penalty: 916.978271 Iteration 24Q: 3 clusters Score -1205967 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 23569 members Entering Unmasked Estep Score: -1205976.000000 Penalty: 916.978271 Iteration 25Q: 3 clusters Score -1205976 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -1205982.625000 Penalty: 916.978271 Iteration 26Q: 3 clusters Score -1205983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 23579 members Entering Unmasked Estep 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Estep Score: -1205991.125000 Penalty: 916.978271 Iteration 31F: 3 clusters Score -1205991 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (152601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152601 members Entering Unmasked Estep Score: -7707918.500000 Penalty: 543.068970 Iteration 0F: 2 clusters Score -7707918 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76051 members Mstep: Class 2 contains 76550 members Entering Unmasked Estep Score: -7613660.000000 Penalty: 1086.137939 Iteration 0F: 3 clusters Score -7613660 nChanged 74600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67799 members Mstep: Class 2 contains 84802 members Entering Unmasked Estep Score: -7660288.500000 Penalty: 1086.137939 Iteration 1F: 3 clusters Score -7660288 nChanged 6817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63864 members Mstep: Class 2 contains 88737 members Entering Unmasked Estep Score: -7664060.000000 Penalty: 1086.137939 Iteration 2Q: 3 clusters Score -7664060 nChanged 8427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58931 members Mstep: Class 2 contains 93670 members Entering Unmasked Estep Score: -7670334.000000 Penalty: 1086.137939 Iteration 3F: 3 clusters Score -7670334 nChanged 9634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54083 members Mstep: Class 2 contains 98518 members Entering Unmasked Estep Score: -7678651.500000 Penalty: 1086.137939 Iteration 4F: 3 clusters Score -7678652 nChanged 9688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51013 members Mstep: Class 2 contains 101588 members Entering Unmasked Estep Score: -7685718.000000 Penalty: 1086.137939 Iteration 5F: 3 clusters Score -7685718 nChanged 7534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49679 members Mstep: Class 2 contains 102922 members Entering Unmasked Estep Score: -7688734.500000 Penalty: 1086.137939 Iteration 6Q: 3 clusters Score -7688734 nChanged 4299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48910 members Mstep: Class 2 contains 103691 members Entering Unmasked Estep Score: -7689531.000000 Penalty: 1086.137939 Iteration 7Q: 3 clusters Score -7689531 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48330 members Mstep: Class 2 contains 104271 members Entering Unmasked Estep Score: -7689772.500000 Penalty: 1086.137939 Iteration 8Q: 3 clusters Score -7689772 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47773 members Mstep: Class 2 contains 104828 members Entering Unmasked Estep Score: -7689902.000000 Penalty: 1086.137939 Iteration 9Q: 3 clusters Score -7689902 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47270 members Mstep: Class 2 contains 105331 members Entering Unmasked Estep Score: -7689975.000000 Penalty: 1086.137939 Iteration 10Q: 3 clusters Score -7689975 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46774 members Mstep: Class 2 contains 105827 members Entering Unmasked Estep 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members Entering Unmasked Estep Score: -7690201.500000 Penalty: 1086.137939 Iteration 15Q: 3 clusters Score -7690202 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44667 members Mstep: Class 2 contains 107934 members Entering Unmasked Estep Score: -7690261.000000 Penalty: 1086.137939 Iteration 16Q: 3 clusters Score -7690261 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44286 members Mstep: Class 2 contains 108315 members Entering Unmasked Estep Score: -7690312.500000 Penalty: 1086.137939 Iteration 17Q: 3 clusters Score -7690312 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43860 members Mstep: Class 2 contains 108741 members Entering Unmasked Estep Score: -7690345.000000 Penalty: 1086.137939 Iteration 18Q: 3 clusters Score -7690345 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43473 members Mstep: Class 2 contains 109128 members Entering Unmasked Estep Score: -7690396.000000 Penalty: 1086.137939 Iteration 19Q: 3 clusters Score -7690396 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43125 members Mstep: Class 2 contains 109476 members Entering Unmasked Estep Score: -7690401.000000 Penalty: 1086.137939 Iteration 20F: 3 clusters Score -7690401 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42805 members Mstep: Class 2 contains 109796 members Entering Unmasked Estep Score: -7690426.000000 Penalty: 1086.137939 Iteration 21Q: 3 clusters Score -7690426 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42459 members Mstep: Class 2 contains 110142 members Entering Unmasked Estep Score: -7690435.500000 Penalty: 1086.137939 Iteration 22Q: 3 clusters Score -7690436 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42157 members Mstep: Class 2 contains 110444 members Entering Unmasked Estep Score: -7690437.000000 Penalty: 1086.137939 Iteration 23Q: 3 clusters Score -7690437 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41878 members Mstep: Class 2 contains 110723 members Entering Unmasked Estep Score: -7690410.000000 Penalty: 1086.137939 Iteration 24Q: 3 clusters Score -7690410 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41603 members Mstep: Class 2 contains 110998 members Entering Unmasked Estep Score: -7690448.000000 Penalty: 1086.137939 Iteration 25Q: 3 clusters Score -7690448 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41334 members Mstep: Class 2 contains 111267 members Entering Unmasked Estep Score: -7690466.500000 Penalty: 1086.137939 Iteration 26Q: 3 clusters Score -7690466 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41091 members Mstep: Class 2 contains 111510 members Entering Unmasked Estep Score: -7690497.500000 Penalty: 1086.137939 Iteration 27Q: 3 clusters Score -7690498 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40858 members Mstep: Class 2 contains 111743 members Entering Unmasked Estep Score: -7690510.000000 Penalty: 1086.137939 Iteration 28Q: 3 clusters Score -7690510 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40660 members Mstep: Class 2 contains 111941 members Entering Unmasked Estep Score: -7690534.500000 Penalty: 1086.137939 Iteration 29Q: 3 clusters Score -7690534 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40447 members Mstep: Class 2 contains 112154 members Entering Unmasked Estep Score: -7690578.000000 Penalty: 1086.137939 Iteration 30Q: 3 clusters Score -7690578 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40236 members Mstep: Class 2 contains 112365 members Entering Unmasked Estep Score: -7690624.500000 Penalty: 1086.137939 Iteration 31Q: 3 clusters Score -7690624 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40058 members Mstep: Class 2 contains 112543 members Entering Unmasked Estep Score: -7690624.000000 Penalty: 1086.137939 Iteration 32Q: 3 clusters Score -7690624 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39863 members Mstep: Class 2 contains 112738 members Entering Unmasked Estep Score: -7690674.500000 Penalty: 1086.137939 Iteration 33Q: 3 clusters Score -7690674 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39672 members Mstep: Class 2 contains 112929 members Entering Unmasked Estep Score: -7690712.500000 Penalty: 1086.137939 Iteration 34Q: 3 clusters Score -7690712 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39500 members Mstep: Class 2 contains 113101 members Entering Unmasked Estep Score: -7690722.000000 Penalty: 1086.137939 Iteration 35Q: 3 clusters Score -7690722 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39320 members Mstep: Class 2 contains 113281 members Entering Unmasked Estep Score: -7690760.000000 Penalty: 1086.137939 Iteration 36Q: 3 clusters Score -7690760 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39144 members Mstep: Class 2 contains 113457 members Entering Unmasked Estep Score: -7690817.500000 Penalty: 1086.137939 Iteration 37Q: 3 clusters Score -7690818 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38915 members Mstep: Class 2 contains 113686 members Entering Unmasked Estep Score: -7690870.000000 Penalty: 1086.137939 Iteration 38Q: 3 clusters Score -7690870 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38680 members Mstep: Class 2 contains 113921 members Entering Unmasked Estep Score: -7690865.500000 Penalty: 1086.137939 Iteration 39Q: 3 clusters Score -7690866 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38499 members Mstep: Class 2 contains 114102 members Entering Unmasked Estep Score: -7690884.000000 Penalty: 1086.137939 Iteration 40F: 3 clusters Score -7690884 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38311 members Mstep: Class 2 contains 114290 members Entering Unmasked Estep Score: -7690910.000000 Penalty: 1086.137939 Iteration 41Q: 3 clusters Score -7690910 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38132 members Mstep: Class 2 contains 114469 members Entering Unmasked Estep Score: 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Class 2 contains 115965 members Entering Unmasked Estep Score: -7691240.000000 Penalty: 1086.137939 Iteration 50Q: 3 clusters Score -7691240 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36529 members Mstep: Class 2 contains 116072 members Entering Unmasked Estep Score: -7691257.500000 Penalty: 1086.137939 Iteration 51Q: 3 clusters Score -7691258 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36405 members Mstep: Class 2 contains 116196 members Entering Unmasked Estep Score: -7691301.500000 Penalty: 1086.137939 Iteration 52Q: 3 clusters Score -7691302 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36266 members Mstep: Class 2 contains 116335 members Entering Unmasked Estep Score: -7691343.500000 Penalty: 1086.137939 Iteration 53Q: 3 clusters Score -7691344 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36121 members Mstep: Class 2 contains 116480 members Entering Unmasked Estep Score: -7691355.500000 Penalty: 1086.137939 Iteration 54Q: 3 clusters Score -7691356 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35981 members Mstep: Class 2 contains 116620 members Entering Unmasked Estep Score: -7691363.000000 Penalty: 1086.137939 Iteration 55Q: 3 clusters Score -7691363 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35849 members Mstep: Class 2 contains 116752 members Entering Unmasked Estep Score: -7691388.000000 Penalty: 1086.137939 Iteration 56Q: 3 clusters Score -7691388 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35720 members Mstep: Class 2 contains 116881 members Entering Unmasked Estep Score: -7691384.000000 Penalty: 1086.137939 Iteration 57Q: 3 clusters Score -7691384 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35068 members Mstep: Class 2 contains 117533 members Entering Unmasked Estep Score: -7691509.500000 Penalty: 1086.137939 Iteration 62Q: 3 clusters Score -7691510 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34978 members Mstep: Class 2 contains 117623 members Entering Unmasked Estep Score: -7691528.000000 Penalty: 1086.137939 Iteration 63Q: 3 clusters Score -7691528 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34896 members Mstep: Class 2 contains 117705 members Entering Unmasked Estep Score: -7691560.000000 Penalty: 1086.137939 Iteration 64Q: 3 clusters Score -7691560 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34809 members Mstep: Class 2 contains 117792 members Entering Unmasked Estep Score: -7691558.000000 Penalty: 1086.137939 Iteration 65Q: 3 clusters Score -7691558 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34712 members Mstep: Class 2 contains 117889 members Entering Unmasked Estep Score: -7691567.000000 Penalty: 1086.137939 Iteration 66Q: 3 clusters Score -7691567 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34626 members Mstep: Class 2 contains 117975 members Entering Unmasked Estep Score: -7691576.000000 Penalty: 1086.137939 Iteration 67Q: 3 clusters Score -7691576 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34553 members Mstep: Class 2 contains 118048 members Entering Unmasked Estep Score: -7691574.000000 Penalty: 1086.137939 Iteration 68Q: 3 clusters Score -7691574 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34478 members Mstep: Class 2 contains 118123 members Entering Unmasked Estep Score: -7691585.500000 Penalty: 1086.137939 Iteration 69Q: 3 clusters Score -7691586 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34402 members Mstep: Class 2 contains 118199 members Entering Unmasked Estep Score: -7691610.000000 Penalty: 1086.137939 Iteration 70Q: 3 clusters Score -7691610 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34327 members Mstep: Class 2 contains 118274 members Entering Unmasked Estep Score: -7691623.500000 Penalty: 1086.137939 Iteration 71Q: 3 clusters Score -7691624 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34255 members Mstep: Class 2 contains 118346 members Entering Unmasked Estep Score: -7691625.000000 Penalty: 1086.137939 Iteration 72Q: 3 clusters Score -7691625 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34181 members Mstep: Class 2 contains 118420 members Entering Unmasked Estep Score: 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members Mstep: Class 2 contains 119227 members Entering Unmasked Estep Score: -7691687.500000 Penalty: 1086.137939 Iteration 85Q: 3 clusters Score -7691688 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33314 members Mstep: Class 2 contains 119287 members Entering Unmasked Estep Score: -7691691.000000 Penalty: 1086.137939 Iteration 86Q: 3 clusters Score -7691691 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33257 members Mstep: Class 2 contains 119344 members Entering Unmasked Estep Score: -7691704.500000 Penalty: 1086.137939 Iteration 87Q: 3 clusters Score -7691704 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33206 members Mstep: Class 2 contains 119395 members Entering Unmasked Estep Score: -7691711.500000 Penalty: 1086.137939 Iteration 88Q: 3 clusters Score -7691712 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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contains 0 members Mstep: Class 1 contains 33008 members Mstep: Class 2 contains 119593 members Entering Unmasked Estep Score: -7691727.500000 Penalty: 1086.137939 Iteration 93Q: 3 clusters Score -7691728 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32968 members Mstep: Class 2 contains 119633 members Entering Unmasked Estep Score: -7691723.500000 Penalty: 1086.137939 Iteration 94Q: 3 clusters Score -7691724 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32939 members Mstep: Class 2 contains 119662 members Entering Unmasked Estep Score: -7691725.000000 Penalty: 1086.137939 Iteration 95Q: 3 clusters Score -7691725 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32920 members Mstep: Class 2 contains 119681 members Entering Unmasked Estep Score: -7691731.500000 Penalty: 1086.137939 Iteration 96Q: 3 clusters Score -7691732 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32900 members Mstep: Class 2 contains 119701 members Entering Unmasked Estep Score: -7691734.500000 Penalty: 1086.137939 Iteration 97Q: 3 clusters Score -7691734 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32884 members Mstep: Class 2 contains 119717 members Entering Unmasked Estep Score: -7691733.000000 Penalty: 1086.137939 Iteration 98Q: 3 clusters Score -7691733 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32863 members Mstep: Class 2 contains 119738 members Entering Unmasked Estep Score: -7691732.500000 Penalty: 1086.137939 Iteration 99Q: 3 clusters Score -7691732 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32839 members Mstep: Class 2 contains 119762 members Entering Unmasked Estep Score: -7691736.000000 Penalty: 1086.137939 Iteration 100F: 3 clusters Score -7691736 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32820 members Mstep: Class 2 contains 119781 members Entering Unmasked Estep Score: -7691721.500000 Penalty: 1086.137939 Iteration 101Q: 3 clusters Score -7691722 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32800 members Mstep: Class 2 contains 119801 members Entering Unmasked Estep Score: -7691738.500000 Penalty: 1086.137939 Iteration 102Q: 3 clusters Score -7691738 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32780 members Mstep: Class 2 contains 119821 members Entering Unmasked Estep Score: -7691741.000000 Penalty: 1086.137939 Iteration 103Q: 3 clusters Score -7691741 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32760 members Mstep: Class 2 contains 119841 members Entering Unmasked Estep Score: -7691731.000000 Penalty: 1086.137939 Iteration 104Q: 3 clusters Score -7691731 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32741 members Mstep: Class 2 contains 119860 members Entering Unmasked Estep Score: -7691748.500000 Penalty: 1086.137939 Iteration 105Q: 3 clusters Score -7691748 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32719 members Mstep: Class 2 contains 119882 members Entering Unmasked Estep Score: -7691750.500000 Penalty: 1086.137939 Iteration 106Q: 3 clusters Score -7691750 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32694 members Mstep: Class 2 contains 119907 members Entering Unmasked Estep Score: -7691753.500000 Penalty: 1086.137939 Iteration 107Q: 3 clusters Score -7691754 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32662 members Mstep: Class 2 contains 119939 members Entering Unmasked Estep Score: -7691763.500000 Penalty: 1086.137939 Iteration 108Q: 3 clusters Score -7691764 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32633 members Mstep: Class 2 contains 119968 members Entering Unmasked Estep Score: -7691763.000000 Penalty: 1086.137939 Iteration 109Q: 3 clusters Score -7691763 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32618 members Mstep: Class 2 contains 119983 members Entering Unmasked Estep Score: -7691769.000000 Penalty: 1086.137939 Iteration 110Q: 3 clusters Score -7691769 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32608 members Mstep: Class 2 contains 119993 members Entering Unmasked Estep Score: -7691767.500000 Penalty: 1086.137939 Iteration 111Q: 3 clusters Score -7691768 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32595 members Mstep: Class 2 contains 120006 members Entering Unmasked Estep Score: -7691778.000000 Penalty: 1086.137939 Iteration 112Q: 3 clusters Score -7691778 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32580 members Mstep: Class 2 contains 120021 members Entering Unmasked Estep Score: -7691783.500000 Penalty: 1086.137939 Iteration 113Q: 3 clusters Score -7691784 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32557 members Mstep: Class 2 contains 120044 members Entering Unmasked Estep Score: -7691789.000000 Penalty: 1086.137939 Iteration 114Q: 3 clusters Score -7691789 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32527 members Mstep: Class 2 contains 120074 members Entering Unmasked Estep Score: -7691806.500000 Penalty: 1086.137939 Iteration 115Q: 3 clusters Score -7691806 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32500 members Mstep: Class 2 contains 120101 members Entering Unmasked Estep Score: -7691798.500000 Penalty: 1086.137939 Iteration 116Q: 3 clusters Score -7691798 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32480 members Mstep: Class 2 contains 120121 members Entering Unmasked Estep Score: -7691801.000000 Penalty: 1086.137939 Iteration 117Q: 3 clusters Score -7691801 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32456 members Mstep: Class 2 contains 120145 members Entering Unmasked Estep Score: -7691805.500000 Penalty: 1086.137939 Iteration 118Q: 3 clusters Score -7691806 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32443 members Mstep: Class 2 contains 120158 members Entering Unmasked Estep Score: -7691826.500000 Penalty: 1086.137939 Iteration 119Q: 3 clusters Score -7691826 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32430 members Mstep: Class 2 contains 120171 members Entering Unmasked Estep Score: -7691832.500000 Penalty: 1086.137939 Iteration 120F: 3 clusters Score -7691832 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32410 members Mstep: Class 2 contains 120191 members Entering Unmasked Estep Score: -7691838.000000 Penalty: 1086.137939 Iteration 121Q: 3 clusters Score -7691838 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32379 members Mstep: Class 2 contains 120222 members Entering Unmasked Estep Score: -7691851.500000 Penalty: 1086.137939 Iteration 122Q: 3 clusters Score -7691852 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32341 members Mstep: Class 2 contains 120260 members Entering Unmasked Estep Score: -7691856.500000 Penalty: 1086.137939 Iteration 123Q: 3 clusters Score -7691856 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32306 members Mstep: Class 2 contains 120295 members Entering Unmasked Estep Score: -7691868.500000 Penalty: 1086.137939 Iteration 124Q: 3 clusters Score -7691868 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32274 members Mstep: Class 2 contains 120327 members Entering Unmasked Estep Score: -7691872.000000 Penalty: 1086.137939 Iteration 125Q: 3 clusters Score -7691872 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32248 members Mstep: Class 2 contains 120353 members Entering Unmasked Estep Score: -7691870.500000 Penalty: 1086.137939 Iteration 126Q: 3 clusters Score -7691870 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32224 members Mstep: Class 2 contains 120377 members Entering Unmasked Estep Score: -7691872.000000 Penalty: 1086.137939 Iteration 127Q: 3 clusters Score -7691872 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32200 members Mstep: Class 2 contains 120401 members Entering Unmasked Estep Score: -7691874.500000 Penalty: 1086.137939 Iteration 128Q: 3 clusters Score -7691874 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32183 members Mstep: Class 2 contains 120418 members Entering Unmasked Estep Score: -7691888.500000 Penalty: 1086.137939 Iteration 129Q: 3 clusters Score -7691888 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32161 members Mstep: Class 2 contains 120440 members Entering Unmasked Estep Score: -7691885.000000 Penalty: 1086.137939 Iteration 130Q: 3 clusters Score -7691885 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32147 members Mstep: Class 2 contains 120454 members Entering Unmasked Estep Score: -7691889.500000 Penalty: 1086.137939 Iteration 131Q: 3 clusters Score 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Iteration 135Q: 3 clusters Score -7691884 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32066 members Mstep: Class 2 contains 120535 members Entering Unmasked Estep Score: -7691886.500000 Penalty: 1086.137939 Iteration 136Q: 3 clusters Score -7691886 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32055 members Mstep: Class 2 contains 120546 members Entering Unmasked Estep Score: -7691890.000000 Penalty: 1086.137939 Iteration 137Q: 3 clusters Score -7691890 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32054 members Mstep: Class 2 contains 120547 members Entering Unmasked Estep Score: -7691875.500000 Penalty: 1086.137939 Iteration 138Q: 3 clusters Score -7691876 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32046 members Mstep: Class 2 contains 120555 members Entering Unmasked Estep Score: 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contains 31635 members Mstep: Class 2 contains 120966 members Entering Unmasked Estep Score: -7691935.000000 Penalty: 1086.137939 Iteration 151Q: 3 clusters Score -7691935 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31612 members Mstep: Class 2 contains 120989 members Entering Unmasked Estep Score: -7691928.000000 Penalty: 1086.137939 Iteration 152Q: 3 clusters Score -7691928 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31589 members Mstep: Class 2 contains 121012 members Entering Unmasked Estep Score: -7691943.500000 Penalty: 1086.137939 Iteration 153Q: 3 clusters Score -7691944 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31575 members Mstep: Class 2 contains 121026 members Entering Unmasked Estep Score: -7691959.000000 Penalty: 1086.137939 Iteration 154Q: 3 clusters Score -7691959 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 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Iteration 166Q: 3 clusters Score -7691964 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31404 members Mstep: Class 2 contains 121197 members Entering Unmasked Estep Score: -7691967.000000 Penalty: 1086.137939 Iteration 167Q: 3 clusters Score -7691967 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31398 members Mstep: Class 2 contains 121203 members Entering Unmasked Estep Score: -7691973.500000 Penalty: 1086.137939 Iteration 168Q: 3 clusters Score -7691974 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31388 members Mstep: Class 2 contains 121213 members Entering Unmasked Estep Score: -7691979.500000 Penalty: 1086.137939 Iteration 169Q: 3 clusters Score -7691980 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31376 members Mstep: Class 2 contains 121225 members Entering Unmasked Estep Score: 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contains 0 members Mstep: Class 1 contains 30960 members Mstep: Class 2 contains 121641 members Entering Unmasked Estep Score: -7692057.000000 Penalty: 1086.137939 Iteration 186Q: 3 clusters Score -7692057 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30905 members Mstep: Class 2 contains 121696 members Entering Unmasked Estep Score: -7692073.000000 Penalty: 1086.137939 Iteration 187Q: 3 clusters Score -7692073 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30846 members Mstep: Class 2 contains 121755 members Entering Unmasked Estep Score: -7692081.500000 Penalty: 1086.137939 Iteration 188Q: 3 clusters Score -7692082 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30777 members Mstep: Class 2 contains 121824 members Entering Unmasked Estep Score: -7692090.000000 Penalty: 1086.137939 Iteration 189Q: 3 clusters Score -7692090 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30714 members Mstep: Class 2 contains 121887 members Entering Unmasked Estep Score: -7692105.500000 Penalty: 1086.137939 Iteration 190Q: 3 clusters Score -7692106 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30635 members Mstep: Class 2 contains 121966 members Entering Unmasked Estep Score: -7692108.500000 Penalty: 1086.137939 Iteration 191Q: 3 clusters Score -7692108 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30550 members Mstep: Class 2 contains 122051 members Entering Unmasked Estep Score: -7692131.000000 Penalty: 1086.137939 Iteration 192Q: 3 clusters Score -7692131 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30461 members Mstep: Class 2 contains 122140 members Entering Unmasked Estep Score: -7692149.500000 Penalty: 1086.137939 Iteration 193Q: 3 clusters Score -7692150 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30373 members Mstep: Class 2 contains 122228 members Entering Unmasked Estep Score: -7692153.000000 Penalty: 1086.137939 Iteration 194Q: 3 clusters Score -7692153 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30296 members Mstep: Class 2 contains 122305 members Entering Unmasked Estep Score: -7692156.500000 Penalty: 1086.137939 Iteration 195Q: 3 clusters Score -7692156 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30219 members Mstep: Class 2 contains 122382 members Entering Unmasked Estep Score: -7692162.000000 Penalty: 1086.137939 Iteration 196Q: 3 clusters Score -7692162 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30131 members Mstep: Class 2 contains 122470 members Entering Unmasked Estep Score: -7692165.000000 Penalty: 1086.137939 Iteration 197Q: 3 clusters Score -7692165 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30040 members Mstep: Class 2 contains 122561 members Entering Unmasked Estep Score: -7692155.000000 Penalty: 1086.137939 Iteration 198Q: 3 clusters Score -7692155 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29942 members Mstep: Class 2 contains 122659 members Entering Unmasked Estep Score: -7692163.500000 Penalty: 1086.137939 Iteration 199Q: 3 clusters Score -7692164 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29846 members Mstep: Class 2 contains 122755 members Entering Unmasked Estep Score: -7692177.000000 Penalty: 1086.137939 Iteration 200F: 3 clusters Score -7692177 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29748 members Mstep: Class 2 contains 122853 members Entering Unmasked Estep Score: -7692199.000000 Penalty: 1086.137939 Iteration 201Q: 3 clusters Score -7692199 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29639 members Mstep: Class 2 contains 122962 members Entering Unmasked Estep Score: -7692227.000000 Penalty: 1086.137939 Iteration 202Q: 3 clusters Score -7692227 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29510 members Mstep: Class 2 contains 123091 members Entering Unmasked Estep Score: -7692262.500000 Penalty: 1086.137939 Iteration 203Q: 3 clusters Score -7692262 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29386 members Mstep: Class 2 contains 123215 members Entering Unmasked Estep Score: -7692273.000000 Penalty: 1086.137939 Iteration 204Q: 3 clusters Score -7692273 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29282 members Mstep: Class 2 contains 123319 members Entering Unmasked Estep Score: -7692283.500000 Penalty: 1086.137939 Iteration 205Q: 3 clusters Score -7692284 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29188 members Mstep: Class 2 contains 123413 members Entering Unmasked Estep Score: -7692303.000000 Penalty: 1086.137939 Iteration 206Q: 3 clusters Score -7692303 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29096 members Mstep: Class 2 contains 123505 members Entering Unmasked Estep Score: -7692322.000000 Penalty: 1086.137939 Iteration 207Q: 3 clusters Score -7692322 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29003 members Mstep: Class 2 contains 123598 members Entering Unmasked Estep Score: -7692332.500000 Penalty: 1086.137939 Iteration 208Q: 3 clusters Score -7692332 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28909 members Mstep: Class 2 contains 123692 members Entering Unmasked Estep Score: -7692364.000000 Penalty: 1086.137939 Iteration 209Q: 3 clusters Score -7692364 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28808 members Mstep: Class 2 contains 123793 members Entering Unmasked Estep Score: -7692377.000000 Penalty: 1086.137939 Iteration 210Q: 3 clusters Score -7692377 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28722 members Mstep: Class 2 contains 123879 members Entering Unmasked Estep Score: -7692384.500000 Penalty: 1086.137939 Iteration 211Q: 3 clusters Score -7692384 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28634 members Mstep: Class 2 contains 123967 members Entering Unmasked Estep Score: -7692390.500000 Penalty: 1086.137939 Iteration 212Q: 3 clusters Score -7692390 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28546 members Mstep: Class 2 contains 124055 members Entering Unmasked Estep Score: -7692416.000000 Penalty: 1086.137939 Iteration 213Q: 3 clusters Score -7692416 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28461 members Mstep: Class 2 contains 124140 members Entering Unmasked Estep Score: -7692425.500000 Penalty: 1086.137939 Iteration 214Q: 3 clusters Score -7692426 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28360 members Mstep: Class 2 contains 124241 members Entering Unmasked Estep Score: -7692435.000000 Penalty: 1086.137939 Iteration 215Q: 3 clusters Score -7692435 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28263 members Mstep: Class 2 contains 124338 members Entering Unmasked Estep Score: -7692445.500000 Penalty: 1086.137939 Iteration 216Q: 3 clusters Score -7692446 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28165 members Mstep: Class 2 contains 124436 members Entering Unmasked Estep Score: -7692477.000000 Penalty: 1086.137939 Iteration 217Q: 3 clusters Score -7692477 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28071 members Mstep: Class 2 contains 124530 members Entering Unmasked Estep Score: -7692498.000000 Penalty: 1086.137939 Iteration 218Q: 3 clusters Score -7692498 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27986 members Mstep: Class 2 contains 124615 members Entering Unmasked Estep Score: -7692491.000000 Penalty: 1086.137939 Iteration 219Q: 3 clusters Score -7692491 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27899 members Mstep: Class 2 contains 124702 members Entering Unmasked Estep Score: -7692493.500000 Penalty: 1086.137939 Iteration 220F: 3 clusters Score -7692494 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27792 members Mstep: Class 2 contains 124809 members Entering Unmasked Estep Score: -7692525.000000 Penalty: 1086.137939 Iteration 221Q: 3 clusters Score -7692525 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27680 members Mstep: Class 2 contains 124921 members Entering Unmasked Estep Score: -7692555.000000 Penalty: 1086.137939 Iteration 222Q: 3 clusters Score -7692555 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27564 members Mstep: Class 2 contains 125037 members Entering Unmasked Estep Score: -7692601.500000 Penalty: 1086.137939 Iteration 223Q: 3 clusters Score -7692602 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27457 members Mstep: Class 2 contains 125144 members Entering Unmasked Estep Score: -7692613.000000 Penalty: 1086.137939 Iteration 224Q: 3 clusters Score -7692613 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27343 members Mstep: Class 2 contains 125258 members Entering Unmasked Estep Score: -7692644.000000 Penalty: 1086.137939 Iteration 225Q: 3 clusters Score -7692644 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27248 members Mstep: Class 2 contains 125353 members Entering Unmasked Estep Score: -7692649.000000 Penalty: 1086.137939 Iteration 226Q: 3 clusters Score -7692649 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27144 members Mstep: Class 2 contains 125457 members Entering Unmasked Estep Score: -7692652.500000 Penalty: 1086.137939 Iteration 227Q: 3 clusters Score -7692652 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27046 members Mstep: Class 2 contains 125555 members Entering Unmasked Estep Score: -7692681.000000 Penalty: 1086.137939 Iteration 228Q: 3 clusters Score -7692681 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26932 members Mstep: Class 2 contains 125669 members Entering Unmasked Estep Score: -7692694.500000 Penalty: 1086.137939 Iteration 229Q: 3 clusters Score -7692694 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26799 members Mstep: Class 2 contains 125802 members Entering Unmasked Estep Score: -7692719.500000 Penalty: 1086.137939 Iteration 230Q: 3 clusters Score -7692720 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26665 members Mstep: Class 2 contains 125936 members Entering Unmasked Estep Score: -7692755.000000 Penalty: 1086.137939 Iteration 231Q: 3 clusters Score -7692755 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26535 members Mstep: Class 2 contains 126066 members Entering Unmasked Estep Score: -7692792.000000 Penalty: 1086.137939 Iteration 232Q: 3 clusters Score -7692792 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26399 members Mstep: Class 2 contains 126202 members Entering Unmasked Estep Score: -7692796.500000 Penalty: 1086.137939 Iteration 233Q: 3 clusters Score -7692796 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26273 members Mstep: Class 2 contains 126328 members Entering Unmasked Estep Score: -7692831.500000 Penalty: 1086.137939 Iteration 234Q: 3 clusters Score -7692832 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26158 members Mstep: Class 2 contains 126443 members Entering Unmasked Estep Score: -7692866.000000 Penalty: 1086.137939 Iteration 235Q: 3 clusters Score -7692866 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26012 members Mstep: Class 2 contains 126589 members 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1 contains 24771 members Mstep: Class 2 contains 127830 members Entering Unmasked Estep Score: -7693173.500000 Penalty: 1086.137939 Iteration 244Q: 3 clusters Score -7693174 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24544 members Mstep: Class 2 contains 128057 members Entering Unmasked Estep Score: -7693225.000000 Penalty: 1086.137939 Iteration 245Q: 3 clusters Score -7693225 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24301 members Mstep: Class 2 contains 128300 members Entering Unmasked Estep Score: -7693280.000000 Penalty: 1086.137939 Iteration 246Q: 3 clusters Score -7693280 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24067 members Mstep: Class 2 contains 128534 members Entering Unmasked Estep Score: -7693317.500000 Penalty: 1086.137939 Iteration 247Q: 3 clusters Score -7693318 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23846 members Mstep: Class 2 contains 128755 members Entering Unmasked Estep Score: -7693386.500000 Penalty: 1086.137939 Iteration 248Q: 3 clusters Score -7693386 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23620 members Mstep: Class 2 contains 128981 members Entering Unmasked Estep Score: -7693416.500000 Penalty: 1086.137939 Iteration 249Q: 3 clusters Score -7693416 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 129238 members Entering Unmasked Estep Score: -7693450.000000 Penalty: 1086.137939 Iteration 250Q: 3 clusters Score -7693450 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23097 members Mstep: Class 2 contains 129504 members Entering Unmasked Estep Score: -7693506.500000 Penalty: 1086.137939 Iteration 251Q: 3 clusters Score -7693506 nChanged 302 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clusters Score -7693900 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21218 members Mstep: Class 2 contains 131383 members Entering Unmasked Estep Score: -7694018.000000 Penalty: 1086.137939 Iteration 256Q: 3 clusters Score -7694018 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20780 members Mstep: Class 2 contains 131821 members Entering Unmasked Estep Score: -7694175.000000 Penalty: 1086.137939 Iteration 257Q: 3 clusters Score -7694175 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20316 members Mstep: Class 2 contains 132285 members Entering Unmasked Estep Score: -7694292.500000 Penalty: 1086.137939 Iteration 258Q: 3 clusters Score -7694292 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19856 members Mstep: Class 2 contains 132745 members Entering Unmasked Estep Score: -7694411.500000 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Iteration 286Q: 3 clusters Score -7704982 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 150606 members Entering Unmasked Estep Score: -7705358.000000 Penalty: 1086.137939 Iteration 287Q: 3 clusters Score -7705358 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 150971 members Entering Unmasked Estep Score: -7705748.500000 Penalty: 1086.137939 Iteration 288Q: 3 clusters Score -7705748 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 151283 members Entering Unmasked Estep Score: -7706070.500000 Penalty: 1086.137939 Iteration 289Q: 3 clusters Score -7706070 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 151537 members Entering Unmasked Estep Score: -7706357.500000 Penalty: 1086.137939 Iteration 290Q: 3 clusters Score -7706358 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 151738 members Entering Unmasked Estep Score: -7706555.000000 Penalty: 1086.137939 Iteration 291Q: 3 clusters Score -7706555 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 151898 members Entering Unmasked Estep Score: -7706754.500000 Penalty: 1086.137939 Iteration 292Q: 3 clusters Score -7706754 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 152046 members Entering Unmasked Estep Score: -7706919.500000 Penalty: 1086.137939 Iteration 293Q: 3 clusters Score -7706920 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 152152 members Entering Unmasked Estep Score: -7707048.000000 Penalty: 1086.137939 Iteration 294Q: 3 clusters Score -7707048 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 152243 members Entering Unmasked Estep Score: -7707153.000000 Penalty: 1086.137939 Iteration 295Q: 3 clusters Score -7707153 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 152295 members Entering Unmasked Estep Score: -7707220.500000 Penalty: 1086.137939 Iteration 296Q: 3 clusters Score -7707220 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 152330 members Entering Unmasked Estep Score: -7707259.500000 Penalty: 1086.137939 Iteration 297Q: 3 clusters Score -7707260 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 152356 members Entering Unmasked Estep Score: -7707279.000000 Penalty: 1086.137939 Iteration 298Q: 3 clusters Score -7707279 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 152372 members Entering Unmasked Estep Score: -7707298.500000 Penalty: 1086.137939 Iteration 299Q: 3 clusters Score -7707298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 152384 members Entering Unmasked Estep Score: -7707312.000000 Penalty: 1086.137939 Iteration 300F: 3 clusters Score -7707312 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 152392 members Entering Unmasked Estep Score: -7707325.000000 Penalty: 1086.137939 Iteration 301Q: 3 clusters Score -7707325 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 152397 members Entering Unmasked Estep Score: -7707338.000000 Penalty: 1086.137939 Iteration 302Q: 3 clusters Score -7707338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 152399 members Entering Unmasked Estep Score: -7707337.500000 Penalty: 1086.137939 Iteration 303Q: 3 clusters Score -7707338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 152402 members Entering Unmasked Estep Score: -7707340.000000 Penalty: 1086.137939 Iteration 304Q: 3 clusters Score -7707340 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 152409 members Entering Unmasked Estep Score: -7707345.000000 Penalty: 1086.137939 Iteration 305Q: 3 clusters Score -7707345 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 152412 members Entering Unmasked Estep Score: -7707345.000000 Penalty: 1086.137939 Iteration 306Q: 3 clusters Score -7707345 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 152412 members Entering Unmasked Estep Score: -7707350.500000 Penalty: 1086.137939 Iteration 307Q: 3 clusters Score -7707350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 152413 members Entering Unmasked Estep Score: -7707348.000000 Penalty: 1086.137939 Iteration 308Q: 3 clusters Score -7707348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 152416 members Entering Unmasked Estep Score: -7707349.500000 Penalty: 1086.137939 Iteration 309Q: 3 clusters Score -7707350 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 152415 members Entering Unmasked Estep Score: -7707356.500000 Penalty: 1086.137939 Iteration 310Q: 3 clusters Score -7707356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 152414 members Entering Unmasked Estep Score: -7707348.500000 Penalty: 1086.137939 Iteration 311Q: 3 clusters Score -7707348 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 152413 members Entering Unmasked Estep Score: -7707349.000000 Penalty: 1086.137939 Iteration 312Q: 3 clusters Score -7707349 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 152413 members Entering Unmasked Estep Score: -7707349.000000 Penalty: 1086.137939 Iteration 313F: 3 clusters Score -7707349 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -11155.205078 Penalty: 255.230972 Iteration 0F: 2 clusters Score -11155.21 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 135 members Entering Unmasked Estep Score: -10810.472656 Penalty: 510.461945 Iteration 0F: 3 clusters Score -10810.47 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10896.916992 Penalty: 510.461945 Iteration 1F: 3 clusters Score -10896.92 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -10912.291016 Penalty: 510.461945 Iteration 2F: 3 clusters Score -10912.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -10918.697266 Penalty: 510.461945 Iteration 3Q: 3 clusters Score -10918.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -10920.439453 Penalty: 510.461945 Iteration 4Q: 3 clusters Score -10920.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10921.553711 Penalty: 510.461945 Iteration 5Q: 3 clusters Score -10921.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10921.553711 Penalty: 510.461945 Iteration 6F: 3 clusters Score -10921.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Entering Unmasked Estep Score: -331045.250000 Penalty: 399.448853 Iteration 0F: 2 clusters Score -331045.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -326625.718750 Penalty: 798.897705 Iteration 0F: 3 clusters Score -326625.7 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -328236.843750 Penalty: 798.897705 Iteration 1F: 3 clusters Score -328236.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -328353.093750 Penalty: 798.897705 Iteration 2Q: 3 clusters Score -328353.1 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -328497.468750 Penalty: 798.897705 Iteration 3Q: 3 clusters Score -328497.5 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -328682.093750 Penalty: 798.897705 Iteration 4F: 3 clusters Score -328682.1 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -328930.906250 Penalty: 798.897705 Iteration 5F: 3 clusters Score -328930.9 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -329283.718750 Penalty: 798.897705 Iteration 6F: 3 clusters Score -329283.7 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -329680.968750 Penalty: 798.897705 Iteration 7F: 3 clusters Score -329681 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -329987.218750 Penalty: 798.897705 Iteration 8F: 3 clusters Score -329987.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -330128.250000 Penalty: 798.897705 Iteration 9Q: 3 clusters Score -330128.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -330205.500000 Penalty: 798.897705 Iteration 10Q: 3 clusters Score -330205.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -330252.906250 Penalty: 798.897705 Iteration 11Q: 3 clusters Score -330252.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -330286.406250 Penalty: 798.897705 Iteration 12Q: 3 clusters Score -330286.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -330314.593750 Penalty: 798.897705 Iteration 13Q: 3 clusters Score -330314.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -330339.718750 Penalty: 798.897705 Iteration 14Q: 3 clusters Score -330339.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -330360.468750 Penalty: 798.897705 Iteration 15Q: 3 clusters Score -330360.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -330373.625000 Penalty: 798.897705 Iteration 16Q: 3 clusters Score -330373.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -330382.781250 Penalty: 798.897705 Iteration 17Q: 3 clusters Score -330382.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -330391.375000 Penalty: 798.897705 Iteration 18Q: 3 clusters Score -330391.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -330396.906250 Penalty: 798.897705 Iteration 19Q: 3 clusters Score -330396.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -330403.875000 Penalty: 798.897705 Iteration 20F: 3 clusters Score -330403.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -330409.812500 Penalty: 798.897705 Iteration 21Q: 3 clusters Score -330409.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -330417.125000 Penalty: 798.897705 Iteration 22Q: 3 clusters Score -330417.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -330428.187500 Penalty: 798.897705 Iteration 23Q: 3 clusters Score -330428.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -330440.656250 Penalty: 798.897705 Iteration 24Q: 3 clusters Score -330440.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -330454.718750 Penalty: 798.897705 Iteration 25Q: 3 clusters Score -330454.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -330464.843750 Penalty: 798.897705 Iteration 26Q: 3 clusters Score -330464.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -330474.500000 Penalty: 798.897705 Iteration 27Q: 3 clusters Score -330474.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -330487.093750 Penalty: 798.897705 Iteration 28Q: 3 clusters Score -330487.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -330497.937500 Penalty: 798.897705 Iteration 29Q: 3 clusters Score -330497.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -330510.781250 Penalty: 798.897705 Iteration 30Q: 3 clusters Score -330510.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -330528.937500 Penalty: 798.897705 Iteration 31Q: 3 clusters Score -330528.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 5955 members Entering Unmasked Estep Score: -330551.937500 Penalty: 798.897705 Iteration 32Q: 3 clusters Score -330551.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -330578.687500 Penalty: 798.897705 Iteration 33Q: 3 clusters Score -330578.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -330595.781250 Penalty: 798.897705 Iteration 34Q: 3 clusters Score -330595.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -330605.718750 Penalty: 798.897705 Iteration 35Q: 3 clusters Score -330605.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -330613.750000 Penalty: 798.897705 Iteration 36Q: 3 clusters Score -330613.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -330624.000000 Penalty: 798.897705 Iteration 37Q: 3 clusters Score -330624 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -330631.812500 Penalty: 798.897705 Iteration 38Q: 3 clusters Score -330631.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -330638.000000 Penalty: 798.897705 Iteration 39Q: 3 clusters Score -330638 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -330641.156250 Penalty: 798.897705 Iteration 40F: 3 clusters Score -330641.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -330643.906250 Penalty: 798.897705 Iteration 41Q: 3 clusters Score -330643.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -330645.906250 Penalty: 798.897705 Iteration 42Q: 3 clusters Score -330645.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 6185 members Entering Unmasked Estep Score: -330647.875000 Penalty: 798.897705 Iteration 43Q: 3 clusters Score -330647.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -330649.437500 Penalty: 798.897705 Iteration 44Q: 3 clusters Score -330649.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -330652.406250 Penalty: 798.897705 Iteration 45Q: 3 clusters Score -330652.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -330653.156250 Penalty: 798.897705 Iteration 46Q: 3 clusters Score -330653.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -330654.093750 Penalty: 798.897705 Iteration 47Q: 3 clusters Score -330654.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -330654.250000 Penalty: 798.897705 Iteration 48Q: 3 clusters Score -330654.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -330654.812500 Penalty: 798.897705 Iteration 49Q: 3 clusters Score -330654.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 6213 members Entering Unmasked Estep Score: -330655.000000 Penalty: 798.897705 Iteration 50Q: 3 clusters Score -330655 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -330656.125000 Penalty: 798.897705 Iteration 51Q: 3 clusters Score -330656.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -330655.937500 Penalty: 798.897705 Iteration 52Q: 3 clusters Score -330655.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -330656.406250 Penalty: 798.897705 Iteration 53Q: 3 clusters Score -330656.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -330656.406250 Penalty: 798.897705 Iteration 54F: 3 clusters Score -330656.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Entering Unmasked Estep Score: -11740.002930 Penalty: 253.705688 Iteration 0F: 2 clusters Score -11740 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -11413.701172 Penalty: 507.411377 Iteration 0F: 3 clusters Score -11413.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -11576.948242 Penalty: 507.411377 Iteration 1F: 3 clusters Score -11576.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -11702.251953 Penalty: 507.411377 Iteration 2F: 3 clusters Score -11702.25 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -11782.329102 Penalty: 507.411377 Iteration 3F: 3 clusters Score -11782.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -11807.699219 Penalty: 507.411377 Iteration 4F: 3 clusters Score -11807.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -11812.612305 Penalty: 507.411377 Iteration 5Q: 3 clusters Score -11812.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -11813.924805 Penalty: 507.411377 Iteration 6Q: 3 clusters Score -11813.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -11813.924805 Penalty: 507.411377 Iteration 7F: 3 clusters Score -11813.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5957 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28580 members Mstep: Class 6 contains 1952 members Mstep: Class 7 contains 23782 members Mstep: Class 8 contains 152601 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6497 members Mstep: Class 11 contains 93 members Mstep: Class 12 contains 256 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 196138 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20372 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59688 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 171 members Entering Unmasked Estep Score: -24274906.000000 Penalty: 13146.836914 Splitting cluster 11 changes total score from -24273712.000000 to -24274906.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 12 (256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Entering Unmasked Estep Score: -9796.661133 Penalty: 252.305573 Iteration 0F: 2 clusters Score -9796.661 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 132 members Entering Unmasked Estep Score: -9460.123047 Penalty: 504.611145 Iteration 0F: 3 clusters Score -9460.123 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9539.540039 Penalty: 504.611145 Iteration 1F: 3 clusters Score -9539.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9578.685547 Penalty: 504.611145 Iteration 2F: 3 clusters Score -9578.686 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -9607.594727 Penalty: 504.611145 Iteration 3F: 3 clusters Score -9607.595 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9651.098633 Penalty: 504.611145 Iteration 4F: 3 clusters Score -9651.099 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9695.037109 Penalty: 504.611145 Iteration 5Q: 3 clusters Score -9695.037 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9720.991211 Penalty: 504.611145 Iteration 6Q: 3 clusters Score -9720.991 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -9756.601562 Penalty: 504.611145 Iteration 7Q: 3 clusters Score -9756.602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -9798.750000 Penalty: 504.611145 Iteration 8Q: 3 clusters Score -9798.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -9805.424805 Penalty: 504.611145 Iteration 9Q: 3 clusters Score -9805.425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9813.148438 Penalty: 504.611145 Iteration 10Q: 3 clusters Score -9813.148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9825.429688 Penalty: 504.611145 Iteration 11Q: 3 clusters Score -9825.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -9843.829102 Penalty: 504.611145 Iteration 12Q: 3 clusters Score -9843.829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -9847.042969 Penalty: 504.611145 Iteration 13Q: 3 clusters Score -9847.043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9847.804688 Penalty: 504.611145 Iteration 14Q: 3 clusters Score -9847.805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9847.804688 Penalty: 504.611145 Iteration 15F: 3 clusters Score -9847.805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5957 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28580 members Mstep: Class 6 contains 1952 members Mstep: Class 7 contains 23782 members Mstep: Class 8 contains 152601 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6497 members Mstep: Class 11 contains 93 members Mstep: Class 12 contains 131 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 196138 members Mstep: Class 16 contains 1042 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20372 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59688 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 171 members Mstep: Class 23 contains 125 members Entering Unmasked Estep Score: -24274628.000000 Penalty: 13744.420898 Splitting cluster 12 changes total score from -24273712.000000 to -24274628.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 13 (291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Entering Unmasked Estep Score: -12730.238281 Penalty: 258.136200 Iteration 0F: 2 clusters Score -12730.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -12370.949219 Penalty: 516.272400 Iteration 0F: 3 clusters Score -12370.95 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -12439.019531 Penalty: 516.272400 Iteration 1F: 3 clusters Score -12439.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12454.325195 Penalty: 516.272400 Iteration 2F: 3 clusters Score -12454.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -12464.510742 Penalty: 516.272400 Iteration 3Q: 3 clusters Score -12464.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -12468.208984 Penalty: 516.272400 Iteration 4Q: 3 clusters Score -12468.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -12471.625000 Penalty: 516.272400 Iteration 5Q: 3 clusters Score -12471.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -12472.281250 Penalty: 516.272400 Iteration 6Q: 3 clusters Score -12472.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -12472.281250 Penalty: 516.272400 Iteration 7F: 3 clusters Score -12472.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Entering Unmasked Estep Score: -14960.080078 Penalty: 264.542938 Iteration 0F: 2 clusters Score -14960.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14570.410156 Penalty: 529.085876 Iteration 0F: 3 clusters Score -14570.41 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14664.836914 Penalty: 529.085876 Iteration 1F: 3 clusters Score -14664.84 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -14703.822266 Penalty: 529.085876 Iteration 2F: 3 clusters Score -14703.82 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -14751.009766 Penalty: 529.085876 Iteration 3F: 3 clusters Score -14751.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -14779.185547 Penalty: 529.085876 Iteration 4F: 3 clusters Score -14779.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -14788.202148 Penalty: 529.085876 Iteration 5Q: 3 clusters Score -14788.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -14791.846680 Penalty: 529.085876 Iteration 6Q: 3 clusters Score -14791.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -14797.952148 Penalty: 529.085876 Iteration 7Q: 3 clusters Score -14797.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -14801.864258 Penalty: 529.085876 Iteration 8Q: 3 clusters Score -14801.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -14805.820312 Penalty: 529.085876 Iteration 9Q: 3 clusters Score -14805.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -14807.611328 Penalty: 529.085876 Iteration 10Q: 3 clusters Score -14807.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -14807.611328 Penalty: 529.085876 Iteration 11F: 3 clusters Score -14807.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Entering Unmasked Estep Score: -42573.679688 Penalty: 316.174835 Iteration 0F: 2 clusters Score -42573.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -41729.167969 Penalty: 632.349670 Iteration 0F: 3 clusters Score -41729.17 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -41986.488281 Penalty: 632.349670 Iteration 1F: 3 clusters Score -41986.49 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -42059.343750 Penalty: 632.349670 Iteration 2F: 3 clusters Score -42059.34 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -42131.375000 Penalty: 632.349670 Iteration 3F: 3 clusters Score -42131.38 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -42204.144531 Penalty: 632.349670 Iteration 4F: 3 clusters Score -42204.14 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -42253.996094 Penalty: 632.349670 Iteration 5Q: 3 clusters Score -42254 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -42303.683594 Penalty: 632.349670 Iteration 6Q: 3 clusters Score -42303.68 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -42391.242188 Penalty: 632.349670 Iteration 7Q: 3 clusters Score -42391.24 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -42485.082031 Penalty: 632.349670 Iteration 8Q: 3 clusters Score -42485.08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -42600.410156 Penalty: 632.349670 Iteration 9Q: 3 clusters Score -42600.41 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -42696.023438 Penalty: 632.349670 Iteration 10Q: 3 clusters Score -42696.02 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -42745.246094 Penalty: 632.349670 Iteration 11Q: 3 clusters Score -42745.25 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -42773.253906 Penalty: 632.349670 Iteration 12Q: 3 clusters Score -42773.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -42797.156250 Penalty: 632.349670 Iteration 13Q: 3 clusters Score -42797.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -42821.171875 Penalty: 632.349670 Iteration 14Q: 3 clusters Score -42821.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -42839.914062 Penalty: 632.349670 Iteration 15Q: 3 clusters Score -42839.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -42853.441406 Penalty: 632.349670 Iteration 16Q: 3 clusters Score -42853.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -42871.507812 Penalty: 632.349670 Iteration 17Q: 3 clusters Score -42871.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -42885.699219 Penalty: 632.349670 Iteration 18Q: 3 clusters Score -42885.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -42897.257812 Penalty: 632.349670 Iteration 19Q: 3 clusters Score -42897.26 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -42919.855469 Penalty: 632.349670 Iteration 20F: 3 clusters Score -42919.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -42952.113281 Penalty: 632.349670 Iteration 21Q: 3 clusters Score -42952.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -42975.968750 Penalty: 632.349670 Iteration 22Q: 3 clusters Score -42975.97 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -42998.652344 Penalty: 632.349670 Iteration 23Q: 3 clusters Score -42998.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -43018.410156 Penalty: 632.349670 Iteration 24Q: 3 clusters Score -43018.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -43042.128906 Penalty: 632.349670 Iteration 25Q: 3 clusters Score -43042.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -43079.152344 Penalty: 632.349670 Iteration 26Q: 3 clusters Score -43079.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -43104.304688 Penalty: 632.349670 Iteration 27Q: 3 clusters Score -43104.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -43286.207031 Penalty: 632.349670 Iteration 28Q: 3 clusters Score -43286.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -43377.132812 Penalty: 632.349670 Iteration 29Q: 3 clusters Score -43377.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -43377.132812 Penalty: 632.349670 Iteration 30F: 3 clusters Score -43377.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5957 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28580 members Mstep: Class 6 contains 1952 members Mstep: Class 7 contains 23782 members Mstep: Class 8 contains 152601 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6497 members Mstep: Class 11 contains 93 members Mstep: Class 12 contains 131 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 196138 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20372 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 59688 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 171 members Mstep: Class 23 contains 125 members Mstep: Class 24 contains 876 members Entering Unmasked Estep Score: -24275160.000000 Penalty: 14342.003906 Splitting cluster 16 changes total score from -24273712.000000 to -24275160.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 17 (405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Entering Unmasked Estep Score: -18284.785156 Penalty: 273.176880 Iteration 0F: 2 clusters Score -18284.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -17839.132812 Penalty: 546.353760 Iteration 0F: 3 clusters Score -17839.13 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -17961.677734 Penalty: 546.353760 Iteration 1F: 3 clusters Score -17961.68 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -18012.476562 Penalty: 546.353760 Iteration 2F: 3 clusters Score -18012.48 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -18045.476562 Penalty: 546.353760 Iteration 3F: 3 clusters Score -18045.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -18067.798828 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -18067.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -18088.058594 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -18088.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18100.589844 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -18100.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18104.552734 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -18104.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18107.181641 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -18107.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18109.621094 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -18109.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18110.457031 Penalty: 546.353760 Iteration 10Q: 3 clusters Score -18110.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -18110.513672 Penalty: 546.353760 Iteration 11Q: 3 clusters Score -18110.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -18110.513672 Penalty: 546.353760 Iteration 12F: 3 clusters Score -18110.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (20372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20372 members Entering Unmasked Estep Score: -959024.812500 Penalty: 451.447235 Iteration 0F: 2 clusters Score -959024.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 10297 members Entering Unmasked Estep Score: -945340.062500 Penalty: 902.894470 Iteration 0F: 3 clusters Score -945340.1 nChanged 9645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8418 members Mstep: Class 2 contains 11954 members Entering Unmasked Estep Score: -951214.312500 Penalty: 902.894470 Iteration 1F: 3 clusters Score -951214.3 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 13024 members Entering Unmasked Estep Score: -951912.500000 Penalty: 902.894470 Iteration 2F: 3 clusters Score -951912.5 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 14529 members Entering Unmasked Estep Score: -953097.062500 Penalty: 902.894470 Iteration 3F: 3 clusters Score -953097.1 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 16323 members Entering Unmasked Estep Score: -954781.437500 Penalty: 902.894470 Iteration 4F: 3 clusters Score -954781.4 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 18019 members Entering Unmasked Estep Score: -956498.875000 Penalty: 902.894470 Iteration 5F: 3 clusters Score -956498.9 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 19174 members Entering Unmasked Estep Score: -957631.625000 Penalty: 902.894470 Iteration 6F: 3 clusters Score -957631.6 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 19798 members Entering Unmasked Estep Score: -958213.625000 Penalty: 902.894470 Iteration 7Q: 3 clusters Score -958213.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 20067 members Entering Unmasked Estep Score: -958452.625000 Penalty: 902.894470 Iteration 8Q: 3 clusters Score -958452.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 20173 members Entering Unmasked Estep Score: -958564.687500 Penalty: 902.894470 Iteration 9Q: 3 clusters Score -958564.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 20217 members Entering Unmasked Estep Score: -958617.187500 Penalty: 902.894470 Iteration 10Q: 3 clusters Score -958617.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 20235 members Entering Unmasked Estep Score: -958636.625000 Penalty: 902.894470 Iteration 11Q: 3 clusters Score -958636.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 20236 members Entering Unmasked Estep Score: -958647.125000 Penalty: 902.894470 Iteration 12Q: 3 clusters Score -958647.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -958670.500000 Penalty: 902.894470 Iteration 13Q: 3 clusters Score -958670.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 20240 members Entering Unmasked Estep Score: -958702.375000 Penalty: 902.894470 Iteration 14Q: 3 clusters Score -958702.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 20234 members Entering Unmasked Estep Score: -958725.375000 Penalty: 902.894470 Iteration 15Q: 3 clusters Score -958725.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 20230 members Entering Unmasked Estep Score: -958736.812500 Penalty: 902.894470 Iteration 16Q: 3 clusters Score -958736.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 20224 members Entering Unmasked Estep Score: -958745.687500 Penalty: 902.894470 Iteration 17Q: 3 clusters Score -958745.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 20219 members Entering Unmasked Estep Score: -958750.562500 Penalty: 902.894470 Iteration 18Q: 3 clusters Score -958750.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 20218 members Entering Unmasked Estep Score: -958752.875000 Penalty: 902.894470 Iteration 19Q: 3 clusters Score -958752.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 20212 members Entering Unmasked Estep Score: -958757.625000 Penalty: 902.894470 Iteration 20F: 3 clusters Score -958757.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 20205 members Entering Unmasked Estep Score: -958766.187500 Penalty: 902.894470 Iteration 21Q: 3 clusters Score -958766.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 20201 members Entering Unmasked Estep Score: -958772.125000 Penalty: 902.894470 Iteration 22Q: 3 clusters Score -958772.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 20196 members Entering Unmasked Estep Score: -958775.437500 Penalty: 902.894470 Iteration 23Q: 3 clusters Score -958775.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 20192 members Entering Unmasked Estep Score: -958779.937500 Penalty: 902.894470 Iteration 24Q: 3 clusters Score -958779.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 20191 members Entering Unmasked Estep Score: -958780.187500 Penalty: 902.894470 Iteration 25Q: 3 clusters Score -958780.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 20191 members Entering Unmasked Estep Score: -958780.187500 Penalty: 902.894470 Iteration 26F: 3 clusters Score -958780.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Entering Unmasked Estep Score: -36666.910156 Penalty: 312.492828 Iteration 0F: 2 clusters Score -36666.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -35926.003906 Penalty: 624.985657 Iteration 0F: 3 clusters Score -35926 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -36490.503906 Penalty: 624.985657 Iteration 1F: 3 clusters Score -36490.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -36658.003906 Penalty: 624.985657 Iteration 2F: 3 clusters Score -36658 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -36969.664062 Penalty: 624.985657 Iteration 3F: 3 clusters Score -36969.66 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -37340.683594 Penalty: 624.985657 Iteration 4F: 3 clusters Score -37340.68 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -37519.550781 Penalty: 624.985657 Iteration 5F: 3 clusters Score -37519.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -37697.238281 Penalty: 624.985657 Iteration 6Q: 3 clusters Score -37697.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -37724.167969 Penalty: 624.985657 Iteration 7Q: 3 clusters Score -37724.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -37732.441406 Penalty: 624.985657 Iteration 8Q: 3 clusters Score -37732.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -37734.402344 Penalty: 624.985657 Iteration 9Q: 3 clusters Score -37734.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -37734.402344 Penalty: 624.985657 Iteration 10F: 3 clusters Score -37734.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5957 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28580 members Mstep: Class 6 contains 1952 members Mstep: Class 7 contains 23782 members Mstep: Class 8 contains 152601 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6497 members Mstep: Class 11 contains 93 members Mstep: Class 12 contains 131 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 335 members Mstep: Class 15 contains 196138 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20372 members Mstep: Class 19 contains 351 members Mstep: Class 20 contains 59688 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 171 members Mstep: Class 23 contains 125 members Mstep: Class 24 contains 876 members Mstep: Class 25 contains 610 members Entering Unmasked Estep Score: -24275936.000000 Penalty: 14939.587891 Splitting cluster 19 changes total score from -24273712.000000 to -24275936.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 20 (59688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59688 members Entering Unmasked Estep Score: -3103474.000000 Penalty: 500.358337 Iteration 0F: 2 clusters Score -3103474 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29946 members Mstep: Class 2 contains 29742 members Entering Unmasked Estep Score: -3063412.000000 Penalty: 1000.716675 Iteration 0F: 3 clusters Score -3063412 nChanged 28886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34404 members Mstep: Class 2 contains 25284 members Entering Unmasked Estep Score: -3081287.500000 Penalty: 1000.716675 Iteration 1F: 3 clusters Score -3081288 nChanged 2916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36724 members Mstep: Class 2 contains 22964 members Entering Unmasked Estep Score: -3082481.250000 Penalty: 1000.716675 Iteration 2Q: 3 clusters Score -3082481 nChanged 3572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39936 members Mstep: Class 2 contains 19752 members Entering Unmasked Estep Score: -3084451.750000 Penalty: 1000.716675 Iteration 3F: 3 clusters Score -3084452 nChanged 4406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44164 members Mstep: Class 2 contains 15524 members Entering Unmasked Estep Score: -3087751.250000 Penalty: 1000.716675 Iteration 4F: 3 clusters Score -3087751 nChanged 5139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49239 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -3092492.500000 Penalty: 1000.716675 Iteration 5F: 3 clusters Score -3092492 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54060 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -3097542.750000 Penalty: 1000.716675 Iteration 6F: 3 clusters Score -3097543 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57282 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -3100949.750000 Penalty: 1000.716675 Iteration 7F: 3 clusters Score -3100950 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58769 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -3102352.250000 Penalty: 1000.716675 Iteration 8Q: 3 clusters Score -3102352 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59290 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -3102784.750000 Penalty: 1000.716675 Iteration 9Q: 3 clusters Score -3102785 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59468 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -3102947.750000 Penalty: 1000.716675 Iteration 10Q: 3 clusters Score -3102948 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59507 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -3102990.000000 Penalty: 1000.716675 Iteration 11Q: 3 clusters Score -3102990 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59528 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -3103026.250000 Penalty: 1000.716675 Iteration 12Q: 3 clusters Score -3103026 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59535 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -3103045.750000 Penalty: 1000.716675 Iteration 13Q: 3 clusters Score -3103046 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59534 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -3103053.500000 Penalty: 1000.716675 Iteration 14Q: 3 clusters Score -3103054 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59535 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -3103061.000000 Penalty: 1000.716675 Iteration 15Q: 3 clusters Score -3103061 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59533 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -3103069.500000 Penalty: 1000.716675 Iteration 16Q: 3 clusters Score -3103070 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59531 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -3103084.500000 Penalty: 1000.716675 Iteration 17Q: 3 clusters Score -3103084 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59528 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -3103100.750000 Penalty: 1000.716675 Iteration 18Q: 3 clusters Score -3103101 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59534 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -3103106.000000 Penalty: 1000.716675 Iteration 19Q: 3 clusters Score -3103106 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59533 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -3103109.500000 Penalty: 1000.716675 Iteration 20F: 3 clusters Score -3103110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59533 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -3103116.750000 Penalty: 1000.716675 Iteration 21Q: 3 clusters Score -3103117 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59533 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -3103120.250000 Penalty: 1000.716675 Iteration 22Q: 3 clusters Score -3103120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59530 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -3103124.750000 Penalty: 1000.716675 Iteration 23Q: 3 clusters Score -3103125 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59529 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -3103130.000000 Penalty: 1000.716675 Iteration 24Q: 3 clusters Score -3103130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59528 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -3103132.000000 Penalty: 1000.716675 Iteration 25Q: 3 clusters Score -3103132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59528 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -3103132.000000 Penalty: 1000.716675 Iteration 26F: 3 clusters Score -3103132 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -11126.081055 Penalty: 248.604355 Iteration 0F: 2 clusters Score -11126.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -10821.378906 Penalty: 497.208710 Iteration 0F: 3 clusters Score -10821.38 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -10880.800781 Penalty: 497.208710 Iteration 1F: 3 clusters Score -10880.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -10892.275391 Penalty: 497.208710 Iteration 2Q: 3 clusters Score -10892.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -10904.597656 Penalty: 497.208710 Iteration 3Q: 3 clusters Score -10904.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -10908.889648 Penalty: 497.208710 Iteration 4Q: 3 clusters Score -10908.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10909.221680 Penalty: 497.208710 Iteration 5Q: 3 clusters Score -10909.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10909.221680 Penalty: 497.208710 Iteration 6F: 3 clusters Score -10909.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5957 members Mstep: Class 3 contains 66 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28580 members Mstep: Class 6 contains 1952 members Mstep: Class 7 contains 23782 members Mstep: Class 8 contains 152601 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6497 members Mstep: Class 11 contains 93 members Mstep: Class 12 contains 131 members Mstep: Class 13 contains 291 members Mstep: Class 14 contains 335 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 20372 members Mstep: Class 19 contains 351 members Mstep: Class 20 contains 59688 members Mstep: Class 21 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24276140.000000 Penalty: 14939.587891 Iteration 79Q: 26 clusters Score -2.427614e+07 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5959 members Mstep: Class 3 contains 65 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28663 members Mstep: Class 6 contains 1979 members Mstep: Class 7 contains 23574 members Mstep: Class 8 contains 152664 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6452 members Mstep: Class 11 contains 87 members Mstep: Class 12 contains 132 members Mstep: Class 13 contains 294 members Mstep: Class 14 contains 334 members Mstep: Class 15 contains 195807 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 20638 members Mstep: Class 19 contains 355 members Mstep: Class 20 contains 59842 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 168 members Mstep: Class 23 contains 123 members Mstep: Class 24 contains 877 members Mstep: Class 25 contains 610 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 446.813568 but Gain 597.583984 Score: -24276428.000000 Penalty: 14342.003906 Iteration 80F: 25 clusters Score -2.427643e+07 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5945 members Mstep: Class 3 contains 81 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28605 members Mstep: Class 6 contains 1990 members Mstep: Class 7 contains 23388 members Mstep: Class 8 contains 152551 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6400 members Mstep: Class 12 contains 132 members Mstep: Class 13 contains 303 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 196090 members Mstep: Class 16 contains 170 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 20885 members Mstep: Class 19 contains 353 members Mstep: Class 20 contains 59717 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 217 members Mstep: Class 23 contains 122 members Mstep: Class 24 contains 890 members Mstep: Class 25 contains 613 members Entering Unmasked Estep ConsiderDeletion Score: -24276866.000000 Penalty: 14342.003906 Iteration 81Q: 25 clusters Score -2.427687e+07 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 5940 members Mstep: Class 3 contains 84 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28576 members Mstep: Class 6 contains 1999 members Mstep: Class 7 contains 23154 members Mstep: Class 8 contains 152482 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6329 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 311 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 196259 members Mstep: Class 16 contains 168 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 21191 members Mstep: Class 19 contains 349 members Mstep: Class 20 contains 59632 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 220 members Mstep: Class 23 contains 119 members Mstep: Class 24 contains 887 members Mstep: Class 25 contains 616 members Entering Unmasked Estep ConsiderDeletion Score: -24276944.000000 Penalty: 14342.003906 Iteration 82Q: 25 clusters Score -2.427694e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5936 members Mstep: Class 3 contains 90 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28558 members Mstep: Class 6 contains 2000 members Mstep: Class 7 contains 22941 members Mstep: Class 8 contains 152423 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6245 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 319 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 196418 members Mstep: Class 16 contains 167 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 21492 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59540 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 221 members Mstep: Class 23 contains 118 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24277112.000000 Penalty: 14342.003906 Iteration 83Q: 25 clusters Score -2.427711e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5931 members Mstep: Class 3 contains 91 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28551 members Mstep: Class 6 contains 2002 members Mstep: Class 7 contains 22717 members Mstep: Class 8 contains 152373 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6150 members Mstep: Class 12 contains 136 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 196559 members Mstep: Class 16 contains 166 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 21816 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59449 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 222 members Mstep: Class 23 contains 117 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24277270.000000 Penalty: 14342.003906 Iteration 84Q: 25 clusters Score -2.427727e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5927 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28546 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 22502 members Mstep: Class 8 contains 152307 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 6060 members Mstep: Class 12 contains 139 members Mstep: Class 13 contains 330 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 196693 members Mstep: Class 16 contains 164 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 22140 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59364 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 223 members Mstep: Class 23 contains 115 members Mstep: Class 24 contains 878 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24277472.000000 Penalty: 14342.003906 Iteration 85Q: 25 clusters Score -2.427747e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5920 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28547 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 22260 members Mstep: Class 8 contains 152282 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5960 members Mstep: Class 12 contains 141 members Mstep: Class 13 contains 336 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 196802 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 22468 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59293 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 112 members Mstep: Class 24 contains 879 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24277620.000000 Penalty: 14342.003906 Iteration 86Q: 25 clusters Score -2.427762e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5917 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28547 members Mstep: Class 6 contains 2005 members Mstep: Class 7 contains 22021 members Mstep: Class 8 contains 152232 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5857 members Mstep: Class 12 contains 143 members Mstep: Class 13 contains 344 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 196918 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 22799 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59232 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 110 members Mstep: Class 24 contains 879 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24277774.000000 Penalty: 14342.003906 Iteration 87Q: 25 clusters Score -2.427777e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5916 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28549 members Mstep: Class 6 contains 2005 members Mstep: Class 7 contains 21774 members Mstep: Class 8 contains 152186 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5774 members Mstep: Class 12 contains 142 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197021 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 23124 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59167 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 879 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24277870.000000 Penalty: 14342.003906 Iteration 88Q: 25 clusters Score -2.427787e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5915 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28553 members Mstep: Class 6 contains 2005 members Mstep: Class 7 contains 21542 members Mstep: Class 8 contains 152103 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5704 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 373 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197137 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 23445 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59095 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24277948.000000 Penalty: 14342.003906 Iteration 89Q: 25 clusters Score -2.427795e+07 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5916 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28557 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 21344 members Mstep: Class 8 contains 151991 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5650 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 385 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197254 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 23748 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 59023 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278036.000000 Penalty: 14342.003906 Iteration 90Q: 25 clusters Score -2.427804e+07 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5914 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28563 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 21154 members Mstep: Class 8 contains 151891 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5571 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 396 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197364 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 24063 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58952 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278202.000000 Penalty: 14342.003906 Iteration 91Q: 25 clusters Score -2.42782e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5911 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28567 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 20991 members Mstep: Class 8 contains 151773 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5510 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 408 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197466 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 24345 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58897 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278444.000000 Penalty: 14342.003906 Iteration 92Q: 25 clusters Score -2.427844e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5916 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28577 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 20820 members Mstep: Class 8 contains 151673 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5434 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 418 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197568 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 24627 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58835 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278538.000000 Penalty: 14342.003906 Iteration 93Q: 25 clusters Score -2.427854e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5911 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28582 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 20692 members Mstep: Class 8 contains 151565 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5352 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 427 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197658 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 24909 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58772 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278636.000000 Penalty: 14342.003906 Iteration 94Q: 25 clusters Score -2.427864e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5910 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28592 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 20555 members Mstep: Class 8 contains 151477 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5268 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 436 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197725 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 25185 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58720 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278712.000000 Penalty: 14342.003906 Iteration 95Q: 25 clusters Score -2.427871e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5898 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28602 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 20398 members Mstep: Class 8 contains 151424 members Mstep: Class 9 contains 273 members Mstep: Class 10 contains 5166 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 445 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197790 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 25465 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58681 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278802.000000 Penalty: 14342.003906 Iteration 96Q: 25 clusters Score -2.42788e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5886 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28613 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 20268 members Mstep: Class 8 contains 151350 members Mstep: Class 9 contains 274 members Mstep: Class 10 contains 5083 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 454 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197847 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 25721 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58646 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24278906.000000 Penalty: 14342.003906 Iteration 97Q: 25 clusters Score -2.427891e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5883 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28625 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 20144 members Mstep: Class 8 contains 151257 members Mstep: Class 9 contains 274 members Mstep: Class 10 contains 5014 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 464 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197921 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 25961 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58599 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279052.000000 Penalty: 14342.003906 Iteration 98Q: 25 clusters Score -2.427905e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5881 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28635 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 20036 members Mstep: Class 8 contains 151162 members Mstep: Class 9 contains 274 members Mstep: Class 10 contains 4944 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 480 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 197980 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 26188 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58562 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279100.000000 Penalty: 14342.003906 Iteration 99Q: 25 clusters Score -2.42791e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5877 members Mstep: Class 3 contains 93 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28644 members Mstep: Class 6 contains 2003 members Mstep: Class 7 contains 19927 members Mstep: Class 8 contains 151057 members Mstep: Class 9 contains 274 members Mstep: Class 10 contains 4883 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 498 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198049 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 26408 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58525 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 881 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279154.000000 Penalty: 14342.003906 Iteration 100F: 25 clusters Score -2.427915e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5872 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28656 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 19834 members Mstep: Class 8 contains 150961 members Mstep: Class 9 contains 275 members Mstep: Class 10 contains 4826 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 509 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198103 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 401 members Mstep: Class 18 contains 26611 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58494 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279204.000000 Penalty: 14342.003906 Iteration 101Q: 25 clusters Score -2.42792e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5864 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28667 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 19757 members Mstep: Class 8 contains 150875 members Mstep: Class 9 contains 275 members Mstep: Class 10 contains 4776 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 523 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198149 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 26795 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58461 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279244.000000 Penalty: 14342.003906 Iteration 102Q: 25 clusters Score -2.427924e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5864 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28674 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 19681 members Mstep: Class 8 contains 150795 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4727 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 540 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198194 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 26965 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58426 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279302.000000 Penalty: 14342.003906 Iteration 103Q: 25 clusters Score -2.42793e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5865 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28680 members Mstep: Class 6 contains 2004 members Mstep: Class 7 contains 19589 members Mstep: Class 8 contains 150742 members Mstep: Class 9 contains 278 members Mstep: Class 10 contains 4691 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 558 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198242 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 27107 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58390 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279212.000000 Penalty: 14342.003906 Iteration 104Q: 25 clusters Score -2.427921e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5864 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 2005 members Mstep: Class 7 contains 19494 members Mstep: Class 8 contains 150692 members Mstep: Class 9 contains 279 members Mstep: Class 10 contains 4657 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 574 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198286 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 27255 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58356 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279250.000000 Penalty: 14342.003906 Iteration 105Q: 25 clusters Score -2.427925e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5861 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3874 members Mstep: Class 5 contains 28691 members Mstep: Class 6 contains 2006 members Mstep: Class 7 contains 19395 members Mstep: Class 8 contains 150654 members Mstep: Class 9 contains 279 members Mstep: Class 10 contains 4617 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 587 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198327 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 399 members Mstep: Class 18 contains 27415 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58315 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279246.000000 Penalty: 14342.003906 Iteration 106Q: 25 clusters Score -2.427925e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5862 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28706 members Mstep: Class 6 contains 2007 members Mstep: Class 7 contains 19304 members Mstep: Class 8 contains 150602 members Mstep: Class 9 contains 279 members Mstep: Class 10 contains 4592 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 599 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198374 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 27551 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58272 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279258.000000 Penalty: 14342.003906 Iteration 107Q: 25 clusters Score -2.427926e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5865 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28716 members Mstep: Class 6 contains 2008 members Mstep: Class 7 contains 19215 members Mstep: Class 8 contains 150552 members Mstep: Class 9 contains 278 members Mstep: Class 10 contains 4559 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 605 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198411 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 27699 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58240 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279320.000000 Penalty: 14342.003906 Iteration 108Q: 25 clusters Score -2.427932e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5866 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28719 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 19135 members Mstep: Class 8 contains 150503 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 4535 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 616 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198462 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 27828 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58198 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279356.000000 Penalty: 14342.003906 Iteration 109Q: 25 clusters Score -2.427936e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5863 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28720 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 19088 members Mstep: Class 8 contains 150458 members Mstep: Class 9 contains 277 members Mstep: Class 10 contains 4514 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 626 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198506 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 27926 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58161 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279408.000000 Penalty: 14342.003906 Iteration 110Q: 25 clusters Score -2.427941e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5862 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28722 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 19039 members Mstep: Class 8 contains 150409 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4489 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 634 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198553 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28032 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58123 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279390.000000 Penalty: 14342.003906 Iteration 111Q: 25 clusters Score -2.427939e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5861 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28725 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 18991 members Mstep: Class 8 contains 150371 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4460 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 639 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198597 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28133 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58086 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279396.000000 Penalty: 14342.003906 Iteration 112Q: 25 clusters Score -2.42794e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5857 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28729 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 18964 members Mstep: Class 8 contains 150333 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4435 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 644 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198629 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28217 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58055 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279394.000000 Penalty: 14342.003906 Iteration 113Q: 25 clusters Score -2.427939e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5853 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28730 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 18935 members Mstep: Class 8 contains 150290 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4419 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 646 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198671 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28297 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 58022 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279386.000000 Penalty: 14342.003906 Iteration 114Q: 25 clusters Score -2.427939e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5851 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28732 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 18915 members Mstep: Class 8 contains 150251 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4404 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 649 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198710 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28362 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57989 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279412.000000 Penalty: 14342.003906 Iteration 115Q: 25 clusters Score -2.427941e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5847 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28736 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 18915 members Mstep: Class 8 contains 150200 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4389 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 651 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198749 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28421 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57955 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279460.000000 Penalty: 14342.003906 Iteration 116Q: 25 clusters Score -2.427946e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5846 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28738 members Mstep: Class 6 contains 2009 members Mstep: Class 7 contains 18928 members Mstep: Class 8 contains 150149 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4372 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 652 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198787 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28469 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57922 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279462.000000 Penalty: 14342.003906 Iteration 117Q: 25 clusters Score -2.427946e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 5848 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28740 members Mstep: Class 6 contains 2010 members Mstep: Class 7 contains 18943 members Mstep: Class 8 contains 150094 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4357 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 652 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198828 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28514 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57886 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep ConsiderDeletion Score: -24279476.000000 Penalty: 14342.003906 Iteration 118Q: 25 clusters Score -2.427948e+07 nChanged 122 Entering ConstructFrom: Score: -24279476.000000 Penalty: 14342.003906 Entering ConstructFrom: Trying to split cluster 1 (1978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Entering Unmasked Estep Score: -88649.781250 Penalty: 345.337769 Iteration 0F: 2 clusters Score -88649.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -87223.468750 Penalty: 690.675537 Iteration 0F: 3 clusters Score -87223.47 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -87687.632812 Penalty: 690.675537 Iteration 1F: 3 clusters Score -87687.63 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -87757.570312 Penalty: 690.675537 Iteration 2F: 3 clusters Score -87757.57 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -87840.914062 Penalty: 690.675537 Iteration 3F: 3 clusters Score -87840.91 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -87957.921875 Penalty: 690.675537 Iteration 4F: 3 clusters Score -87957.92 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -88068.453125 Penalty: 690.675537 Iteration 5F: 3 clusters Score -88068.45 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -88149.273438 Penalty: 690.675537 Iteration 6F: 3 clusters Score -88149.27 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -88202.820312 Penalty: 690.675537 Iteration 7Q: 3 clusters Score -88202.82 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -88240.921875 Penalty: 690.675537 Iteration 8Q: 3 clusters Score -88240.92 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -88275.953125 Penalty: 690.675537 Iteration 9Q: 3 clusters Score -88275.95 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -88306.445312 Penalty: 690.675537 Iteration 10Q: 3 clusters Score -88306.45 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -88331.765625 Penalty: 690.675537 Iteration 11Q: 3 clusters Score -88331.77 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -88348.578125 Penalty: 690.675537 Iteration 12Q: 3 clusters Score -88348.58 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -88362.468750 Penalty: 690.675537 Iteration 13Q: 3 clusters Score -88362.47 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -88371.164062 Penalty: 690.675537 Iteration 14Q: 3 clusters Score -88371.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -88376.828125 Penalty: 690.675537 Iteration 15Q: 3 clusters Score -88376.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -88380.765625 Penalty: 690.675537 Iteration 16Q: 3 clusters Score -88380.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -88384.015625 Penalty: 690.675537 Iteration 17Q: 3 clusters Score -88384.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -88386.984375 Penalty: 690.675537 Iteration 18Q: 3 clusters Score -88386.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -88388.781250 Penalty: 690.675537 Iteration 19Q: 3 clusters Score -88388.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -88390.585938 Penalty: 690.675537 Iteration 20F: 3 clusters Score -88390.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -88392.359375 Penalty: 690.675537 Iteration 21Q: 3 clusters Score -88392.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -88394.257812 Penalty: 690.675537 Iteration 22Q: 3 clusters Score -88394.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -88396.476562 Penalty: 690.675537 Iteration 23Q: 3 clusters Score -88396.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -88397.585938 Penalty: 690.675537 Iteration 24Q: 3 clusters Score -88397.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -88398.523438 Penalty: 690.675537 Iteration 25Q: 3 clusters Score -88398.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -88399.312500 Penalty: 690.675537 Iteration 26Q: 3 clusters Score -88399.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -88399.835938 Penalty: 690.675537 Iteration 27Q: 3 clusters Score -88399.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -88400.156250 Penalty: 690.675537 Iteration 28Q: 3 clusters Score -88400.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -88400.312500 Penalty: 690.675537 Iteration 29Q: 3 clusters Score -88400.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -88400.468750 Penalty: 690.675537 Iteration 30Q: 3 clusters Score -88400.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -88400.859375 Penalty: 690.675537 Iteration 31Q: 3 clusters Score -88400.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -88401.000000 Penalty: 690.675537 Iteration 32Q: 3 clusters Score -88401 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -88401.000000 Penalty: 690.675537 Iteration 33F: 3 clusters Score -88401 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Entering Unmasked Estep Score: -263793.281250 Penalty: 394.652618 Iteration 0F: 2 clusters Score -263793.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -259852.562500 Penalty: 789.305237 Iteration 0F: 3 clusters Score -259852.6 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -261563.265625 Penalty: 789.305237 Iteration 1F: 3 clusters Score -261563.3 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -261880.609375 Penalty: 789.305237 Iteration 2F: 3 clusters Score -261880.6 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -262224.531250 Penalty: 789.305237 Iteration 3F: 3 clusters Score -262224.5 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -262569.468750 Penalty: 789.305237 Iteration 4F: 3 clusters Score -262569.5 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -262868.031250 Penalty: 789.305237 Iteration 5F: 3 clusters Score -262868 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -263121.625000 Penalty: 789.305237 Iteration 6F: 3 clusters Score -263121.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -263316.281250 Penalty: 789.305237 Iteration 7Q: 3 clusters Score -263316.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -263491.187500 Penalty: 789.305237 Iteration 8Q: 3 clusters Score -263491.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -263658.156250 Penalty: 789.305237 Iteration 9Q: 3 clusters Score -263658.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -263789.687500 Penalty: 789.305237 Iteration 10Q: 3 clusters Score -263789.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -263853.812500 Penalty: 789.305237 Iteration 11Q: 3 clusters Score -263853.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -263887.031250 Penalty: 789.305237 Iteration 12Q: 3 clusters Score -263887 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -263920.343750 Penalty: 789.305237 Iteration 13Q: 3 clusters Score -263920.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -263939.812500 Penalty: 789.305237 Iteration 14Q: 3 clusters Score -263939.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -263960.625000 Penalty: 789.305237 Iteration 15Q: 3 clusters Score -263960.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -263985.093750 Penalty: 789.305237 Iteration 16Q: 3 clusters Score -263985.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -264000.843750 Penalty: 789.305237 Iteration 17Q: 3 clusters Score -264000.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -264008.843750 Penalty: 789.305237 Iteration 18Q: 3 clusters Score -264008.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -264011.625000 Penalty: 789.305237 Iteration 19Q: 3 clusters Score -264011.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -264016.250000 Penalty: 789.305237 Iteration 20F: 3 clusters Score -264016.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -264018.000000 Penalty: 789.305237 Iteration 21Q: 3 clusters Score -264018 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -264020.562500 Penalty: 789.305237 Iteration 22Q: 3 clusters Score -264020.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -264021.468750 Penalty: 789.305237 Iteration 23Q: 3 clusters Score -264021.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -264021.937500 Penalty: 789.305237 Iteration 24Q: 3 clusters Score -264021.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -264022.187500 Penalty: 789.305237 Iteration 25Q: 3 clusters Score -264022.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -264022.187500 Penalty: 789.305237 Iteration 26Q: 3 clusters Score -264022.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -264022.781250 Penalty: 789.305237 Iteration 27Q: 3 clusters Score -264022.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -264023.218750 Penalty: 789.305237 Iteration 28Q: 3 clusters Score -264023.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -264023.781250 Penalty: 789.305237 Iteration 29Q: 3 clusters Score -264023.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -264024.718750 Penalty: 789.305237 Iteration 30Q: 3 clusters Score -264024.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -264024.781250 Penalty: 789.305237 Iteration 31Q: 3 clusters Score -264024.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -264025.343750 Penalty: 789.305237 Iteration 32Q: 3 clusters Score -264025.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -264026.125000 Penalty: 789.305237 Iteration 33Q: 3 clusters Score -264026.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -264027.312500 Penalty: 789.305237 Iteration 34Q: 3 clusters Score -264027.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -264028.718750 Penalty: 789.305237 Iteration 35Q: 3 clusters Score -264028.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -264030.312500 Penalty: 789.305237 Iteration 36Q: 3 clusters Score -264030.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -264030.593750 Penalty: 789.305237 Iteration 37Q: 3 clusters Score -264030.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -264031.187500 Penalty: 789.305237 Iteration 38Q: 3 clusters Score -264031.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -264031.812500 Penalty: 789.305237 Iteration 39Q: 3 clusters Score -264031.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -264032.531250 Penalty: 789.305237 Iteration 40F: 3 clusters Score -264032.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -264032.906250 Penalty: 789.305237 Iteration 41Q: 3 clusters Score -264032.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -264033.062500 Penalty: 789.305237 Iteration 42Q: 3 clusters Score -264033.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -264033.687500 Penalty: 789.305237 Iteration 43Q: 3 clusters Score -264033.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -264033.687500 Penalty: 789.305237 Iteration 44F: 3 clusters Score -264033.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1419 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28745 members Mstep: Class 6 contains 2013 members Mstep: Class 7 contains 18956 members Mstep: Class 8 contains 150046 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4347 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 652 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198846 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28558 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57862 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Entering Unmasked Estep Score: -24279532.000000 Penalty: 14939.587891 Splitting cluster 2 changes total score from -24279476.000000 to -24279532.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 3 (94 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Entering Unmasked Estep Score: -3615.738037 Penalty: 206.719925 Iteration 0F: 2 clusters Score -3615.738 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -3438.063965 Penalty: 413.439850 Iteration 0F: 3 clusters Score -3438.064 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3491.248535 Penalty: 413.439850 Iteration 1F: 3 clusters Score -3491.249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3533.731201 Penalty: 413.439850 Iteration 2F: 3 clusters Score -3533.731 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3565.370605 Penalty: 413.439850 Iteration 3F: 3 clusters Score -3565.371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3592.391357 Penalty: 413.439850 Iteration 4Q: 3 clusters Score -3592.391 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3625.427246 Penalty: 413.439850 Iteration 5Q: 3 clusters Score -3625.427 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3642.274658 Penalty: 413.439850 Iteration 6Q: 3 clusters Score -3642.275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3681.770752 Penalty: 413.439850 Iteration 7Q: 3 clusters Score -3681.771 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3688.743652 Penalty: 413.439850 Iteration 8Q: 3 clusters Score -3688.744 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3734.562988 Penalty: 413.439850 Iteration 9Q: 3 clusters Score -3734.563 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3734.562988 Penalty: 413.439850 Iteration 10F: 3 clusters Score -3734.563 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1419 members Mstep: Class 3 contains 45 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28745 members Mstep: Class 6 contains 2013 members Mstep: Class 7 contains 18956 members Mstep: Class 8 contains 150046 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4347 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 652 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198846 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28558 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57862 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 880 members Mstep: Class 25 contains 618 members Mstep: Class 26 contains 49 members Entering Unmasked Estep Score: -24279260.000000 Penalty: 15537.170898 Splitting cluster 3 changes total score from -24279476.000000 to -24279260.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (3875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Entering Unmasked Estep Score: -193486.843750 Penalty: 375.934662 Iteration 0F: 2 clusters Score -193486.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -190786.500000 Penalty: 751.869324 Iteration 0F: 3 clusters Score -190786.5 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -191780.171875 Penalty: 751.869324 Iteration 1F: 3 clusters Score -191780.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -191939.703125 Penalty: 751.869324 Iteration 2F: 3 clusters Score -191939.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -192100.359375 Penalty: 751.869324 Iteration 3F: 3 clusters Score -192100.4 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -192295.906250 Penalty: 751.869324 Iteration 4F: 3 clusters Score -192295.9 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -192531.406250 Penalty: 751.869324 Iteration 5F: 3 clusters Score -192531.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -192758.453125 Penalty: 751.869324 Iteration 6F: 3 clusters Score -192758.5 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -192944.953125 Penalty: 751.869324 Iteration 7F: 3 clusters Score -192945 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -193065.562500 Penalty: 751.869324 Iteration 8Q: 3 clusters Score -193065.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -193144.531250 Penalty: 751.869324 Iteration 9Q: 3 clusters Score -193144.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -193190.156250 Penalty: 751.869324 Iteration 10Q: 3 clusters Score -193190.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -193218.562500 Penalty: 751.869324 Iteration 11Q: 3 clusters Score -193218.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -193238.625000 Penalty: 751.869324 Iteration 12Q: 3 clusters Score -193238.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -193245.890625 Penalty: 751.869324 Iteration 13Q: 3 clusters Score -193245.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -193250.406250 Penalty: 751.869324 Iteration 14Q: 3 clusters Score -193250.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -193252.875000 Penalty: 751.869324 Iteration 15Q: 3 clusters Score -193252.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -193254.046875 Penalty: 751.869324 Iteration 16Q: 3 clusters Score -193254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -193256.359375 Penalty: 751.869324 Iteration 17Q: 3 clusters Score -193256.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -193257.187500 Penalty: 751.869324 Iteration 18Q: 3 clusters Score -193257.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -193260.062500 Penalty: 751.869324 Iteration 19Q: 3 clusters Score -193260.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -193260.750000 Penalty: 751.869324 Iteration 20F: 3 clusters Score -193260.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -193261.812500 Penalty: 751.869324 Iteration 21Q: 3 clusters Score -193261.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -193262.125000 Penalty: 751.869324 Iteration 22Q: 3 clusters Score -193262.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -193262.578125 Penalty: 751.869324 Iteration 23Q: 3 clusters Score -193262.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -193263.453125 Penalty: 751.869324 Iteration 24Q: 3 clusters Score -193263.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -193263.453125 Penalty: 751.869324 Iteration 25F: 3 clusters Score -193263.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28745 members Entering Unmasked Estep Score: -1348359.750000 Penalty: 467.112976 Iteration 0F: 2 clusters Score -1348360 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -1329090.750000 Penalty: 934.225952 Iteration 0F: 3 clusters Score -1329091 nChanged 13937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14674 members Mstep: Class 2 contains 14071 members Entering Unmasked Estep Score: -1337467.875000 Penalty: 934.225952 Iteration 1F: 3 clusters Score -1337468 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14929 members Mstep: Class 2 contains 13816 members Entering Unmasked Estep Score: -1337899.875000 Penalty: 934.225952 Iteration 2Q: 3 clusters Score -1337900 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15366 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -1338461.875000 Penalty: 934.225952 Iteration 3Q: 3 clusters Score -1338462 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15916 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -1339164.875000 Penalty: 934.225952 Iteration 4F: 3 clusters Score -1339165 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 12097 members Entering Unmasked Estep Score: -1339993.250000 Penalty: 934.225952 Iteration 5F: 3 clusters Score -1339993 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17367 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1340847.250000 Penalty: 934.225952 Iteration 6F: 3 clusters Score -1340847 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18068 members Mstep: Class 2 contains 10677 members Entering Unmasked Estep Score: -1341629.375000 Penalty: 934.225952 Iteration 7F: 3 clusters Score -1341629 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18570 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -1342187.875000 Penalty: 934.225952 Iteration 8Q: 3 clusters Score -1342188 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18975 members Mstep: Class 2 contains 9770 members Entering Unmasked Estep Score: -1342562.625000 Penalty: 934.225952 Iteration 9Q: 3 clusters Score -1342563 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19433 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -1342899.250000 Penalty: 934.225952 Iteration 10Q: 3 clusters Score -1342899 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19947 members Mstep: Class 2 contains 8798 members Entering Unmasked Estep Score: -1343252.500000 Penalty: 934.225952 Iteration 11Q: 3 clusters Score -1343252 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20563 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -1343691.875000 Penalty: 934.225952 Iteration 12Q: 3 clusters Score -1343692 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21219 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -1344164.750000 Penalty: 934.225952 Iteration 13Q: 3 clusters Score -1344165 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21945 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -1344738.500000 Penalty: 934.225952 Iteration 14Q: 3 clusters Score -1344738 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22651 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1345326.875000 Penalty: 934.225952 Iteration 15Q: 3 clusters Score -1345327 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23350 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -1345935.000000 Penalty: 934.225952 Iteration 16Q: 3 clusters Score -1345935 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23922 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1346409.500000 Penalty: 934.225952 Iteration 17Q: 3 clusters Score -1346410 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24396 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1346768.500000 Penalty: 934.225952 Iteration 18Q: 3 clusters Score -1346768 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24779 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1346996.750000 Penalty: 934.225952 Iteration 19Q: 3 clusters Score -1346997 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25100 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1347172.500000 Penalty: 934.225952 Iteration 20F: 3 clusters Score -1347172 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25369 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1347296.000000 Penalty: 934.225952 Iteration 21Q: 3 clusters Score -1347296 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25591 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1347377.125000 Penalty: 934.225952 Iteration 22Q: 3 clusters Score -1347377 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25786 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -1347456.250000 Penalty: 934.225952 Iteration 23Q: 3 clusters Score -1347456 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25958 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -1347511.500000 Penalty: 934.225952 Iteration 24Q: 3 clusters Score -1347512 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26099 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1347549.750000 Penalty: 934.225952 Iteration 25Q: 3 clusters Score -1347550 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26198 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1347569.500000 Penalty: 934.225952 Iteration 26Q: 3 clusters Score -1347570 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26286 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1347592.500000 Penalty: 934.225952 Iteration 27Q: 3 clusters Score -1347592 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26371 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -1347608.750000 Penalty: 934.225952 Iteration 28Q: 3 clusters Score -1347609 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26457 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -1347626.375000 Penalty: 934.225952 Iteration 29Q: 3 clusters Score -1347626 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26540 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1347642.000000 Penalty: 934.225952 Iteration 30Q: 3 clusters Score -1347642 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26604 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -1347653.500000 Penalty: 934.225952 Iteration 31Q: 3 clusters Score -1347654 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26665 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1347663.375000 Penalty: 934.225952 Iteration 32Q: 3 clusters Score -1347663 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26729 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -1347677.875000 Penalty: 934.225952 Iteration 33Q: 3 clusters Score -1347678 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26793 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1347695.750000 Penalty: 934.225952 Iteration 34Q: 3 clusters Score -1347696 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26852 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1347707.875000 Penalty: 934.225952 Iteration 35Q: 3 clusters Score -1347708 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26919 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1347726.250000 Penalty: 934.225952 Iteration 36Q: 3 clusters Score -1347726 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26978 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -1347735.875000 Penalty: 934.225952 Iteration 37Q: 3 clusters Score -1347736 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27034 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1347754.250000 Penalty: 934.225952 Iteration 38Q: 3 clusters Score -1347754 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27086 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1347766.750000 Penalty: 934.225952 Iteration 39Q: 3 clusters Score -1347767 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27134 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1347777.250000 Penalty: 934.225952 Iteration 40F: 3 clusters Score -1347777 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27180 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -1347790.375000 Penalty: 934.225952 Iteration 41Q: 3 clusters Score -1347790 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27227 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1347798.875000 Penalty: 934.225952 Iteration 42Q: 3 clusters Score -1347799 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27255 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -1347803.375000 Penalty: 934.225952 Iteration 43Q: 3 clusters Score -1347803 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27279 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -1347807.000000 Penalty: 934.225952 Iteration 44Q: 3 clusters Score -1347807 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27303 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1347809.750000 Penalty: 934.225952 Iteration 45Q: 3 clusters Score -1347810 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1347813.875000 Penalty: 934.225952 Iteration 46Q: 3 clusters Score -1347814 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27334 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -1347817.250000 Penalty: 934.225952 Iteration 47Q: 3 clusters Score -1347817 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27349 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1347820.125000 Penalty: 934.225952 Iteration 48Q: 3 clusters Score -1347820 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27369 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1347822.000000 Penalty: 934.225952 Iteration 49Q: 3 clusters Score -1347822 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27394 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1347823.375000 Penalty: 934.225952 Iteration 50Q: 3 clusters Score -1347823 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27421 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1347827.375000 Penalty: 934.225952 Iteration 51Q: 3 clusters Score -1347827 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27442 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1347832.125000 Penalty: 934.225952 Iteration 52Q: 3 clusters Score -1347832 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27462 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1347832.250000 Penalty: 934.225952 Iteration 53Q: 3 clusters Score -1347832 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27481 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1347838.625000 Penalty: 934.225952 Iteration 54Q: 3 clusters Score -1347839 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27499 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1347840.000000 Penalty: 934.225952 Iteration 55Q: 3 clusters Score -1347840 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27513 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1347842.500000 Penalty: 934.225952 Iteration 56Q: 3 clusters Score -1347842 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27528 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1347844.125000 Penalty: 934.225952 Iteration 57Q: 3 clusters Score -1347844 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27542 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -1347847.625000 Penalty: 934.225952 Iteration 58Q: 3 clusters Score -1347848 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27558 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1347850.625000 Penalty: 934.225952 Iteration 59Q: 3 clusters Score -1347851 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27570 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1347851.625000 Penalty: 934.225952 Iteration 60F: 3 clusters Score -1347852 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27583 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1347851.125000 Penalty: 934.225952 Iteration 61Q: 3 clusters Score -1347851 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27592 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -1347853.750000 Penalty: 934.225952 Iteration 62Q: 3 clusters Score -1347854 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27605 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1347857.625000 Penalty: 934.225952 Iteration 63Q: 3 clusters Score -1347858 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27621 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1347859.375000 Penalty: 934.225952 Iteration 64Q: 3 clusters Score -1347859 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27635 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1347860.875000 Penalty: 934.225952 Iteration 65Q: 3 clusters Score -1347861 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27656 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1347863.750000 Penalty: 934.225952 Iteration 66Q: 3 clusters Score -1347864 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27672 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1347872.125000 Penalty: 934.225952 Iteration 67Q: 3 clusters Score -1347872 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27690 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1347875.625000 Penalty: 934.225952 Iteration 68Q: 3 clusters Score -1347876 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27705 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1347883.875000 Penalty: 934.225952 Iteration 69Q: 3 clusters Score -1347884 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27725 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1347884.750000 Penalty: 934.225952 Iteration 70Q: 3 clusters Score -1347885 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27745 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1347889.000000 Penalty: 934.225952 Iteration 71Q: 3 clusters Score -1347889 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27765 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1347892.125000 Penalty: 934.225952 Iteration 72Q: 3 clusters Score -1347892 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27780 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -1347894.875000 Penalty: 934.225952 Iteration 73Q: 3 clusters Score -1347895 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27789 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1347897.375000 Penalty: 934.225952 Iteration 74Q: 3 clusters Score -1347897 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27796 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1347901.000000 Penalty: 934.225952 Iteration 75Q: 3 clusters Score -1347901 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27800 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1347900.750000 Penalty: 934.225952 Iteration 76Q: 3 clusters Score -1347901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27801 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1347901.375000 Penalty: 934.225952 Iteration 77Q: 3 clusters Score -1347901 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27804 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1347903.875000 Penalty: 934.225952 Iteration 78Q: 3 clusters Score -1347904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27809 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1347905.875000 Penalty: 934.225952 Iteration 79Q: 3 clusters Score -1347906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27813 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1347906.500000 Penalty: 934.225952 Iteration 80F: 3 clusters Score -1347906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27815 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1347904.375000 Penalty: 934.225952 Iteration 81Q: 3 clusters Score -1347904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27819 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1347902.750000 Penalty: 934.225952 Iteration 82Q: 3 clusters Score -1347903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27821 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -1347902.375000 Penalty: 934.225952 Iteration 83Q: 3 clusters Score -1347902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27822 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1347902.875000 Penalty: 934.225952 Iteration 84Q: 3 clusters Score -1347903 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27825 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1347904.750000 Penalty: 934.225952 Iteration 85Q: 3 clusters Score -1347905 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27831 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1347905.000000 Penalty: 934.225952 Iteration 86Q: 3 clusters Score -1347905 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27832 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1347903.625000 Penalty: 934.225952 Iteration 87Q: 3 clusters Score -1347904 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27834 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1347902.500000 Penalty: 934.225952 Iteration 88Q: 3 clusters Score -1347902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27834 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -1347902.500000 Penalty: 934.225952 Iteration 89F: 3 clusters Score -1347902 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Entering Unmasked Estep Score: -103987.070312 Penalty: 346.135864 Iteration 0F: 2 clusters Score -103987.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -102544.046875 Penalty: 692.271729 Iteration 0F: 3 clusters Score -102544 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -102997.570312 Penalty: 692.271729 Iteration 1F: 3 clusters Score -102997.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -103048.640625 Penalty: 692.271729 Iteration 2F: 3 clusters Score -103048.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -103095.179688 Penalty: 692.271729 Iteration 3Q: 3 clusters Score -103095.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -103136.484375 Penalty: 692.271729 Iteration 4Q: 3 clusters Score -103136.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -103194.601562 Penalty: 692.271729 Iteration 5Q: 3 clusters Score -103194.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -103258.085938 Penalty: 692.271729 Iteration 6F: 3 clusters Score -103258.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -103331.515625 Penalty: 692.271729 Iteration 7F: 3 clusters Score -103331.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -103418.710938 Penalty: 692.271729 Iteration 8F: 3 clusters Score -103418.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -103511.492188 Penalty: 692.271729 Iteration 9Q: 3 clusters Score -103511.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -103603.023438 Penalty: 692.271729 Iteration 10Q: 3 clusters Score -103603 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -103636.484375 Penalty: 692.271729 Iteration 11Q: 3 clusters Score -103636.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -103646.718750 Penalty: 692.271729 Iteration 12Q: 3 clusters Score -103646.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -103649.984375 Penalty: 692.271729 Iteration 13Q: 3 clusters Score -103650 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -103653.539062 Penalty: 692.271729 Iteration 14Q: 3 clusters Score -103653.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -103656.976562 Penalty: 692.271729 Iteration 15Q: 3 clusters Score -103657 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -103659.007812 Penalty: 692.271729 Iteration 16Q: 3 clusters Score -103659 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -103664.593750 Penalty: 692.271729 Iteration 17Q: 3 clusters Score -103664.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -103667.664062 Penalty: 692.271729 Iteration 18Q: 3 clusters Score -103667.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -103672.812500 Penalty: 692.271729 Iteration 19Q: 3 clusters Score -103672.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -103678.664062 Penalty: 692.271729 Iteration 20F: 3 clusters Score -103678.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -103683.273438 Penalty: 692.271729 Iteration 21Q: 3 clusters Score -103683.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -103684.007812 Penalty: 692.271729 Iteration 22Q: 3 clusters Score -103684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -103685.117188 Penalty: 692.271729 Iteration 23Q: 3 clusters Score -103685.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -103685.960938 Penalty: 692.271729 Iteration 24Q: 3 clusters Score -103686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -103687.648438 Penalty: 692.271729 Iteration 25Q: 3 clusters Score -103687.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -103690.976562 Penalty: 692.271729 Iteration 26Q: 3 clusters Score -103691 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -103693.203125 Penalty: 692.271729 Iteration 27Q: 3 clusters Score -103693.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -103693.867188 Penalty: 692.271729 Iteration 28Q: 3 clusters Score -103693.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -103694.445312 Penalty: 692.271729 Iteration 29Q: 3 clusters Score -103694.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -103694.445312 Penalty: 692.271729 Iteration 30F: 3 clusters Score -103694.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (18956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18956 members Entering Unmasked Estep Score: -974641.625000 Penalty: 448.169342 Iteration 0F: 2 clusters Score -974641.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -962005.625000 Penalty: 896.338684 Iteration 0F: 3 clusters Score -962005.6 nChanged 9035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -966963.125000 Penalty: 896.338684 Iteration 1F: 3 clusters Score -966963.1 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -967188.125000 Penalty: 896.338684 Iteration 2Q: 3 clusters Score -967188.1 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 11202 members Entering Unmasked Estep Score: -967587.937500 Penalty: 896.338684 Iteration 3Q: 3 clusters Score -967587.9 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -968325.187500 Penalty: 896.338684 Iteration 4F: 3 clusters Score -968325.2 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -969591.687500 Penalty: 896.338684 Iteration 5F: 3 clusters Score -969591.7 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -971277.750000 Penalty: 896.338684 Iteration 6F: 3 clusters Score -971277.8 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 15940 members Entering Unmasked Estep Score: -972967.562500 Penalty: 896.338684 Iteration 7F: 3 clusters Score -972967.6 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 16162 members Entering Unmasked Estep Score: -973918.562500 Penalty: 896.338684 Iteration 8Q: 3 clusters Score -973918.6 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 16188 members Entering Unmasked Estep Score: -974178.125000 Penalty: 896.338684 Iteration 9Q: 3 clusters Score -974178.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -974264.875000 Penalty: 896.338684 Iteration 10Q: 3 clusters Score -974264.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 16221 members Entering Unmasked Estep Score: -974311.812500 Penalty: 896.338684 Iteration 11Q: 3 clusters Score -974311.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 16231 members Entering Unmasked Estep Score: -974339.375000 Penalty: 896.338684 Iteration 12Q: 3 clusters Score -974339.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 16225 members Entering Unmasked Estep Score: -974351.625000 Penalty: 896.338684 Iteration 13Q: 3 clusters Score -974351.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 16228 members Entering Unmasked Estep Score: -974360.625000 Penalty: 896.338684 Iteration 14Q: 3 clusters Score -974360.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 16223 members Entering Unmasked Estep Score: -974362.125000 Penalty: 896.338684 Iteration 15Q: 3 clusters Score -974362.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 16222 members Entering Unmasked Estep Score: -974362.125000 Penalty: 896.338684 Iteration 16Q: 3 clusters Score -974362.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 16228 members Entering Unmasked Estep Score: -974362.500000 Penalty: 896.338684 Iteration 17Q: 3 clusters Score -974362.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 16237 members Entering Unmasked Estep Score: -974365.625000 Penalty: 896.338684 Iteration 18Q: 3 clusters Score -974365.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 16243 members Entering Unmasked Estep Score: -974367.562500 Penalty: 896.338684 Iteration 19Q: 3 clusters Score -974367.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 16248 members Entering Unmasked Estep Score: -974367.750000 Penalty: 896.338684 Iteration 20F: 3 clusters Score -974367.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 16251 members Entering Unmasked Estep Score: -974369.687500 Penalty: 896.338684 Iteration 21Q: 3 clusters Score -974369.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 16257 members Entering Unmasked Estep Score: -974370.937500 Penalty: 896.338684 Iteration 22Q: 3 clusters Score -974370.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 16261 members Entering Unmasked Estep Score: -974370.187500 Penalty: 896.338684 Iteration 23Q: 3 clusters Score -974370.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 16267 members Entering Unmasked Estep Score: -974370.625000 Penalty: 896.338684 Iteration 24Q: 3 clusters Score -974370.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -974368.500000 Penalty: 896.338684 Iteration 25Q: 3 clusters Score -974368.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -974369.500000 Penalty: 896.338684 Iteration 26Q: 3 clusters Score -974369.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -974370.500000 Penalty: 896.338684 Iteration 27Q: 3 clusters Score -974370.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 16280 members Entering Unmasked Estep Score: -974369.937500 Penalty: 896.338684 Iteration 28Q: 3 clusters Score -974369.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 16281 members Entering Unmasked Estep Score: -974369.625000 Penalty: 896.338684 Iteration 29Q: 3 clusters Score -974369.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 16283 members Entering Unmasked Estep Score: -974369.187500 Penalty: 896.338684 Iteration 30Q: 3 clusters Score -974369.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 16283 members Entering Unmasked Estep Score: -974369.187500 Penalty: 896.338684 Iteration 31F: 3 clusters Score -974369.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (150046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150046 members Entering Unmasked Estep Score: -7585734.000000 Penalty: 542.300720 Iteration 0F: 2 clusters Score -7585734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74987 members Mstep: Class 2 contains 75059 members Entering Unmasked Estep Score: -7491934.000000 Penalty: 1084.601440 Iteration 0F: 3 clusters Score -7491934 nChanged 73445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69700 members Mstep: Class 2 contains 80346 members Entering Unmasked Estep Score: -7536960.000000 Penalty: 1084.601440 Iteration 1F: 3 clusters Score -7536960 nChanged 5275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66699 members Mstep: Class 2 contains 83347 members Entering Unmasked Estep Score: -7538455.500000 Penalty: 1084.601440 Iteration 2Q: 3 clusters Score -7538456 nChanged 6386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62281 members Mstep: Class 2 contains 87765 members Entering Unmasked Estep Score: -7541016.000000 Penalty: 1084.601440 Iteration 3Q: 3 clusters Score -7541016 nChanged 7761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56212 members Mstep: Class 2 contains 93834 members Entering Unmasked Estep Score: -7545159.000000 Penalty: 1084.601440 Iteration 4F: 3 clusters Score -7545159 nChanged 9326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48370 members Mstep: Class 2 contains 101676 members Entering Unmasked Estep Score: -7551340.000000 Penalty: 1084.601440 Iteration 5F: 3 clusters Score -7551340 nChanged 9697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40019 members Mstep: Class 2 contains 110027 members Entering Unmasked Estep Score: -7558785.500000 Penalty: 1084.601440 Iteration 6F: 3 clusters Score -7558786 nChanged 8709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32708 members Mstep: Class 2 contains 117338 members Entering Unmasked Estep Score: -7565718.500000 Penalty: 1084.601440 Iteration 7F: 3 clusters Score -7565718 nChanged 6694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27408 members Mstep: Class 2 contains 122638 members Entering Unmasked Estep Score: -7570541.500000 Penalty: 1084.601440 Iteration 8Q: 3 clusters Score -7570542 nChanged 4725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23681 members Mstep: Class 2 contains 126365 members Entering Unmasked Estep Score: -7573183.500000 Penalty: 1084.601440 Iteration 9Q: 3 clusters Score -7573184 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 129395 members Entering Unmasked Estep Score: -7574611.000000 Penalty: 1084.601440 Iteration 10Q: 3 clusters Score -7574611 nChanged 2748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17973 members Mstep: Class 2 contains 132073 members Entering Unmasked Estep Score: -7575640.500000 Penalty: 1084.601440 Iteration 11Q: 3 clusters Score -7575640 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 134534 members Entering Unmasked Estep Score: -7576591.000000 Penalty: 1084.601440 Iteration 12Q: 3 clusters Score -7576591 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 136767 members Entering Unmasked Estep Score: -7577476.000000 Penalty: 1084.601440 Iteration 13Q: 3 clusters Score -7577476 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 138802 members Entering Unmasked Estep Score: -7578415.500000 Penalty: 1084.601440 Iteration 14Q: 3 clusters Score -7578416 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 140665 members Entering Unmasked Estep Score: -7579393.000000 Penalty: 1084.601440 Iteration 15Q: 3 clusters Score -7579393 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 142354 members Entering Unmasked Estep Score: -7580318.500000 Penalty: 1084.601440 Iteration 16Q: 3 clusters Score -7580318 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 143863 members Entering Unmasked Estep Score: -7581106.500000 Penalty: 1084.601440 Iteration 17Q: 3 clusters Score -7581106 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 145129 members Entering Unmasked Estep Score: -7581851.000000 Penalty: 1084.601440 Iteration 18Q: 3 clusters Score -7581851 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 146183 members Entering Unmasked Estep Score: -7582505.000000 Penalty: 1084.601440 Iteration 19Q: 3 clusters Score -7582505 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 147014 members Entering Unmasked Estep Score: -7583035.000000 Penalty: 1084.601440 Iteration 20F: 3 clusters Score -7583035 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 147692 members Entering Unmasked Estep Score: -7583457.500000 Penalty: 1084.601440 Iteration 21Q: 3 clusters Score -7583458 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 148259 members Entering Unmasked Estep Score: -7583917.500000 Penalty: 1084.601440 Iteration 22Q: 3 clusters Score -7583918 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 148705 members Entering Unmasked Estep Score: -7584257.000000 Penalty: 1084.601440 Iteration 23Q: 3 clusters Score -7584257 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 149028 members Entering Unmasked Estep Score: -7584508.500000 Penalty: 1084.601440 Iteration 24Q: 3 clusters Score -7584508 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 149263 members Entering Unmasked Estep Score: -7584701.500000 Penalty: 1084.601440 Iteration 25Q: 3 clusters Score -7584702 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 149465 members Entering Unmasked Estep Score: -7584885.500000 Penalty: 1084.601440 Iteration 26Q: 3 clusters Score -7584886 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 149614 members Entering Unmasked Estep Score: -7585014.000000 Penalty: 1084.601440 Iteration 27Q: 3 clusters Score -7585014 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 149694 members Entering Unmasked Estep Score: -7585095.500000 Penalty: 1084.601440 Iteration 28Q: 3 clusters Score -7585096 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 149751 members Entering Unmasked Estep Score: -7585140.000000 Penalty: 1084.601440 Iteration 29Q: 3 clusters Score -7585140 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 149785 members Entering Unmasked Estep Score: -7585185.000000 Penalty: 1084.601440 Iteration 30Q: 3 clusters Score -7585185 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 149805 members Entering Unmasked Estep Score: -7585207.500000 Penalty: 1084.601440 Iteration 31Q: 3 clusters Score -7585208 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 149818 members Entering Unmasked Estep Score: -7585216.500000 Penalty: 1084.601440 Iteration 32Q: 3 clusters Score -7585216 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 149824 members Entering Unmasked Estep Score: -7585215.500000 Penalty: 1084.601440 Iteration 33Q: 3 clusters Score -7585216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 149828 members Entering Unmasked Estep Score: -7585225.500000 Penalty: 1084.601440 Iteration 34Q: 3 clusters Score -7585226 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 149833 members Entering Unmasked Estep Score: -7585227.000000 Penalty: 1084.601440 Iteration 35Q: 3 clusters Score -7585227 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 149831 members Entering Unmasked Estep Score: -7585228.000000 Penalty: 1084.601440 Iteration 36Q: 3 clusters Score -7585228 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 149834 members Entering Unmasked Estep Score: -7585231.000000 Penalty: 1084.601440 Iteration 37Q: 3 clusters Score -7585231 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 149837 members Entering Unmasked Estep Score: -7585232.000000 Penalty: 1084.601440 Iteration 38Q: 3 clusters Score -7585232 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 149841 members Entering Unmasked Estep Score: -7585242.000000 Penalty: 1084.601440 Iteration 39Q: 3 clusters Score -7585242 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 149844 members Entering Unmasked Estep Score: -7585239.000000 Penalty: 1084.601440 Iteration 40F: 3 clusters Score -7585239 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 149846 members Entering Unmasked Estep Score: -7585243.000000 Penalty: 1084.601440 Iteration 41Q: 3 clusters Score -7585243 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 149850 members Entering Unmasked Estep Score: -7585251.000000 Penalty: 1084.601440 Iteration 42Q: 3 clusters Score -7585251 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 149852 members Entering Unmasked Estep Score: -7585253.000000 Penalty: 1084.601440 Iteration 43Q: 3 clusters Score -7585253 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 149852 members Entering Unmasked Estep Score: -7585254.500000 Penalty: 1084.601440 Iteration 44Q: 3 clusters Score -7585254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 149850 members Entering Unmasked Estep Score: -7585253.000000 Penalty: 1084.601440 Iteration 45Q: 3 clusters Score -7585253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 149850 members Entering Unmasked Estep Score: -7585253.000000 Penalty: 1084.601440 Iteration 46F: 3 clusters Score -7585253 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Entering Unmasked Estep Score: -11279.767578 Penalty: 255.728241 Iteration 0F: 2 clusters Score -11279.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -10928.384766 Penalty: 511.456482 Iteration 0F: 3 clusters Score -10928.38 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -11006.052734 Penalty: 511.456482 Iteration 1F: 3 clusters Score -11006.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -11030.165039 Penalty: 511.456482 Iteration 2F: 3 clusters Score -11030.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -11040.333008 Penalty: 511.456482 Iteration 3F: 3 clusters Score -11040.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -11046.615234 Penalty: 511.456482 Iteration 4Q: 3 clusters Score -11046.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -11051.967773 Penalty: 511.456482 Iteration 5Q: 3 clusters Score -11051.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -11060.143555 Penalty: 511.456482 Iteration 6Q: 3 clusters Score -11060.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -11064.547852 Penalty: 511.456482 Iteration 7Q: 3 clusters Score -11064.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -11070.463867 Penalty: 511.456482 Iteration 8Q: 3 clusters Score -11070.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -11072.552734 Penalty: 511.456482 Iteration 9Q: 3 clusters Score -11072.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -11075.733398 Penalty: 511.456482 Iteration 10Q: 3 clusters Score -11075.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -11076.525391 Penalty: 511.456482 Iteration 11Q: 3 clusters Score -11076.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -11076.900391 Penalty: 511.456482 Iteration 12Q: 3 clusters Score -11076.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -11077.404297 Penalty: 511.456482 Iteration 13Q: 3 clusters Score -11077.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11077.577148 Penalty: 511.456482 Iteration 14Q: 3 clusters Score -11077.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -11077.577148 Penalty: 511.456482 Iteration 15F: 3 clusters Score -11077.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Entering Unmasked Estep Score: -224358.375000 Penalty: 381.164459 Iteration 0F: 2 clusters Score -224358.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -221407.828125 Penalty: 762.328918 Iteration 0F: 3 clusters Score -221407.8 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -222396.718750 Penalty: 762.328918 Iteration 1F: 3 clusters Score -222396.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -222499.781250 Penalty: 762.328918 Iteration 2F: 3 clusters Score -222499.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -222627.781250 Penalty: 762.328918 Iteration 3F: 3 clusters Score -222627.8 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -222809.500000 Penalty: 762.328918 Iteration 4F: 3 clusters Score -222809.5 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -223059.203125 Penalty: 762.328918 Iteration 5F: 3 clusters Score -223059.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -223381.062500 Penalty: 762.328918 Iteration 6F: 3 clusters Score -223381.1 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -223670.000000 Penalty: 762.328918 Iteration 7F: 3 clusters Score -223670 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -223825.968750 Penalty: 762.328918 Iteration 8Q: 3 clusters Score -223826 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -223894.890625 Penalty: 762.328918 Iteration 9Q: 3 clusters Score -223894.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -223934.062500 Penalty: 762.328918 Iteration 10Q: 3 clusters Score -223934.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -223966.796875 Penalty: 762.328918 Iteration 11Q: 3 clusters Score -223966.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -223984.187500 Penalty: 762.328918 Iteration 12Q: 3 clusters Score -223984.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -223991.515625 Penalty: 762.328918 Iteration 13Q: 3 clusters Score -223991.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -223996.062500 Penalty: 762.328918 Iteration 14Q: 3 clusters Score -223996.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -223999.593750 Penalty: 762.328918 Iteration 15Q: 3 clusters Score -223999.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -224001.703125 Penalty: 762.328918 Iteration 16Q: 3 clusters Score -224001.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -224003.890625 Penalty: 762.328918 Iteration 17Q: 3 clusters Score -224003.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -224004.437500 Penalty: 762.328918 Iteration 18Q: 3 clusters Score -224004.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -224005.500000 Penalty: 762.328918 Iteration 19Q: 3 clusters Score -224005.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -224006.015625 Penalty: 762.328918 Iteration 20F: 3 clusters Score -224006 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -224007.796875 Penalty: 762.328918 Iteration 21Q: 3 clusters Score -224007.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -224008.718750 Penalty: 762.328918 Iteration 22Q: 3 clusters Score -224008.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -224008.484375 Penalty: 762.328918 Iteration 23Q: 3 clusters Score -224008.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -224008.984375 Penalty: 762.328918 Iteration 24Q: 3 clusters Score -224009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -224008.812500 Penalty: 762.328918 Iteration 25Q: 3 clusters Score -224008.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -224009.093750 Penalty: 762.328918 Iteration 26Q: 3 clusters Score -224009.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -224009.906250 Penalty: 762.328918 Iteration 27Q: 3 clusters Score -224009.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -224009.953125 Penalty: 762.328918 Iteration 28Q: 3 clusters Score -224010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -224010.937500 Penalty: 762.328918 Iteration 29Q: 3 clusters Score -224010.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -224010.859375 Penalty: 762.328918 Iteration 30Q: 3 clusters Score -224010.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -224010.859375 Penalty: 762.328918 Iteration 31F: 3 clusters Score -224010.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (140 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Entering Unmasked Estep Score: -5731.613281 Penalty: 224.844727 Iteration 0F: 2 clusters Score -5731.613 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5494.528320 Penalty: 449.689453 Iteration 0F: 3 clusters Score -5494.528 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -5543.717773 Penalty: 449.689453 Iteration 1F: 3 clusters Score -5543.718 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -5562.233398 Penalty: 449.689453 Iteration 2F: 3 clusters Score -5562.233 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5572.319824 Penalty: 449.689453 Iteration 3Q: 3 clusters Score -5572.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5576.657715 Penalty: 449.689453 Iteration 4Q: 3 clusters Score -5576.658 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5579.681152 Penalty: 449.689453 Iteration 5Q: 3 clusters Score -5579.681 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5585.488770 Penalty: 449.689453 Iteration 6Q: 3 clusters Score -5585.489 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5585.488770 Penalty: 449.689453 Iteration 7F: 3 clusters Score -5585.489 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -28933.539062 Penalty: 294.842010 Iteration 0F: 2 clusters Score -28933.54 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 334 members Entering Unmasked Estep Score: -28347.572266 Penalty: 589.684021 Iteration 0F: 3 clusters Score -28347.57 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -28478.107422 Penalty: 589.684021 Iteration 1F: 3 clusters Score -28478.11 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -28508.783203 Penalty: 589.684021 Iteration 2F: 3 clusters Score -28508.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -28526.814453 Penalty: 589.684021 Iteration 3Q: 3 clusters Score -28526.81 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -28538.773438 Penalty: 589.684021 Iteration 4Q: 3 clusters Score -28538.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -28545.359375 Penalty: 589.684021 Iteration 5Q: 3 clusters Score -28545.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -28550.779297 Penalty: 589.684021 Iteration 6Q: 3 clusters Score -28550.78 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -28554.433594 Penalty: 589.684021 Iteration 7Q: 3 clusters Score -28554.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -28560.031250 Penalty: 589.684021 Iteration 8Q: 3 clusters Score -28560.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -28570.867188 Penalty: 589.684021 Iteration 9Q: 3 clusters Score -28570.87 nChanged 20 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: -28584.677734 Penalty: 589.684021 Iteration 10Q: 3 clusters Score -28584.68 nChanged 21 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: -28600.007812 Penalty: 589.684021 Iteration 11Q: 3 clusters Score -28600.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -28609.250000 Penalty: 589.684021 Iteration 12Q: 3 clusters Score -28609.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -28611.320312 Penalty: 589.684021 Iteration 13Q: 3 clusters Score -28611.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -28614.011719 Penalty: 589.684021 Iteration 14Q: 3 clusters Score -28614.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -28615.388672 Penalty: 589.684021 Iteration 15Q: 3 clusters Score -28615.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -28619.310547 Penalty: 589.684021 Iteration 16Q: 3 clusters Score -28619.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -28623.595703 Penalty: 589.684021 Iteration 17Q: 3 clusters Score -28623.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -28626.324219 Penalty: 589.684021 Iteration 18Q: 3 clusters Score -28626.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -28628.916016 Penalty: 589.684021 Iteration 19Q: 3 clusters Score -28628.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -28631.730469 Penalty: 589.684021 Iteration 20F: 3 clusters Score -28631.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -28632.410156 Penalty: 589.684021 Iteration 21Q: 3 clusters Score -28632.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -28632.935547 Penalty: 589.684021 Iteration 22Q: 3 clusters Score -28632.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -28633.412109 Penalty: 589.684021 Iteration 23Q: 3 clusters Score -28633.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -28635.291016 Penalty: 589.684021 Iteration 24Q: 3 clusters Score -28635.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -28635.576172 Penalty: 589.684021 Iteration 25Q: 3 clusters Score -28635.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -28635.826172 Penalty: 589.684021 Iteration 26Q: 3 clusters Score -28635.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -28635.826172 Penalty: 589.684021 Iteration 27F: 3 clusters Score -28635.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -15176.865234 Penalty: 265.350647 Iteration 0F: 2 clusters Score -15176.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -14825.236328 Penalty: 530.701294 Iteration 0F: 3 clusters Score -14825.24 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14919.841797 Penalty: 530.701294 Iteration 1F: 3 clusters Score -14919.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -14945.411133 Penalty: 530.701294 Iteration 2F: 3 clusters Score -14945.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14960.736328 Penalty: 530.701294 Iteration 3Q: 3 clusters Score -14960.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -14967.182617 Penalty: 530.701294 Iteration 4Q: 3 clusters Score -14967.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -14976.362305 Penalty: 530.701294 Iteration 5Q: 3 clusters Score -14976.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -14991.645508 Penalty: 530.701294 Iteration 6Q: 3 clusters Score -14991.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -14997.394531 Penalty: 530.701294 Iteration 7Q: 3 clusters Score -14997.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -15000.833008 Penalty: 530.701294 Iteration 8Q: 3 clusters Score -15000.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -15002.208008 Penalty: 530.701294 Iteration 9Q: 3 clusters Score -15002.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -15004.690430 Penalty: 530.701294 Iteration 10Q: 3 clusters Score -15004.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -15006.081055 Penalty: 530.701294 Iteration 11Q: 3 clusters Score -15006.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -15007.186523 Penalty: 530.701294 Iteration 12Q: 3 clusters Score -15007.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -15007.464844 Penalty: 530.701294 Iteration 13Q: 3 clusters Score -15007.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15007.602539 Penalty: 530.701294 Iteration 14Q: 3 clusters Score -15007.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -15007.742188 Penalty: 530.701294 Iteration 15Q: 3 clusters Score -15007.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -15007.742188 Penalty: 530.701294 Iteration 16F: 3 clusters Score -15007.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (198846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198846 members Entering Unmasked Estep Score: -9783145.000000 Penalty: 555.113037 Iteration 0F: 2 clusters Score -9783145 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99310 members Mstep: Class 2 contains 99536 members Entering Unmasked Estep Score: -9649689.000000 Penalty: 1110.226074 Iteration 0F: 3 clusters Score -9649689 nChanged 97936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98016 members Mstep: Class 2 contains 100830 members Entering Unmasked Estep Score: -9709267.000000 Penalty: 1110.226074 Iteration 1F: 3 clusters Score -9709267 nChanged 6412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97026 members Mstep: Class 2 contains 101820 members Entering Unmasked Estep Score: -9711201.000000 Penalty: 1110.226074 Iteration 2Q: 3 clusters Score -9711201 nChanged 7611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95485 members Mstep: Class 2 contains 103361 members Entering Unmasked Estep Score: -9714492.000000 Penalty: 1110.226074 Iteration 3Q: 3 clusters Score -9714492 nChanged 9141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93372 members Mstep: Class 2 contains 105474 members Entering Unmasked Estep Score: -9719491.000000 Penalty: 1110.226074 Iteration 4Q: 3 clusters Score -9719491 nChanged 11163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90597 members Mstep: Class 2 contains 108249 members Entering Unmasked Estep Score: -9726993.000000 Penalty: 1110.226074 Iteration 5F: 3 clusters Score -9726993 nChanged 12621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87876 members Mstep: Class 2 contains 110970 members Entering Unmasked Estep Score: -9736693.000000 Penalty: 1110.226074 Iteration 6F: 3 clusters Score -9736693 nChanged 12384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85842 members Mstep: Class 2 contains 113004 members Entering Unmasked Estep Score: -9744951.000000 Penalty: 1110.226074 Iteration 7F: 3 clusters Score -9744951 nChanged 9291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84741 members Mstep: Class 2 contains 114105 members Entering Unmasked Estep Score: -9748318.000000 Penalty: 1110.226074 Iteration 8Q: 3 clusters Score -9748318 nChanged 5050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83841 members Mstep: Class 2 contains 115005 members Entering Unmasked Estep Score: -9749062.000000 Penalty: 1110.226074 Iteration 9Q: 3 clusters Score -9749062 nChanged 2413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82840 members Mstep: Class 2 contains 116006 members Entering Unmasked Estep Score: -9749341.000000 Penalty: 1110.226074 Iteration 10Q: 3 clusters Score -9749341 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81815 members Mstep: Class 2 contains 117031 members Entering Unmasked Estep Score: -9749492.000000 Penalty: 1110.226074 Iteration 11Q: 3 clusters Score -9749492 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80767 members Mstep: Class 2 contains 118079 members Entering Unmasked Estep Score: -9749569.000000 Penalty: 1110.226074 Iteration 12Q: 3 clusters Score -9749569 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79610 members Mstep: Class 2 contains 119236 members Entering Unmasked Estep Score: -9749658.000000 Penalty: 1110.226074 Iteration 13Q: 3 clusters Score -9749658 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78326 members Mstep: Class 2 contains 120520 members Entering Unmasked Estep Score: -9749812.000000 Penalty: 1110.226074 Iteration 14Q: 3 clusters Score -9749812 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76944 members Mstep: Class 2 contains 121902 members Entering Unmasked Estep Score: -9749991.000000 Penalty: 1110.226074 Iteration 15Q: 3 clusters Score -9749991 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75485 members Mstep: Class 2 contains 123361 members Entering Unmasked Estep Score: -9750268.000000 Penalty: 1110.226074 Iteration 16Q: 3 clusters Score -9750268 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73892 members Mstep: Class 2 contains 124954 members Entering Unmasked Estep Score: -9750541.000000 Penalty: 1110.226074 Iteration 17Q: 3 clusters Score -9750541 nChanged 1670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72224 members Mstep: Class 2 contains 126622 members Entering Unmasked Estep Score: -9750765.000000 Penalty: 1110.226074 Iteration 18Q: 3 clusters Score -9750765 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70429 members Mstep: Class 2 contains 128417 members Entering Unmasked Estep Score: -9751079.000000 Penalty: 1110.226074 Iteration 19Q: 3 clusters Score -9751079 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68512 members Mstep: Class 2 contains 130334 members Entering Unmasked Estep Score: -9751379.000000 Penalty: 1110.226074 Iteration 20F: 3 clusters Score -9751379 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66483 members Mstep: Class 2 contains 132363 members Entering Unmasked Estep Score: -9751719.000000 Penalty: 1110.226074 Iteration 21Q: 3 clusters Score -9751719 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64363 members Mstep: Class 2 contains 134483 members Entering Unmasked Estep Score: -9752070.000000 Penalty: 1110.226074 Iteration 22Q: 3 clusters Score -9752070 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62079 members Mstep: Class 2 contains 136767 members Entering Unmasked Estep Score: -9752650.000000 Penalty: 1110.226074 Iteration 23Q: 3 clusters Score -9752650 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59586 members Mstep: Class 2 contains 139260 members Entering Unmasked Estep Score: -9753161.000000 Penalty: 1110.226074 Iteration 24Q: 3 clusters Score -9753161 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56971 members Mstep: Class 2 contains 141875 members Entering Unmasked Estep Score: -9753763.000000 Penalty: 1110.226074 Iteration 25Q: 3 clusters Score -9753763 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54283 members Mstep: Class 2 contains 144563 members Entering Unmasked Estep Score: -9754395.000000 Penalty: 1110.226074 Iteration 26Q: 3 clusters Score -9754395 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51508 members Mstep: Class 2 contains 147338 members Entering Unmasked Estep Score: -9755125.000000 Penalty: 1110.226074 Iteration 27Q: 3 clusters Score -9755125 nChanged 2880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48628 members Mstep: Class 2 contains 150218 members Entering Unmasked Estep Score: -9755944.000000 Penalty: 1110.226074 Iteration 28Q: 3 clusters Score -9755944 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45624 members Mstep: Class 2 contains 153222 members Entering Unmasked Estep Score: -9756856.000000 Penalty: 1110.226074 Iteration 29Q: 3 clusters Score -9756856 nChanged 3153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42471 members Mstep: Class 2 contains 156375 members Entering Unmasked Estep Score: -9757897.000000 Penalty: 1110.226074 Iteration 30Q: 3 clusters Score -9757897 nChanged 3309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39162 members Mstep: Class 2 contains 159684 members Entering Unmasked Estep Score: -9759148.000000 Penalty: 1110.226074 Iteration 31Q: 3 clusters Score -9759148 nChanged 3389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35773 members Mstep: Class 2 contains 163073 members Entering Unmasked Estep Score: -9760532.000000 Penalty: 1110.226074 Iteration 32Q: 3 clusters Score -9760532 nChanged 3536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32237 members Mstep: Class 2 contains 166609 members Entering Unmasked Estep Score: -9762037.000000 Penalty: 1110.226074 Iteration 33Q: 3 clusters Score -9762037 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28705 members Mstep: Class 2 contains 170141 members Entering Unmasked Estep Score: -9763690.000000 Penalty: 1110.226074 Iteration 34Q: 3 clusters Score -9763690 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25084 members Mstep: Class 2 contains 173762 members Entering Unmasked Estep Score: -9765558.000000 Penalty: 1110.226074 Iteration 35Q: 3 clusters Score -9765558 nChanged 3530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21554 members Mstep: Class 2 contains 177292 members Entering Unmasked Estep Score: -9767436.000000 Penalty: 1110.226074 Iteration 36Q: 3 clusters Score -9767436 nChanged 3421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18133 members Mstep: Class 2 contains 180713 members Entering Unmasked Estep Score: -9769499.000000 Penalty: 1110.226074 Iteration 37Q: 3 clusters Score -9769499 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 183989 members Entering Unmasked Estep Score: -9771528.000000 Penalty: 1110.226074 Iteration 38Q: 3 clusters Score -9771528 nChanged 2956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 186945 members Entering Unmasked Estep Score: -9773549.000000 Penalty: 1110.226074 Iteration 39Q: 3 clusters Score -9773549 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9215 members Mstep: Class 2 contains 189631 members Entering Unmasked Estep Score: -9775491.000000 Penalty: 1110.226074 Iteration 40F: 3 clusters Score -9775491 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 191979 members Entering Unmasked Estep Score: -9777222.000000 Penalty: 1110.226074 Iteration 41Q: 3 clusters Score -9777222 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 194033 members Entering Unmasked Estep Score: -9778720.000000 Penalty: 1110.226074 Iteration 42Q: 3 clusters Score -9778720 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 195693 members Entering Unmasked Estep Score: -9780058.000000 Penalty: 1110.226074 Iteration 43Q: 3 clusters Score -9780058 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 196940 members Entering Unmasked Estep Score: -9781057.000000 Penalty: 1110.226074 Iteration 44Q: 3 clusters Score -9781057 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 197850 members Entering Unmasked Estep Score: -9781806.000000 Penalty: 1110.226074 Iteration 45Q: 3 clusters Score -9781806 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 198358 members Entering Unmasked Estep Score: -9782242.000000 Penalty: 1110.226074 Iteration 46Q: 3 clusters Score -9782242 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 198591 members Entering Unmasked Estep Score: -9782468.000000 Penalty: 1110.226074 Iteration 47Q: 3 clusters Score -9782468 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 198678 members Entering Unmasked Estep Score: -9782531.000000 Penalty: 1110.226074 Iteration 48Q: 3 clusters Score -9782531 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 198728 members Entering Unmasked Estep Score: -9782584.000000 Penalty: 1110.226074 Iteration 49Q: 3 clusters Score -9782584 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 198748 members Entering Unmasked Estep Score: -9782620.000000 Penalty: 1110.226074 Iteration 50Q: 3 clusters Score -9782620 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 198758 members Entering Unmasked Estep Score: -9782635.000000 Penalty: 1110.226074 Iteration 51Q: 3 clusters Score -9782635 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 198764 members Entering Unmasked Estep Score: -9782649.000000 Penalty: 1110.226074 Iteration 52Q: 3 clusters Score -9782649 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 198764 members Entering Unmasked Estep Score: -9782651.000000 Penalty: 1110.226074 Iteration 53Q: 3 clusters Score -9782651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 198765 members Entering Unmasked Estep Score: -9782653.000000 Penalty: 1110.226074 Iteration 54Q: 3 clusters Score -9782653 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 198765 members Entering Unmasked Estep Score: -9782653.000000 Penalty: 1110.226074 Iteration 55F: 3 clusters Score -9782653 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -7628.534668 Penalty: 231.765625 Iteration 0F: 2 clusters Score -7628.535 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7370.389160 Penalty: 463.531250 Iteration 0F: 3 clusters Score -7370.389 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7412.581543 Penalty: 463.531250 Iteration 1F: 3 clusters Score -7412.582 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7423.164062 Penalty: 463.531250 Iteration 2F: 3 clusters Score -7423.164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7431.012695 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -7431.013 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7440.019043 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -7440.019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -7446.104004 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -7446.104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -7446.870605 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -7446.871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7447.448242 Penalty: 463.531250 Iteration 7Q: 3 clusters Score -7447.448 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7447.448242 Penalty: 463.531250 Iteration 8F: 3 clusters Score -7447.448 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Entering Unmasked Estep Score: -17911.935547 Penalty: 272.269104 Iteration 0F: 2 clusters Score -17911.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -17501.013672 Penalty: 544.538208 Iteration 0F: 3 clusters Score -17501.01 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -17639.542969 Penalty: 544.538208 Iteration 1F: 3 clusters Score -17639.54 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -17701.761719 Penalty: 544.538208 Iteration 2F: 3 clusters Score -17701.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -17739.154297 Penalty: 544.538208 Iteration 3F: 3 clusters Score -17739.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -17756.341797 Penalty: 544.538208 Iteration 4Q: 3 clusters Score -17756.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -17773.185547 Penalty: 544.538208 Iteration 5Q: 3 clusters Score -17773.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -17785.697266 Penalty: 544.538208 Iteration 6Q: 3 clusters Score -17785.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -17790.802734 Penalty: 544.538208 Iteration 7Q: 3 clusters Score -17790.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -17796.632812 Penalty: 544.538208 Iteration 8Q: 3 clusters Score -17796.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -17803.208984 Penalty: 544.538208 Iteration 9Q: 3 clusters Score -17803.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -17806.685547 Penalty: 544.538208 Iteration 10Q: 3 clusters Score -17806.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -17820.978516 Penalty: 544.538208 Iteration 11Q: 3 clusters Score -17820.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -17836.152344 Penalty: 544.538208 Iteration 12Q: 3 clusters Score -17836.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -17854.767578 Penalty: 544.538208 Iteration 13Q: 3 clusters Score -17854.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -17867.103516 Penalty: 544.538208 Iteration 14Q: 3 clusters Score -17867.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -17871.406250 Penalty: 544.538208 Iteration 15Q: 3 clusters Score -17871.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -17871.826172 Penalty: 544.538208 Iteration 16Q: 3 clusters Score -17871.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -17871.826172 Penalty: 544.538208 Iteration 17F: 3 clusters Score -17871.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (28558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28558 members Entering Unmasked Estep Score: -1357992.625000 Penalty: 466.816010 Iteration 0F: 2 clusters Score -1357993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14195 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -1338932.750000 Penalty: 933.632019 Iteration 0F: 3 clusters Score -1338933 nChanged 13676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14039 members Mstep: Class 2 contains 14519 members Entering Unmasked Estep Score: -1346871.750000 Penalty: 933.632019 Iteration 1F: 3 clusters Score -1346872 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13940 members Mstep: Class 2 contains 14618 members Entering Unmasked Estep Score: -1347091.500000 Penalty: 933.632019 Iteration 2Q: 3 clusters Score -1347092 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 14798 members Entering Unmasked Estep Score: -1347383.250000 Penalty: 933.632019 Iteration 3Q: 3 clusters Score -1347383 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13461 members Mstep: Class 2 contains 15097 members Entering Unmasked Estep Score: -1347747.500000 Penalty: 933.632019 Iteration 4Q: 3 clusters Score -1347748 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 15562 members Entering Unmasked Estep Score: -1348197.375000 Penalty: 933.632019 Iteration 5Q: 3 clusters Score -1348197 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 16206 members Entering Unmasked Estep Score: -1348796.500000 Penalty: 933.632019 Iteration 6Q: 3 clusters Score -1348796 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11496 members Mstep: Class 2 contains 17062 members Entering Unmasked Estep Score: -1349533.750000 Penalty: 933.632019 Iteration 7Q: 3 clusters Score -1349534 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 18134 members Entering Unmasked Estep Score: -1350430.625000 Penalty: 933.632019 Iteration 8Q: 3 clusters Score -1350431 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 19378 members Entering Unmasked Estep Score: -1351439.000000 Penalty: 933.632019 Iteration 9Q: 3 clusters Score -1351439 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 20755 members Entering Unmasked Estep Score: -1352567.625000 Penalty: 933.632019 Iteration 10F: 3 clusters Score -1352568 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 22189 members Entering Unmasked Estep Score: -1353698.375000 Penalty: 933.632019 Iteration 11F: 3 clusters Score -1353698 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 23544 members Entering Unmasked Estep Score: -1354706.875000 Penalty: 933.632019 Iteration 12Q: 3 clusters Score -1354707 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 24711 members Entering Unmasked Estep Score: -1355541.000000 Penalty: 933.632019 Iteration 13Q: 3 clusters Score -1355541 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 25676 members Entering Unmasked Estep Score: -1356163.125000 Penalty: 933.632019 Iteration 14Q: 3 clusters Score -1356163 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 26427 members Entering Unmasked Estep Score: -1356628.000000 Penalty: 933.632019 Iteration 15Q: 3 clusters Score -1356628 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 26955 members Entering Unmasked Estep Score: -1356954.000000 Penalty: 933.632019 Iteration 16Q: 3 clusters Score -1356954 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 27329 members Entering Unmasked Estep Score: -1357184.250000 Penalty: 933.632019 Iteration 17Q: 3 clusters Score -1357184 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 27587 members Entering Unmasked Estep Score: -1357339.000000 Penalty: 933.632019 Iteration 18Q: 3 clusters Score -1357339 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 27760 members Entering Unmasked Estep Score: -1357440.125000 Penalty: 933.632019 Iteration 19Q: 3 clusters Score -1357440 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 27868 members Entering Unmasked Estep Score: -1357509.625000 Penalty: 933.632019 Iteration 20F: 3 clusters Score -1357510 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 27934 members Entering Unmasked Estep Score: -1357552.125000 Penalty: 933.632019 Iteration 21Q: 3 clusters Score -1357552 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 27971 members Entering Unmasked Estep Score: -1357566.250000 Penalty: 933.632019 Iteration 22Q: 3 clusters Score -1357566 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 27997 members Entering Unmasked Estep Score: -1357582.750000 Penalty: 933.632019 Iteration 23Q: 3 clusters Score -1357583 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 28026 members Entering Unmasked Estep Score: -1357596.125000 Penalty: 933.632019 Iteration 24Q: 3 clusters Score -1357596 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 28049 members Entering Unmasked Estep Score: -1357608.500000 Penalty: 933.632019 Iteration 25Q: 3 clusters Score -1357608 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 28063 members Entering Unmasked Estep Score: -1357614.125000 Penalty: 933.632019 Iteration 26Q: 3 clusters Score -1357614 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 28083 members Entering Unmasked Estep Score: -1357623.500000 Penalty: 933.632019 Iteration 27Q: 3 clusters Score -1357624 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 28094 members Entering Unmasked Estep Score: -1357625.875000 Penalty: 933.632019 Iteration 28Q: 3 clusters Score -1357626 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 28103 members Entering Unmasked Estep Score: -1357629.125000 Penalty: 933.632019 Iteration 29Q: 3 clusters Score -1357629 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 28113 members Entering Unmasked Estep Score: -1357632.750000 Penalty: 933.632019 Iteration 30Q: 3 clusters Score -1357633 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 28124 members Entering Unmasked Estep Score: -1357637.750000 Penalty: 933.632019 Iteration 31Q: 3 clusters Score -1357638 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 28135 members Entering Unmasked Estep Score: -1357641.000000 Penalty: 933.632019 Iteration 32Q: 3 clusters Score -1357641 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 28140 members Entering Unmasked Estep Score: -1357643.875000 Penalty: 933.632019 Iteration 33Q: 3 clusters Score -1357644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 28144 members Entering Unmasked Estep Score: -1357647.125000 Penalty: 933.632019 Iteration 34Q: 3 clusters Score -1357647 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 28148 members Entering Unmasked Estep Score: -1357650.500000 Penalty: 933.632019 Iteration 35Q: 3 clusters Score -1357650 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 28149 members Entering Unmasked Estep Score: -1357652.500000 Penalty: 933.632019 Iteration 36Q: 3 clusters Score -1357652 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 28153 members Entering Unmasked Estep Score: -1357654.125000 Penalty: 933.632019 Iteration 37Q: 3 clusters Score -1357654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 28153 members Entering Unmasked Estep Score: -1357656.875000 Penalty: 933.632019 Iteration 38Q: 3 clusters Score -1357657 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 28145 members Entering Unmasked Estep Score: -1357661.750000 Penalty: 933.632019 Iteration 39Q: 3 clusters Score -1357662 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 28139 members Entering Unmasked Estep Score: -1357665.125000 Penalty: 933.632019 Iteration 40F: 3 clusters Score -1357665 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 28139 members Entering Unmasked Estep Score: -1357670.250000 Penalty: 933.632019 Iteration 41Q: 3 clusters Score -1357670 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 28140 members Entering Unmasked Estep Score: -1357673.125000 Penalty: 933.632019 Iteration 42Q: 3 clusters Score -1357673 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 28140 members Entering Unmasked Estep Score: -1357678.750000 Penalty: 933.632019 Iteration 43Q: 3 clusters Score -1357679 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 28137 members Entering Unmasked Estep Score: -1357683.500000 Penalty: 933.632019 Iteration 44Q: 3 clusters Score -1357684 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 28136 members Entering Unmasked Estep Score: -1357684.250000 Penalty: 933.632019 Iteration 45Q: 3 clusters Score -1357684 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 28136 members Entering Unmasked Estep Score: -1357688.750000 Penalty: 933.632019 Iteration 46Q: 3 clusters Score -1357689 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 28137 members Entering Unmasked Estep Score: -1357690.625000 Penalty: 933.632019 Iteration 47Q: 3 clusters Score -1357691 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 28136 members Entering Unmasked Estep Score: -1357693.000000 Penalty: 933.632019 Iteration 48Q: 3 clusters Score -1357693 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 28137 members Entering Unmasked Estep Score: -1357694.125000 Penalty: 933.632019 Iteration 49Q: 3 clusters Score -1357694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 28137 members Entering Unmasked Estep Score: -1357693.875000 Penalty: 933.632019 Iteration 50Q: 3 clusters Score -1357694 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 28132 members Entering Unmasked Estep Score: -1357693.500000 Penalty: 933.632019 Iteration 51Q: 3 clusters Score -1357694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 28129 members Entering Unmasked Estep Score: -1357694.375000 Penalty: 933.632019 Iteration 52Q: 3 clusters Score -1357694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 28129 members Entering Unmasked Estep Score: -1357693.875000 Penalty: 933.632019 Iteration 53Q: 3 clusters Score -1357694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 28128 members Entering Unmasked Estep Score: -1357693.375000 Penalty: 933.632019 Iteration 54Q: 3 clusters Score -1357693 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 28128 members Entering Unmasked Estep Score: -1357693.375000 Penalty: 933.632019 Iteration 55F: 3 clusters Score -1357693 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (347 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Entering Unmasked Estep Score: -12620.933594 Penalty: 266.144287 Iteration 0F: 2 clusters Score -12620.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -12238.656250 Penalty: 532.288574 Iteration 0F: 3 clusters Score -12238.66 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -12377.523438 Penalty: 532.288574 Iteration 1F: 3 clusters Score -12377.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -12432.677734 Penalty: 532.288574 Iteration 2F: 3 clusters Score -12432.68 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -12470.749023 Penalty: 532.288574 Iteration 3F: 3 clusters Score -12470.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12484.232422 Penalty: 532.288574 Iteration 4Q: 3 clusters Score -12484.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -12494.243164 Penalty: 532.288574 Iteration 5Q: 3 clusters Score -12494.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -12503.363281 Penalty: 532.288574 Iteration 6Q: 3 clusters Score -12503.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -12515.018555 Penalty: 532.288574 Iteration 7Q: 3 clusters Score -12515.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -12521.940430 Penalty: 532.288574 Iteration 8Q: 3 clusters Score -12521.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12524.250977 Penalty: 532.288574 Iteration 9Q: 3 clusters Score -12524.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12528.819336 Penalty: 532.288574 Iteration 10Q: 3 clusters Score -12528.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -12528.819336 Penalty: 532.288574 Iteration 11F: 3 clusters Score -12528.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (57862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57862 members Entering Unmasked Estep Score: -3011063.000000 Penalty: 498.944641 Iteration 0F: 2 clusters Score -3011063 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28785 members Mstep: Class 2 contains 29077 members Entering Unmasked Estep Score: -2972278.000000 Penalty: 997.889282 Iteration 0F: 3 clusters Score -2972278 nChanged 27976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26837 members Mstep: Class 2 contains 31025 members Entering Unmasked Estep Score: -2989293.000000 Penalty: 997.889282 Iteration 1F: 3 clusters Score -2989293 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25785 members Mstep: Class 2 contains 32077 members Entering Unmasked Estep Score: -2990170.000000 Penalty: 997.889282 Iteration 2Q: 3 clusters Score -2990170 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24339 members Mstep: Class 2 contains 33523 members Entering Unmasked Estep Score: -2991314.000000 Penalty: 997.889282 Iteration 3Q: 3 clusters Score -2991314 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22204 members Mstep: Class 2 contains 35658 members Entering Unmasked Estep Score: -2992961.250000 Penalty: 997.889282 Iteration 4Q: 3 clusters Score -2992961 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19387 members Mstep: Class 2 contains 38475 members Entering Unmasked Estep Score: -2995203.750000 Penalty: 997.889282 Iteration 5F: 3 clusters Score -2995204 nChanged 3705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 41950 members Entering Unmasked Estep Score: -2998016.000000 Penalty: 997.889282 Iteration 6F: 3 clusters Score -2998016 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 45579 members Entering Unmasked Estep Score: -3000952.500000 Penalty: 997.889282 Iteration 7F: 3 clusters Score -3000952 nChanged 3420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 48961 members Entering Unmasked Estep Score: -3003789.500000 Penalty: 997.889282 Iteration 8F: 3 clusters Score -3003790 nChanged 2819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 51758 members Entering Unmasked Estep Score: -3006091.250000 Penalty: 997.889282 Iteration 9Q: 3 clusters Score -3006091 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 53789 members Entering Unmasked Estep Score: -3007708.500000 Penalty: 997.889282 Iteration 10Q: 3 clusters Score -3007708 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 55297 members Entering Unmasked Estep Score: -3008842.000000 Penalty: 997.889282 Iteration 11Q: 3 clusters Score -3008842 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 56273 members Entering Unmasked Estep Score: -3009569.000000 Penalty: 997.889282 Iteration 12Q: 3 clusters Score -3009569 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 56904 members Entering Unmasked Estep Score: -3010015.500000 Penalty: 997.889282 Iteration 13Q: 3 clusters Score -3010016 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 57260 members Entering Unmasked Estep Score: -3010258.250000 Penalty: 997.889282 Iteration 14Q: 3 clusters Score -3010258 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 57486 members Entering Unmasked Estep Score: -3010416.000000 Penalty: 997.889282 Iteration 15Q: 3 clusters Score -3010416 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 57599 members Entering Unmasked Estep Score: -3010506.000000 Penalty: 997.889282 Iteration 16Q: 3 clusters Score -3010506 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 57656 members Entering Unmasked Estep Score: -3010544.000000 Penalty: 997.889282 Iteration 17Q: 3 clusters Score -3010544 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 57696 members Entering Unmasked Estep Score: -3010579.000000 Penalty: 997.889282 Iteration 18Q: 3 clusters Score -3010579 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 57713 members Entering Unmasked Estep Score: -3010591.750000 Penalty: 997.889282 Iteration 19Q: 3 clusters Score -3010592 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 57726 members Entering Unmasked Estep Score: -3010601.750000 Penalty: 997.889282 Iteration 20F: 3 clusters Score -3010602 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 57732 members Entering Unmasked Estep Score: -3010611.750000 Penalty: 997.889282 Iteration 21Q: 3 clusters Score -3010612 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 57738 members Entering Unmasked Estep Score: -3010614.500000 Penalty: 997.889282 Iteration 22Q: 3 clusters Score -3010614 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 57738 members Entering Unmasked Estep Score: -3010617.000000 Penalty: 997.889282 Iteration 23Q: 3 clusters Score -3010617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 57737 members Entering Unmasked Estep Score: -3010618.000000 Penalty: 997.889282 Iteration 24Q: 3 clusters Score -3010618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 57737 members Entering Unmasked Estep Score: -3010618.000000 Penalty: 997.889282 Iteration 25F: 3 clusters Score -3010618 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -11126.081055 Penalty: 248.604355 Iteration 0F: 2 clusters Score -11126.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -10807.473633 Penalty: 497.208710 Iteration 0F: 3 clusters Score -10807.47 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -10868.278320 Penalty: 497.208710 Iteration 1F: 3 clusters Score -10868.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -10886.200195 Penalty: 497.208710 Iteration 2F: 3 clusters Score -10886.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -10892.810547 Penalty: 497.208710 Iteration 3Q: 3 clusters Score -10892.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -10894.214844 Penalty: 497.208710 Iteration 4Q: 3 clusters Score -10894.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -10894.214844 Penalty: 497.208710 Iteration 5F: 3 clusters Score -10894.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Entering Unmasked Estep Score: -10293.149414 Penalty: 246.229889 Iteration 0F: 2 clusters Score -10293.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -9986.945312 Penalty: 492.459778 Iteration 0F: 3 clusters Score -9986.945 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -10068.208008 Penalty: 492.459778 Iteration 1F: 3 clusters Score -10068.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -10087.050781 Penalty: 492.459778 Iteration 2F: 3 clusters Score -10087.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -10090.976562 Penalty: 492.459778 Iteration 3Q: 3 clusters Score -10090.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -10090.976562 Penalty: 492.459778 Iteration 4F: 3 clusters Score -10090.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Entering Unmasked Estep Score: -4178.987305 Penalty: 214.283630 Iteration 0F: 2 clusters Score -4178.987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3955.272217 Penalty: 428.567261 Iteration 0F: 3 clusters Score -3955.272 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3980.125244 Penalty: 428.567261 Iteration 1F: 3 clusters Score -3980.125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -3984.590088 Penalty: 428.567261 Iteration 2Q: 3 clusters Score -3984.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3999.900879 Penalty: 428.567261 Iteration 3Q: 3 clusters Score -3999.901 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4002.804688 Penalty: 428.567261 Iteration 4Q: 3 clusters Score -4002.805 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4005.672363 Penalty: 428.567261 Iteration 5Q: 3 clusters Score -4005.672 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4005.672363 Penalty: 428.567261 Iteration 6F: 3 clusters Score -4005.672 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Entering Unmasked Estep Score: -36685.417969 Penalty: 308.486450 Iteration 0F: 2 clusters Score -36685.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -35988.628906 Penalty: 616.972900 Iteration 0F: 3 clusters Score -35988.63 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -36217.593750 Penalty: 616.972900 Iteration 1F: 3 clusters Score -36217.59 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -36549.125000 Penalty: 616.972900 Iteration 2F: 3 clusters Score -36549.12 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -37135.175781 Penalty: 616.972900 Iteration 3F: 3 clusters Score -37135.18 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -37481.417969 Penalty: 616.972900 Iteration 4F: 3 clusters Score -37481.42 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -37653.082031 Penalty: 616.972900 Iteration 5F: 3 clusters Score -37653.08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -37756.210938 Penalty: 616.972900 Iteration 6Q: 3 clusters Score -37756.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -37808.320312 Penalty: 616.972900 Iteration 7Q: 3 clusters Score -37808.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -37837.699219 Penalty: 616.972900 Iteration 8Q: 3 clusters Score -37837.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -37842.960938 Penalty: 616.972900 Iteration 9Q: 3 clusters Score -37842.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -37844.472656 Penalty: 616.972900 Iteration 10Q: 3 clusters Score -37844.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -37848.609375 Penalty: 616.972900 Iteration 11Q: 3 clusters Score -37848.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -37855.496094 Penalty: 616.972900 Iteration 12Q: 3 clusters Score -37855.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -37857.535156 Penalty: 616.972900 Iteration 13Q: 3 clusters Score -37857.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -37857.535156 Penalty: 616.972900 Iteration 14F: 3 clusters Score -37857.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1419 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28745 members Mstep: Class 6 contains 2013 members Mstep: Class 7 contains 18956 members Mstep: Class 8 contains 150046 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4347 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 652 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198846 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28558 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57862 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 774 members Mstep: Class 25 contains 618 members Mstep: Class 26 contains 106 members Entering Unmasked Estep Score: -24280412.000000 Penalty: 15537.170898 Splitting cluster 24 changes total score from -24279476.000000 to -24280412.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 25 (618 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Entering Unmasked Estep Score: -25852.203125 Penalty: 292.405212 Iteration 0F: 2 clusters Score -25852.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -25340.666016 Penalty: 584.810425 Iteration 0F: 3 clusters Score -25340.67 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -25658.857422 Penalty: 584.810425 Iteration 1F: 3 clusters Score -25658.86 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -25750.093750 Penalty: 584.810425 Iteration 2F: 3 clusters Score -25750.09 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -25801.382812 Penalty: 584.810425 Iteration 3F: 3 clusters Score -25801.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -25827.210938 Penalty: 584.810425 Iteration 4Q: 3 clusters Score -25827.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25843.738281 Penalty: 584.810425 Iteration 5Q: 3 clusters Score -25843.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -25866.923828 Penalty: 584.810425 Iteration 6Q: 3 clusters Score -25866.92 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -25881.183594 Penalty: 584.810425 Iteration 7Q: 3 clusters Score -25881.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -25886.644531 Penalty: 584.810425 Iteration 8Q: 3 clusters Score -25886.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25891.980469 Penalty: 584.810425 Iteration 9Q: 3 clusters Score -25891.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -25896.570312 Penalty: 584.810425 Iteration 10Q: 3 clusters Score -25896.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -25898.271484 Penalty: 584.810425 Iteration 11Q: 3 clusters Score -25898.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -25901.916016 Penalty: 584.810425 Iteration 12Q: 3 clusters Score -25901.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -25904.527344 Penalty: 584.810425 Iteration 13Q: 3 clusters Score -25904.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -25906.076172 Penalty: 584.810425 Iteration 14Q: 3 clusters Score -25906.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -25907.957031 Penalty: 584.810425 Iteration 15Q: 3 clusters Score -25907.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -25908.291016 Penalty: 584.810425 Iteration 16Q: 3 clusters Score -25908.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -25908.847656 Penalty: 584.810425 Iteration 17Q: 3 clusters Score -25908.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -25908.847656 Penalty: 584.810425 Iteration 18F: 3 clusters Score -25908.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1419 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28745 members Mstep: Class 6 contains 2013 members Mstep: Class 7 contains 18956 members Mstep: Class 8 contains 150046 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4347 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 652 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198846 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28558 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57862 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 774 members Mstep: Class 25 contains 389 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 229 members Entering Unmasked Estep Score: -24280172.000000 Penalty: 16134.754883 Splitting cluster 25 changes total score from -24279476.000000 to -24280172.000000 So it's getting split into cluster 27. Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1419 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28745 members Mstep: Class 6 contains 2013 members Mstep: Class 7 contains 18956 members Mstep: Class 8 contains 150046 members Mstep: Class 9 contains 276 members Mstep: Class 10 contains 4347 members Mstep: Class 12 contains 140 members Mstep: Class 13 contains 652 members Mstep: Class 14 contains 341 members Mstep: Class 15 contains 198846 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28558 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 57862 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 111 members Mstep: Class 24 contains 774 members Mstep: Class 25 contains 389 members Entering Unmasked Estep ConsiderDeletion Score: -24280654.000000 Penalty: 16134.754883 Iteration 119Q: 28 clusters Score -2.428065e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1619 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28776 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 18974 members Mstep: Class 8 contains 150143 members Mstep: Class 9 contains 293 members Mstep: Class 10 contains 4336 members Mstep: Class 11 contains 4078 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 654 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 198970 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28561 members Mstep: Class 19 contains 348 members Mstep: Class 20 contains 57729 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 108 members Mstep: Class 24 contains 780 members Mstep: Class 25 contains 391 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 227 members Entering Unmasked Estep ConsiderDeletion Score: -24281116.000000 Penalty: 16134.754883 Iteration 120F: 28 clusters Score -2.428112e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1769 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28770 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 18963 members Mstep: Class 8 contains 150037 members Mstep: Class 9 contains 308 members Mstep: Class 10 contains 4325 members Mstep: Class 11 contains 4157 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 656 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 198990 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28556 members Mstep: Class 19 contains 339 members Mstep: Class 20 contains 57596 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 104 members Mstep: Class 24 contains 786 members Mstep: Class 25 contains 391 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 236 members Entering Unmasked Estep ConsiderDeletion Score: -24281318.000000 Penalty: 16134.754883 Iteration 121Q: 28 clusters Score -2.428132e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1847 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28763 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 18981 members Mstep: Class 8 contains 149952 members Mstep: Class 9 contains 329 members Mstep: Class 10 contains 4313 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 661 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199041 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28531 members Mstep: Class 19 contains 333 members Mstep: Class 20 contains 57497 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 101 members Mstep: Class 24 contains 789 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 241 members Entering Unmasked Estep ConsiderDeletion Score: -24281414.000000 Penalty: 16134.754883 Iteration 122Q: 28 clusters Score -2.428141e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1904 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28758 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19002 members Mstep: Class 8 contains 149871 members Mstep: Class 9 contains 353 members Mstep: Class 10 contains 4308 members Mstep: Class 11 contains 4233 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 663 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199109 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28505 members Mstep: Class 19 contains 332 members Mstep: Class 20 contains 57420 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 242 members Entering Unmasked Estep ConsiderDeletion Score: -24281420.000000 Penalty: 16134.754883 Iteration 123Q: 28 clusters Score -2.428142e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1959 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28755 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19029 members Mstep: Class 8 contains 149792 members Mstep: Class 9 contains 375 members Mstep: Class 10 contains 4304 members Mstep: Class 11 contains 4254 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 663 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199168 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28482 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 57344 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281508.000000 Penalty: 16134.754883 Iteration 124Q: 28 clusters Score -2.428151e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2004 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28751 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19045 members Mstep: Class 8 contains 149740 members Mstep: Class 9 contains 399 members Mstep: Class 10 contains 4303 members Mstep: Class 11 contains 4261 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 663 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199236 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28459 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 57264 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281534.000000 Penalty: 16134.754883 Iteration 125Q: 28 clusters Score -2.428153e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2041 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28753 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19069 members Mstep: Class 8 contains 149688 members Mstep: Class 9 contains 417 members Mstep: Class 10 contains 4302 members Mstep: Class 11 contains 4261 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 662 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199316 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28428 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 57188 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281564.000000 Penalty: 16134.754883 Iteration 126Q: 28 clusters Score -2.428156e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2083 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28747 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19091 members Mstep: Class 8 contains 149655 members Mstep: Class 9 contains 444 members Mstep: Class 10 contains 4302 members Mstep: Class 11 contains 4245 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 661 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199381 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28397 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 57119 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281556.000000 Penalty: 16134.754883 Iteration 127Q: 28 clusters Score -2.428156e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2112 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28744 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19116 members Mstep: Class 8 contains 149625 members Mstep: Class 9 contains 464 members Mstep: Class 10 contains 4296 members Mstep: Class 11 contains 4240 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 662 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199448 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28375 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 57043 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281628.000000 Penalty: 16134.754883 Iteration 128Q: 28 clusters Score -2.428163e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2125 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28744 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19144 members Mstep: Class 8 contains 149587 members Mstep: Class 9 contains 477 members Mstep: Class 10 contains 4293 members Mstep: Class 11 contains 4236 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 662 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199505 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28369 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56982 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281696.000000 Penalty: 16134.754883 Iteration 129Q: 28 clusters Score -2.42817e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2144 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28742 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19172 members Mstep: Class 8 contains 149540 members Mstep: Class 9 contains 484 members Mstep: Class 10 contains 4290 members Mstep: Class 11 contains 4241 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 662 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199579 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28363 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56905 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281692.000000 Penalty: 16134.754883 Iteration 130Q: 28 clusters Score -2.428169e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2162 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28743 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19188 members Mstep: Class 8 contains 149495 members Mstep: Class 9 contains 495 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 4242 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 663 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199642 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28360 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56842 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281684.000000 Penalty: 16134.754883 Iteration 131Q: 28 clusters Score -2.428168e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2180 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28742 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19215 members Mstep: Class 8 contains 149439 members Mstep: Class 9 contains 504 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 4245 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 663 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199685 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28362 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56797 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281666.000000 Penalty: 16134.754883 Iteration 132Q: 28 clusters Score -2.428167e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 2200 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28746 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19246 members Mstep: Class 8 contains 149390 members Mstep: Class 9 contains 512 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 4247 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 664 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199719 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28359 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56748 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281686.000000 Penalty: 16134.754883 Iteration 133Q: 28 clusters Score -2.428169e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2222 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28745 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19269 members Mstep: Class 8 contains 149348 members Mstep: Class 9 contains 523 members Mstep: Class 10 contains 4286 members Mstep: Class 11 contains 4239 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 665 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199758 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28362 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56698 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281680.000000 Penalty: 16134.754883 Iteration 134Q: 28 clusters Score -2.428168e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2239 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28740 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19296 members Mstep: Class 8 contains 149298 members Mstep: Class 9 contains 534 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 4242 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 665 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199811 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28357 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56644 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281702.000000 Penalty: 16134.754883 Iteration 135Q: 28 clusters Score -2.42817e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2263 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28738 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19327 members Mstep: Class 8 contains 149258 members Mstep: Class 9 contains 541 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 4235 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 665 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199862 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28338 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56598 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281688.000000 Penalty: 16134.754883 Iteration 136Q: 28 clusters Score -2.428169e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2286 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28738 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19346 members Mstep: Class 8 contains 149236 members Mstep: Class 9 contains 549 members Mstep: Class 10 contains 4287 members Mstep: Class 11 contains 4226 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 666 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199922 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 397 members Mstep: Class 18 contains 28309 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56548 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281680.000000 Penalty: 16134.754883 Iteration 137Q: 28 clusters Score -2.428168e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2316 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28740 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19358 members Mstep: Class 8 contains 149222 members Mstep: Class 9 contains 555 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 4220 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 669 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199957 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28278 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56510 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281730.000000 Penalty: 16134.754883 Iteration 138Q: 28 clusters Score -2.428173e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2338 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28744 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 19368 members Mstep: Class 8 contains 149213 members Mstep: Class 9 contains 560 members Mstep: Class 10 contains 4289 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 199982 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28252 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56476 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281712.000000 Penalty: 16134.754883 Iteration 139Q: 28 clusters Score -2.428171e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2354 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28748 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 19384 members Mstep: Class 8 contains 149198 members Mstep: Class 9 contains 563 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200019 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28231 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56436 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281754.000000 Penalty: 16134.754883 Iteration 140F: 28 clusters Score -2.428175e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2359 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28754 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 19401 members Mstep: Class 8 contains 149179 members Mstep: Class 9 contains 567 members Mstep: Class 10 contains 4291 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200055 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28213 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56404 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281734.000000 Penalty: 16134.754883 Iteration 141Q: 28 clusters Score -2.428173e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2363 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28754 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19417 members Mstep: Class 8 contains 149159 members Mstep: Class 9 contains 579 members Mstep: Class 10 contains 4292 members Mstep: Class 11 contains 4210 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200094 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28206 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56364 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281712.000000 Penalty: 16134.754883 Iteration 142Q: 28 clusters Score -2.428171e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2372 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28750 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19429 members Mstep: Class 8 contains 149143 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 4296 members Mstep: Class 11 contains 4208 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200129 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28193 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56331 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281696.000000 Penalty: 16134.754883 Iteration 143Q: 28 clusters Score -2.42817e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2375 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28751 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 19446 members Mstep: Class 8 contains 149128 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 4296 members Mstep: Class 11 contains 4204 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200158 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28186 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56298 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281700.000000 Penalty: 16134.754883 Iteration 144Q: 28 clusters Score -2.42817e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2383 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28749 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19461 members Mstep: Class 8 contains 149121 members Mstep: Class 9 contains 597 members Mstep: Class 10 contains 4294 members Mstep: Class 11 contains 4201 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200192 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28176 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56261 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281712.000000 Penalty: 16134.754883 Iteration 145Q: 28 clusters Score -2.428171e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2391 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28748 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19473 members Mstep: Class 8 contains 149110 members Mstep: Class 9 contains 603 members Mstep: Class 10 contains 4291 members Mstep: Class 11 contains 4203 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200229 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28163 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56223 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281736.000000 Penalty: 16134.754883 Iteration 146Q: 28 clusters Score -2.428174e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 2395 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28746 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19484 members Mstep: Class 8 contains 149103 members Mstep: Class 9 contains 610 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 4201 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200269 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28150 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56185 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281738.000000 Penalty: 16134.754883 Iteration 147Q: 28 clusters Score -2.428174e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2398 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28743 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19488 members Mstep: Class 8 contains 149097 members Mstep: Class 9 contains 614 members Mstep: Class 10 contains 4290 members Mstep: Class 11 contains 4203 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200305 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 396 members Mstep: Class 18 contains 28138 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56152 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281752.000000 Penalty: 16134.754883 Iteration 148Q: 28 clusters Score -2.428175e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 2401 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28741 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19491 members Mstep: Class 8 contains 149097 members Mstep: Class 9 contains 618 members Mstep: Class 10 contains 4288 members Mstep: Class 11 contains 4205 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200327 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28129 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56128 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281752.000000 Penalty: 16134.754883 Iteration 149Q: 28 clusters Score -2.428175e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2403 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28739 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19497 members Mstep: Class 8 contains 149086 members Mstep: Class 9 contains 621 members Mstep: Class 10 contains 4289 members Mstep: Class 11 contains 4206 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200343 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28125 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56111 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281754.000000 Penalty: 16134.754883 Iteration 150Q: 28 clusters Score -2.428175e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2402 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28739 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19501 members Mstep: Class 8 contains 149079 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4290 members Mstep: Class 11 contains 4206 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200350 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28124 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56100 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281742.000000 Penalty: 16134.754883 Iteration 151Q: 28 clusters Score -2.428174e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2405 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28740 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19502 members Mstep: Class 8 contains 149076 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4292 members Mstep: Class 11 contains 4206 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200356 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28122 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56089 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281726.000000 Penalty: 16134.754883 Iteration 152Q: 28 clusters Score -2.428173e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2408 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28739 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19505 members Mstep: Class 8 contains 149078 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4290 members Mstep: Class 11 contains 4206 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200362 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28120 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56077 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281712.000000 Penalty: 16134.754883 Iteration 153Q: 28 clusters Score -2.428171e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2410 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28737 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19507 members Mstep: Class 8 contains 149080 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4287 members Mstep: Class 11 contains 4207 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200382 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28118 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56055 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281724.000000 Penalty: 16134.754883 Iteration 154Q: 28 clusters Score -2.428172e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2411 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28737 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19511 members Mstep: Class 8 contains 149079 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4208 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200410 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 56028 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281724.000000 Penalty: 16134.754883 Iteration 155Q: 28 clusters Score -2.428172e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2411 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28736 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19512 members Mstep: Class 8 contains 149076 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200442 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28117 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 55998 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281696.000000 Penalty: 16134.754883 Iteration 156Q: 28 clusters Score -2.42817e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2411 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28737 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149075 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4210 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200469 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 55969 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281712.000000 Penalty: 16134.754883 Iteration 157Q: 28 clusters Score -2.428171e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2411 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28740 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149075 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200503 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 55932 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24281688.000000 Penalty: 16134.754883 Iteration 158Q: 28 clusters Score -2.428169e+07 nChanged 33 Entering ConstructFrom: Score: -24281688.000000 Penalty: 16134.754883 Entering ConstructFrom: Trying to split cluster 1 (2028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Entering Unmasked Estep Score: -90897.437500 Penalty: 346.473633 Iteration 0F: 2 clusters Score -90897.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -89403.453125 Penalty: 692.947266 Iteration 0F: 3 clusters Score -89403.45 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -89899.632812 Penalty: 692.947266 Iteration 1F: 3 clusters Score -89899.63 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -90053.460938 Penalty: 692.947266 Iteration 2F: 3 clusters Score -90053.46 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -90245.820312 Penalty: 692.947266 Iteration 3F: 3 clusters Score -90245.82 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -90430.187500 Penalty: 692.947266 Iteration 4F: 3 clusters Score -90430.19 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -90553.031250 Penalty: 692.947266 Iteration 5F: 3 clusters Score -90553.03 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -90639.242188 Penalty: 692.947266 Iteration 6F: 3 clusters Score -90639.24 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -90695.921875 Penalty: 692.947266 Iteration 7Q: 3 clusters Score -90695.92 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -90734.515625 Penalty: 692.947266 Iteration 8Q: 3 clusters Score -90734.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -90767.179688 Penalty: 692.947266 Iteration 9Q: 3 clusters Score -90767.18 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -90794.195312 Penalty: 692.947266 Iteration 10Q: 3 clusters Score -90794.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -90813.085938 Penalty: 692.947266 Iteration 11Q: 3 clusters Score -90813.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -90825.250000 Penalty: 692.947266 Iteration 12Q: 3 clusters Score -90825.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -90830.484375 Penalty: 692.947266 Iteration 13Q: 3 clusters Score -90830.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -90831.414062 Penalty: 692.947266 Iteration 14Q: 3 clusters Score -90831.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -90832.156250 Penalty: 692.947266 Iteration 15Q: 3 clusters Score -90832.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -90832.656250 Penalty: 692.947266 Iteration 16Q: 3 clusters Score -90832.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -90833.429688 Penalty: 692.947266 Iteration 17Q: 3 clusters Score -90833.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -90833.578125 Penalty: 692.947266 Iteration 18Q: 3 clusters Score -90833.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -90833.578125 Penalty: 692.947266 Iteration 19F: 3 clusters Score -90833.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Entering Unmasked Estep Score: -114476.359375 Penalty: 354.363617 Iteration 0F: 2 clusters Score -114476.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -112778.335938 Penalty: 708.727234 Iteration 0F: 3 clusters Score -112778.3 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -113336.343750 Penalty: 708.727234 Iteration 1F: 3 clusters Score -113336.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -113451.828125 Penalty: 708.727234 Iteration 2F: 3 clusters Score -113451.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -113530.570312 Penalty: 708.727234 Iteration 3F: 3 clusters Score -113530.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -113596.820312 Penalty: 708.727234 Iteration 4Q: 3 clusters Score -113596.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -113662.289062 Penalty: 708.727234 Iteration 5Q: 3 clusters Score -113662.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -113735.976562 Penalty: 708.727234 Iteration 6F: 3 clusters Score -113736 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -113790.500000 Penalty: 708.727234 Iteration 7Q: 3 clusters Score -113790.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -113825.742188 Penalty: 708.727234 Iteration 8Q: 3 clusters Score -113825.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -113859.507812 Penalty: 708.727234 Iteration 9Q: 3 clusters Score -113859.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -113889.218750 Penalty: 708.727234 Iteration 10Q: 3 clusters Score -113889.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -113904.500000 Penalty: 708.727234 Iteration 11Q: 3 clusters Score -113904.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -113921.171875 Penalty: 708.727234 Iteration 12Q: 3 clusters Score -113921.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -113931.171875 Penalty: 708.727234 Iteration 13Q: 3 clusters Score -113931.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -113938.828125 Penalty: 708.727234 Iteration 14Q: 3 clusters Score -113938.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -113947.601562 Penalty: 708.727234 Iteration 15Q: 3 clusters Score -113947.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -113961.750000 Penalty: 708.727234 Iteration 16Q: 3 clusters Score -113961.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -113974.218750 Penalty: 708.727234 Iteration 17Q: 3 clusters Score -113974.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -113987.460938 Penalty: 708.727234 Iteration 18Q: 3 clusters Score -113987.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -113999.984375 Penalty: 708.727234 Iteration 19Q: 3 clusters Score -114000 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -114014.726562 Penalty: 708.727234 Iteration 20F: 3 clusters Score -114014.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -114027.343750 Penalty: 708.727234 Iteration 21Q: 3 clusters Score -114027.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -114044.625000 Penalty: 708.727234 Iteration 22Q: 3 clusters Score -114044.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -114059.421875 Penalty: 708.727234 Iteration 23Q: 3 clusters Score -114059.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -114073.882812 Penalty: 708.727234 Iteration 24Q: 3 clusters Score -114073.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -114083.335938 Penalty: 708.727234 Iteration 25Q: 3 clusters Score -114083.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -114093.914062 Penalty: 708.727234 Iteration 26Q: 3 clusters Score -114093.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -114112.796875 Penalty: 708.727234 Iteration 27Q: 3 clusters Score -114112.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -114139.039062 Penalty: 708.727234 Iteration 28Q: 3 clusters Score -114139 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -114183.765625 Penalty: 708.727234 Iteration 29Q: 3 clusters Score -114183.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -114233.640625 Penalty: 708.727234 Iteration 30Q: 3 clusters Score -114233.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -114270.335938 Penalty: 708.727234 Iteration 31Q: 3 clusters Score -114270.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -114292.992188 Penalty: 708.727234 Iteration 32Q: 3 clusters Score -114293 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -114306.984375 Penalty: 708.727234 Iteration 33Q: 3 clusters Score -114307 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -114318.859375 Penalty: 708.727234 Iteration 34Q: 3 clusters Score -114318.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -114333.609375 Penalty: 708.727234 Iteration 35Q: 3 clusters Score -114333.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -114344.781250 Penalty: 708.727234 Iteration 36Q: 3 clusters Score -114344.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -114356.765625 Penalty: 708.727234 Iteration 37Q: 3 clusters Score -114356.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -114369.664062 Penalty: 708.727234 Iteration 38Q: 3 clusters Score -114369.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -114382.125000 Penalty: 708.727234 Iteration 39Q: 3 clusters Score -114382.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -114402.289062 Penalty: 708.727234 Iteration 40F: 3 clusters Score -114402.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -114424.992188 Penalty: 708.727234 Iteration 41Q: 3 clusters Score -114425 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -114441.460938 Penalty: 708.727234 Iteration 42Q: 3 clusters Score -114441.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -114447.882812 Penalty: 708.727234 Iteration 43Q: 3 clusters Score -114447.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -114450.992188 Penalty: 708.727234 Iteration 44Q: 3 clusters Score -114451 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -114452.531250 Penalty: 708.727234 Iteration 45Q: 3 clusters Score -114452.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -114453.312500 Penalty: 708.727234 Iteration 46Q: 3 clusters Score -114453.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -114454.203125 Penalty: 708.727234 Iteration 47Q: 3 clusters Score -114454.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -114456.164062 Penalty: 708.727234 Iteration 48Q: 3 clusters Score -114456.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -114458.023438 Penalty: 708.727234 Iteration 49Q: 3 clusters Score -114458 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -114459.781250 Penalty: 708.727234 Iteration 50Q: 3 clusters Score -114459.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -114461.734375 Penalty: 708.727234 Iteration 51Q: 3 clusters Score -114461.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -114463.242188 Penalty: 708.727234 Iteration 52Q: 3 clusters Score -114463.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -114464.359375 Penalty: 708.727234 Iteration 53Q: 3 clusters Score -114464.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -114465.351562 Penalty: 708.727234 Iteration 54Q: 3 clusters Score -114465.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -114466.789062 Penalty: 708.727234 Iteration 55Q: 3 clusters Score -114466.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -114468.054688 Penalty: 708.727234 Iteration 56Q: 3 clusters Score -114468.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -114468.929688 Penalty: 708.727234 Iteration 57Q: 3 clusters Score -114468.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -114469.070312 Penalty: 708.727234 Iteration 58Q: 3 clusters Score -114469.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -114469.757812 Penalty: 708.727234 Iteration 59Q: 3 clusters Score -114469.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -114469.757812 Penalty: 708.727234 Iteration 60F: 3 clusters Score -114469.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (94 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Entering Unmasked Estep Score: -3615.738037 Penalty: 206.719925 Iteration 0F: 2 clusters Score -3615.738 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3404.635986 Penalty: 413.439850 Iteration 0F: 3 clusters Score -3404.636 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3452.647461 Penalty: 413.439850 Iteration 1F: 3 clusters Score -3452.647 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3480.796143 Penalty: 413.439850 Iteration 2Q: 3 clusters Score -3480.796 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -3523.384521 Penalty: 413.439850 Iteration 3F: 3 clusters Score -3523.385 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 40 members Entering Unmasked Estep Score: -3603.069824 Penalty: 413.439850 Iteration 4F: 3 clusters Score -3603.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3634.880371 Penalty: 413.439850 Iteration 5Q: 3 clusters Score -3634.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3713.624756 Penalty: 413.439850 Iteration 6F: 3 clusters Score -3713.625 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2412 members Mstep: Class 3 contains 47 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28743 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149074 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 200524 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 55907 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Mstep: Class 28 contains 47 members Entering Unmasked Estep Score: -24281402.000000 Penalty: 16732.337891 Splitting cluster 3 changes total score from -24281688.000000 to -24281402.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (3875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Entering Unmasked Estep Score: -193486.843750 Penalty: 375.934662 Iteration 0F: 2 clusters Score -193486.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -190862.593750 Penalty: 751.869324 Iteration 0F: 3 clusters Score -190862.6 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -191759.843750 Penalty: 751.869324 Iteration 1F: 3 clusters Score -191759.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -191901.328125 Penalty: 751.869324 Iteration 2F: 3 clusters Score -191901.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -192051.546875 Penalty: 751.869324 Iteration 3F: 3 clusters Score -192051.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -192207.843750 Penalty: 751.869324 Iteration 4F: 3 clusters Score -192207.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -192388.531250 Penalty: 751.869324 Iteration 5F: 3 clusters Score -192388.5 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -192563.343750 Penalty: 751.869324 Iteration 6F: 3 clusters Score -192563.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -192699.484375 Penalty: 751.869324 Iteration 7Q: 3 clusters Score -192699.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -192812.109375 Penalty: 751.869324 Iteration 8Q: 3 clusters Score -192812.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -192900.140625 Penalty: 751.869324 Iteration 9Q: 3 clusters Score -192900.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -192968.546875 Penalty: 751.869324 Iteration 10Q: 3 clusters Score -192968.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -193027.375000 Penalty: 751.869324 Iteration 11Q: 3 clusters Score -193027.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -193075.750000 Penalty: 751.869324 Iteration 12Q: 3 clusters Score -193075.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -193101.046875 Penalty: 751.869324 Iteration 13Q: 3 clusters Score -193101 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -193112.484375 Penalty: 751.869324 Iteration 14Q: 3 clusters Score -193112.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -193117.203125 Penalty: 751.869324 Iteration 15Q: 3 clusters Score -193117.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -193123.250000 Penalty: 751.869324 Iteration 16Q: 3 clusters Score -193123.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -193128.484375 Penalty: 751.869324 Iteration 17Q: 3 clusters Score -193128.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -193131.421875 Penalty: 751.869324 Iteration 18Q: 3 clusters Score -193131.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -193135.187500 Penalty: 751.869324 Iteration 19Q: 3 clusters Score -193135.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -193138.484375 Penalty: 751.869324 Iteration 20F: 3 clusters Score -193138.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -193144.375000 Penalty: 751.869324 Iteration 21Q: 3 clusters Score -193144.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -193151.265625 Penalty: 751.869324 Iteration 22Q: 3 clusters Score -193151.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -193158.265625 Penalty: 751.869324 Iteration 23Q: 3 clusters Score -193158.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -193166.156250 Penalty: 751.869324 Iteration 24Q: 3 clusters Score -193166.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -193174.375000 Penalty: 751.869324 Iteration 25Q: 3 clusters Score -193174.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -193178.968750 Penalty: 751.869324 Iteration 26Q: 3 clusters Score -193179 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -193180.781250 Penalty: 751.869324 Iteration 27Q: 3 clusters Score -193180.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -193183.093750 Penalty: 751.869324 Iteration 28Q: 3 clusters Score -193183.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -193183.328125 Penalty: 751.869324 Iteration 29Q: 3 clusters Score -193183.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -193183.328125 Penalty: 751.869324 Iteration 30F: 3 clusters Score -193183.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28743 members Entering Unmasked Estep Score: -1348569.750000 Penalty: 467.109802 Iteration 0F: 2 clusters Score -1348570 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14381 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -1329483.625000 Penalty: 934.219604 Iteration 0F: 3 clusters Score -1329484 nChanged 13774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15307 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -1337438.500000 Penalty: 934.219604 Iteration 1F: 3 clusters Score -1337438 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15899 members Mstep: Class 2 contains 12844 members Entering Unmasked Estep Score: -1337841.750000 Penalty: 934.219604 Iteration 2Q: 3 clusters Score -1337842 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16703 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -1338422.125000 Penalty: 934.219604 Iteration 3Q: 3 clusters Score -1338422 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17795 members Mstep: Class 2 contains 10948 members Entering Unmasked Estep Score: -1339300.625000 Penalty: 934.219604 Iteration 4F: 3 clusters Score -1339301 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -1340594.750000 Penalty: 934.219604 Iteration 5F: 3 clusters Score -1340595 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20588 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -1342153.250000 Penalty: 934.219604 Iteration 6F: 3 clusters Score -1342153 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21851 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1343668.125000 Penalty: 934.219604 Iteration 7F: 3 clusters Score -1343668 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22896 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -1344973.875000 Penalty: 934.219604 Iteration 8Q: 3 clusters Score -1344974 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23676 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -1345691.000000 Penalty: 934.219604 Iteration 9Q: 3 clusters Score -1345691 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24313 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -1346100.250000 Penalty: 934.219604 Iteration 10Q: 3 clusters Score -1346100 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24886 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1346436.750000 Penalty: 934.219604 Iteration 11Q: 3 clusters Score -1346437 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25452 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1346764.750000 Penalty: 934.219604 Iteration 12Q: 3 clusters Score -1346765 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25955 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -1347059.000000 Penalty: 934.219604 Iteration 13Q: 3 clusters Score -1347059 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26372 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -1347300.875000 Penalty: 934.219604 Iteration 14Q: 3 clusters Score -1347301 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26732 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1347518.250000 Penalty: 934.219604 Iteration 15Q: 3 clusters Score -1347518 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27021 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -1347677.500000 Penalty: 934.219604 Iteration 16Q: 3 clusters Score -1347678 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27255 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1347798.875000 Penalty: 934.219604 Iteration 17Q: 3 clusters Score -1347799 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1347889.500000 Penalty: 934.219604 Iteration 18Q: 3 clusters Score -1347890 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27601 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1347974.750000 Penalty: 934.219604 Iteration 19Q: 3 clusters Score -1347975 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27736 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1348036.375000 Penalty: 934.219604 Iteration 20F: 3 clusters Score -1348036 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1348079.625000 Penalty: 934.219604 Iteration 21Q: 3 clusters Score -1348080 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27916 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1348116.000000 Penalty: 934.219604 Iteration 22Q: 3 clusters Score -1348116 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27977 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1348134.750000 Penalty: 934.219604 Iteration 23Q: 3 clusters Score -1348135 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28025 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1348144.125000 Penalty: 934.219604 Iteration 24Q: 3 clusters Score -1348144 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28058 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1348157.500000 Penalty: 934.219604 Iteration 25Q: 3 clusters Score -1348158 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28081 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -1348165.000000 Penalty: 934.219604 Iteration 26Q: 3 clusters Score -1348165 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28106 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1348170.625000 Penalty: 934.219604 Iteration 27Q: 3 clusters Score -1348171 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28132 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1348175.625000 Penalty: 934.219604 Iteration 28Q: 3 clusters Score -1348176 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28152 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1348189.000000 Penalty: 934.219604 Iteration 29Q: 3 clusters Score -1348189 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28182 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1348207.500000 Penalty: 934.219604 Iteration 30Q: 3 clusters Score -1348208 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28203 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1348212.750000 Penalty: 934.219604 Iteration 31Q: 3 clusters Score -1348213 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28217 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1348218.375000 Penalty: 934.219604 Iteration 32Q: 3 clusters Score -1348218 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28234 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1348222.125000 Penalty: 934.219604 Iteration 33Q: 3 clusters Score -1348222 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28252 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1348231.250000 Penalty: 934.219604 Iteration 34Q: 3 clusters Score -1348231 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28265 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1348233.000000 Penalty: 934.219604 Iteration 35Q: 3 clusters Score -1348233 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28283 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1348235.375000 Penalty: 934.219604 Iteration 36Q: 3 clusters Score -1348235 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28292 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1348238.500000 Penalty: 934.219604 Iteration 37Q: 3 clusters Score -1348238 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28299 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1348242.000000 Penalty: 934.219604 Iteration 38Q: 3 clusters Score -1348242 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28304 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1348243.125000 Penalty: 934.219604 Iteration 39Q: 3 clusters Score -1348243 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28308 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1348244.625000 Penalty: 934.219604 Iteration 40F: 3 clusters Score -1348245 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28313 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1348246.875000 Penalty: 934.219604 Iteration 41Q: 3 clusters Score -1348247 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28320 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1348246.500000 Penalty: 934.219604 Iteration 42Q: 3 clusters Score -1348246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28326 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -1348245.875000 Penalty: 934.219604 Iteration 43Q: 3 clusters Score -1348246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28330 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1348246.750000 Penalty: 934.219604 Iteration 44Q: 3 clusters Score -1348247 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28336 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1348247.250000 Penalty: 934.219604 Iteration 45Q: 3 clusters Score -1348247 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28339 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1348250.625000 Penalty: 934.219604 Iteration 46Q: 3 clusters Score -1348251 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28347 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -1348253.250000 Penalty: 934.219604 Iteration 47Q: 3 clusters Score -1348253 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28348 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1348255.750000 Penalty: 934.219604 Iteration 48Q: 3 clusters Score -1348256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28351 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1348257.375000 Penalty: 934.219604 Iteration 49Q: 3 clusters Score -1348257 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28356 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1348256.375000 Penalty: 934.219604 Iteration 50Q: 3 clusters Score -1348256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28359 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1348258.250000 Penalty: 934.219604 Iteration 51Q: 3 clusters Score -1348258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28365 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1348258.750000 Penalty: 934.219604 Iteration 52Q: 3 clusters Score -1348259 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28371 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1348261.750000 Penalty: 934.219604 Iteration 53Q: 3 clusters Score -1348262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28374 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1348262.250000 Penalty: 934.219604 Iteration 54Q: 3 clusters Score -1348262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28377 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -1348260.875000 Penalty: 934.219604 Iteration 55Q: 3 clusters Score -1348261 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28381 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1348261.250000 Penalty: 934.219604 Iteration 56Q: 3 clusters Score -1348261 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28386 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1348263.750000 Penalty: 934.219604 Iteration 57Q: 3 clusters Score -1348264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28391 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -1348265.125000 Penalty: 934.219604 Iteration 58Q: 3 clusters Score -1348265 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28398 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1348266.000000 Penalty: 934.219604 Iteration 59Q: 3 clusters Score -1348266 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28403 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1348267.250000 Penalty: 934.219604 Iteration 60F: 3 clusters Score -1348267 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28407 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1348270.500000 Penalty: 934.219604 Iteration 61Q: 3 clusters Score -1348270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28410 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1348272.250000 Penalty: 934.219604 Iteration 62Q: 3 clusters Score -1348272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28411 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1348273.125000 Penalty: 934.219604 Iteration 63Q: 3 clusters Score -1348273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28414 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1348273.375000 Penalty: 934.219604 Iteration 64Q: 3 clusters Score -1348273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28416 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1348275.375000 Penalty: 934.219604 Iteration 65Q: 3 clusters Score -1348275 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28419 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1348277.625000 Penalty: 934.219604 Iteration 66Q: 3 clusters Score -1348278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28423 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -1348276.375000 Penalty: 934.219604 Iteration 67Q: 3 clusters Score -1348276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28426 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1348280.875000 Penalty: 934.219604 Iteration 68Q: 3 clusters Score -1348281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28428 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1348280.750000 Penalty: 934.219604 Iteration 69Q: 3 clusters Score -1348281 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28429 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -1348279.500000 Penalty: 934.219604 Iteration 70Q: 3 clusters Score -1348280 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28430 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1348280.125000 Penalty: 934.219604 Iteration 71Q: 3 clusters Score -1348280 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28430 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1348280.125000 Penalty: 934.219604 Iteration 72F: 3 clusters Score -1348280 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Entering Unmasked Estep Score: -104431.992188 Penalty: 346.338837 Iteration 0F: 2 clusters Score -104432 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -102942.828125 Penalty: 692.677673 Iteration 0F: 3 clusters Score -102942.8 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -103477.156250 Penalty: 692.677673 Iteration 1F: 3 clusters Score -103477.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -103546.523438 Penalty: 692.677673 Iteration 2F: 3 clusters Score -103546.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -103622.773438 Penalty: 692.677673 Iteration 3F: 3 clusters Score -103622.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -103698.992188 Penalty: 692.677673 Iteration 4F: 3 clusters Score -103699 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -103776.976562 Penalty: 692.677673 Iteration 5F: 3 clusters Score -103777 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -103841.070312 Penalty: 692.677673 Iteration 6Q: 3 clusters Score -103841.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -103902.875000 Penalty: 692.677673 Iteration 7Q: 3 clusters Score -103902.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -103953.796875 Penalty: 692.677673 Iteration 8Q: 3 clusters Score -103953.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -104002.914062 Penalty: 692.677673 Iteration 9Q: 3 clusters Score -104002.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -104039.187500 Penalty: 692.677673 Iteration 10Q: 3 clusters Score -104039.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -104063.250000 Penalty: 692.677673 Iteration 11Q: 3 clusters Score -104063.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -104078.078125 Penalty: 692.677673 Iteration 12Q: 3 clusters Score -104078.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -104088.359375 Penalty: 692.677673 Iteration 13Q: 3 clusters Score -104088.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -104094.546875 Penalty: 692.677673 Iteration 14Q: 3 clusters Score -104094.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -104100.101562 Penalty: 692.677673 Iteration 15Q: 3 clusters Score -104100.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -104105.554688 Penalty: 692.677673 Iteration 16Q: 3 clusters Score -104105.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -104111.460938 Penalty: 692.677673 Iteration 17Q: 3 clusters Score -104111.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -104113.703125 Penalty: 692.677673 Iteration 18Q: 3 clusters Score -104113.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -104116.070312 Penalty: 692.677673 Iteration 19Q: 3 clusters Score -104116.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -104117.367188 Penalty: 692.677673 Iteration 20F: 3 clusters Score -104117.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -104118.585938 Penalty: 692.677673 Iteration 21Q: 3 clusters Score -104118.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -104120.632812 Penalty: 692.677673 Iteration 22Q: 3 clusters Score -104120.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -104122.359375 Penalty: 692.677673 Iteration 23Q: 3 clusters Score -104122.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -104123.281250 Penalty: 692.677673 Iteration 24Q: 3 clusters Score -104123.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -104123.890625 Penalty: 692.677673 Iteration 25Q: 3 clusters Score -104123.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -104124.515625 Penalty: 692.677673 Iteration 26Q: 3 clusters Score -104124.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -104124.742188 Penalty: 692.677673 Iteration 27Q: 3 clusters Score -104124.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -104124.773438 Penalty: 692.677673 Iteration 28Q: 3 clusters Score -104124.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -104124.843750 Penalty: 692.677673 Iteration 29Q: 3 clusters Score -104124.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -104124.843750 Penalty: 692.677673 Iteration 30F: 3 clusters Score -104124.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (19514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19514 members Entering Unmasked Estep Score: -1002727.312500 Penalty: 449.489380 Iteration 0F: 2 clusters Score -1002727 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -989737.062500 Penalty: 898.978760 Iteration 0F: 3 clusters Score -989737.1 nChanged 9226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -995275.500000 Penalty: 898.978760 Iteration 1F: 3 clusters Score -995275.5 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -995566.312500 Penalty: 898.978760 Iteration 2Q: 3 clusters Score -995566.3 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 8256 members Entering Unmasked Estep Score: -995942.187500 Penalty: 898.978760 Iteration 3Q: 3 clusters Score -995942.2 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -996476.500000 Penalty: 898.978760 Iteration 4Q: 3 clusters Score -996476.5 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -997189.812500 Penalty: 898.978760 Iteration 5F: 3 clusters Score -997189.8 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -998093.812500 Penalty: 898.978760 Iteration 6F: 3 clusters Score -998093.8 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15235 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -999057.250000 Penalty: 898.978760 Iteration 7F: 3 clusters Score -999057.2 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16183 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -999921.812500 Penalty: 898.978760 Iteration 8F: 3 clusters Score -999921.8 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16860 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1000555.625000 Penalty: 898.978760 Iteration 9Q: 3 clusters Score -1000556 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17341 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -1001016.125000 Penalty: 898.978760 Iteration 10Q: 3 clusters Score -1001016 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17683 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -1001364.250000 Penalty: 898.978760 Iteration 11Q: 3 clusters Score -1001364 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17934 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1001651.812500 Penalty: 898.978760 Iteration 12Q: 3 clusters Score -1001652 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18093 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1001871.187500 Penalty: 898.978760 Iteration 13Q: 3 clusters Score -1001871 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18194 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1002012.250000 Penalty: 898.978760 Iteration 14Q: 3 clusters Score -1002012 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18262 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1002124.000000 Penalty: 898.978760 Iteration 15Q: 3 clusters Score -1002124 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1002214.625000 Penalty: 898.978760 Iteration 16Q: 3 clusters Score -1002215 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18333 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1002268.312500 Penalty: 898.978760 Iteration 17Q: 3 clusters Score -1002268 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18334 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1002312.312500 Penalty: 898.978760 Iteration 18Q: 3 clusters Score -1002312 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18328 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1002336.437500 Penalty: 898.978760 Iteration 19Q: 3 clusters Score -1002336 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18328 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1002362.750000 Penalty: 898.978760 Iteration 20F: 3 clusters Score -1002363 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18309 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1002386.375000 Penalty: 898.978760 Iteration 21Q: 3 clusters Score -1002386 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18285 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1002410.250000 Penalty: 898.978760 Iteration 22Q: 3 clusters Score -1002410 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18261 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1002426.312500 Penalty: 898.978760 Iteration 23Q: 3 clusters Score -1002426 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18246 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1002437.750000 Penalty: 898.978760 Iteration 24Q: 3 clusters Score -1002438 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18237 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1002445.125000 Penalty: 898.978760 Iteration 25Q: 3 clusters Score -1002445 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18236 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1002448.187500 Penalty: 898.978760 Iteration 26Q: 3 clusters Score -1002448 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18224 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1002452.125000 Penalty: 898.978760 Iteration 27Q: 3 clusters Score -1002452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18214 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1002452.375000 Penalty: 898.978760 Iteration 28Q: 3 clusters Score -1002452 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18208 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1002452.125000 Penalty: 898.978760 Iteration 29Q: 3 clusters Score -1002452 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1002454.000000 Penalty: 898.978760 Iteration 30Q: 3 clusters Score -1002454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18201 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1002453.687500 Penalty: 898.978760 Iteration 31Q: 3 clusters Score -1002454 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18198 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -1002454.625000 Penalty: 898.978760 Iteration 32Q: 3 clusters Score -1002455 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18200 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1002457.562500 Penalty: 898.978760 Iteration 33Q: 3 clusters Score -1002458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1002457.937500 Penalty: 898.978760 Iteration 34Q: 3 clusters Score -1002458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18200 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1002458.000000 Penalty: 898.978760 Iteration 35Q: 3 clusters Score -1002458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18200 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1002458.000000 Penalty: 898.978760 Iteration 36F: 3 clusters Score -1002458 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (149074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149074 members Entering Unmasked Estep Score: -7539255.000000 Penalty: 542.005005 Iteration 0F: 2 clusters Score -7539255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74658 members Mstep: Class 2 contains 74416 members Entering Unmasked Estep Score: -7445854.000000 Penalty: 1084.010010 Iteration 0F: 3 clusters Score -7445854 nChanged 73242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84370 members Mstep: Class 2 contains 64704 members Entering Unmasked Estep Score: -7495363.500000 Penalty: 1084.010010 Iteration 1F: 3 clusters Score -7495364 nChanged 9223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90043 members Mstep: Class 2 contains 59031 members Entering Unmasked Estep Score: -7499672.000000 Penalty: 1084.010010 Iteration 2F: 3 clusters Score -7499672 nChanged 9813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97078 members Mstep: Class 2 contains 51996 members Entering Unmasked Estep Score: -7504716.500000 Penalty: 1084.010010 Iteration 3F: 3 clusters Score -7504716 nChanged 9897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105413 members Mstep: Class 2 contains 43661 members Entering Unmasked Estep Score: -7510203.000000 Penalty: 1084.010010 Iteration 4F: 3 clusters Score -7510203 nChanged 10354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115219 members Mstep: Class 2 contains 33855 members Entering Unmasked Estep Score: -7516085.000000 Penalty: 1084.010010 Iteration 5F: 3 clusters Score -7516085 nChanged 10430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125495 members Mstep: Class 2 contains 23579 members Entering Unmasked Estep Score: -7522370.000000 Penalty: 1084.010010 Iteration 6F: 3 clusters Score -7522370 nChanged 9036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134511 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -7528028.000000 Penalty: 1084.010010 Iteration 7F: 3 clusters Score -7528028 nChanged 6450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140957 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -7532487.500000 Penalty: 1084.010010 Iteration 8Q: 3 clusters Score -7532488 nChanged 4053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145010 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -7535553.000000 Penalty: 1084.010010 Iteration 9Q: 3 clusters Score -7535553 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147272 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -7537299.500000 Penalty: 1084.010010 Iteration 10Q: 3 clusters Score -7537300 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148366 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -7538186.000000 Penalty: 1084.010010 Iteration 11Q: 3 clusters Score -7538186 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148814 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -7538548.500000 Penalty: 1084.010010 Iteration 12Q: 3 clusters Score -7538548 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148959 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7538676.500000 Penalty: 1084.010010 Iteration 13Q: 3 clusters Score -7538676 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149001 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7538711.000000 Penalty: 1084.010010 Iteration 14Q: 3 clusters Score -7538711 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149017 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7538749.000000 Penalty: 1084.010010 Iteration 15Q: 3 clusters Score -7538749 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149021 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -7538759.500000 Penalty: 1084.010010 Iteration 16Q: 3 clusters Score -7538760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149020 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -7538766.500000 Penalty: 1084.010010 Iteration 17Q: 3 clusters Score -7538766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149017 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7538768.500000 Penalty: 1084.010010 Iteration 18Q: 3 clusters Score -7538768 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149017 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -7538764.500000 Penalty: 1084.010010 Iteration 19Q: 3 clusters Score -7538764 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149018 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -7538767.500000 Penalty: 1084.010010 Iteration 20F: 3 clusters Score -7538768 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Entering Unmasked Estep Score: -25747.726562 Penalty: 292.698761 Iteration 0F: 2 clusters Score -25747.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -25160.291016 Penalty: 585.397522 Iteration 0F: 3 clusters Score -25160.29 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -25312.470703 Penalty: 585.397522 Iteration 1F: 3 clusters Score -25312.47 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -25339.044922 Penalty: 585.397522 Iteration 2F: 3 clusters Score -25339.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25362.546875 Penalty: 585.397522 Iteration 3Q: 3 clusters Score -25362.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -25376.226562 Penalty: 585.397522 Iteration 4Q: 3 clusters Score -25376.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25388.835938 Penalty: 585.397522 Iteration 5Q: 3 clusters Score -25388.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -25397.097656 Penalty: 585.397522 Iteration 6Q: 3 clusters Score -25397.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -25401.910156 Penalty: 585.397522 Iteration 7Q: 3 clusters Score -25401.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -25407.015625 Penalty: 585.397522 Iteration 8Q: 3 clusters Score -25407.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25411.154297 Penalty: 585.397522 Iteration 9Q: 3 clusters Score -25411.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -25416.435547 Penalty: 585.397522 Iteration 10Q: 3 clusters Score -25416.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -25419.515625 Penalty: 585.397522 Iteration 11Q: 3 clusters Score -25419.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -25424.091797 Penalty: 585.397522 Iteration 12Q: 3 clusters Score -25424.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25428.310547 Penalty: 585.397522 Iteration 13Q: 3 clusters Score -25428.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -25434.839844 Penalty: 585.397522 Iteration 14Q: 3 clusters Score -25434.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25439.199219 Penalty: 585.397522 Iteration 15Q: 3 clusters Score -25439.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -25441.226562 Penalty: 585.397522 Iteration 16Q: 3 clusters Score -25441.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25442.167969 Penalty: 585.397522 Iteration 17Q: 3 clusters Score -25442.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25443.238281 Penalty: 585.397522 Iteration 18Q: 3 clusters Score -25443.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25444.673828 Penalty: 585.397522 Iteration 19Q: 3 clusters Score -25444.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -25445.753906 Penalty: 585.397522 Iteration 20F: 3 clusters Score -25445.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -25448.322266 Penalty: 585.397522 Iteration 21Q: 3 clusters Score -25448.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -25450.365234 Penalty: 585.397522 Iteration 22Q: 3 clusters Score -25450.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -25451.091797 Penalty: 585.397522 Iteration 23Q: 3 clusters Score -25451.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25451.906250 Penalty: 585.397522 Iteration 24Q: 3 clusters Score -25451.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -25452.292969 Penalty: 585.397522 Iteration 25Q: 3 clusters Score -25452.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -25454.150391 Penalty: 585.397522 Iteration 26Q: 3 clusters Score -25454.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -25455.232422 Penalty: 585.397522 Iteration 27Q: 3 clusters Score -25455.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -25456.431641 Penalty: 585.397522 Iteration 28Q: 3 clusters Score -25456.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -25457.328125 Penalty: 585.397522 Iteration 29Q: 3 clusters Score -25457.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -25457.453125 Penalty: 585.397522 Iteration 30Q: 3 clusters Score -25457.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -25457.453125 Penalty: 585.397522 Iteration 31F: 3 clusters Score -25457.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Entering Unmasked Estep Score: -220800.171875 Penalty: 380.479004 Iteration 0F: 2 clusters Score -220800.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -217880.312500 Penalty: 760.958008 Iteration 0F: 3 clusters Score -217880.3 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -218950.250000 Penalty: 760.958008 Iteration 1F: 3 clusters Score -218950.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -219068.375000 Penalty: 760.958008 Iteration 2F: 3 clusters Score -219068.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -219207.109375 Penalty: 760.958008 Iteration 3F: 3 clusters Score -219207.1 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -219416.718750 Penalty: 760.958008 Iteration 4F: 3 clusters Score -219416.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -219681.218750 Penalty: 760.958008 Iteration 5F: 3 clusters Score -219681.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -219945.140625 Penalty: 760.958008 Iteration 6F: 3 clusters Score -219945.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -220166.031250 Penalty: 760.958008 Iteration 7Q: 3 clusters Score -220166 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -220309.968750 Penalty: 760.958008 Iteration 8Q: 3 clusters Score -220310 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -220379.890625 Penalty: 760.958008 Iteration 9Q: 3 clusters Score -220379.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -220416.781250 Penalty: 760.958008 Iteration 10Q: 3 clusters Score -220416.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -220430.640625 Penalty: 760.958008 Iteration 11Q: 3 clusters Score -220430.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -220436.453125 Penalty: 760.958008 Iteration 12Q: 3 clusters Score -220436.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -220439.250000 Penalty: 760.958008 Iteration 13Q: 3 clusters Score -220439.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -220440.750000 Penalty: 760.958008 Iteration 14Q: 3 clusters Score -220440.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -220442.781250 Penalty: 760.958008 Iteration 15Q: 3 clusters Score -220442.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -220443.703125 Penalty: 760.958008 Iteration 16Q: 3 clusters Score -220443.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -220445.687500 Penalty: 760.958008 Iteration 17Q: 3 clusters Score -220445.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -220448.671875 Penalty: 760.958008 Iteration 18Q: 3 clusters Score -220448.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -220449.875000 Penalty: 760.958008 Iteration 19Q: 3 clusters Score -220449.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -220450.453125 Penalty: 760.958008 Iteration 20F: 3 clusters Score -220450.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -220451.890625 Penalty: 760.958008 Iteration 21Q: 3 clusters Score -220451.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -220451.640625 Penalty: 760.958008 Iteration 22Q: 3 clusters Score -220451.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -220452.187500 Penalty: 760.958008 Iteration 23Q: 3 clusters Score -220452.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -220453.984375 Penalty: 760.958008 Iteration 24Q: 3 clusters Score -220454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -220455.390625 Penalty: 760.958008 Iteration 25Q: 3 clusters Score -220455.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -220457.375000 Penalty: 760.958008 Iteration 26Q: 3 clusters Score -220457.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -220459.296875 Penalty: 760.958008 Iteration 27Q: 3 clusters Score -220459.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -220460.656250 Penalty: 760.958008 Iteration 28Q: 3 clusters Score -220460.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -220462.390625 Penalty: 760.958008 Iteration 29Q: 3 clusters Score -220462.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -220463.015625 Penalty: 760.958008 Iteration 30Q: 3 clusters Score -220463 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -220464.187500 Penalty: 760.958008 Iteration 31Q: 3 clusters Score -220464.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -220464.687500 Penalty: 760.958008 Iteration 32Q: 3 clusters Score -220464.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -220464.468750 Penalty: 760.958008 Iteration 33Q: 3 clusters Score -220464.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -220464.468750 Penalty: 760.958008 Iteration 34F: 3 clusters Score -220464.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Entering Unmasked Estep Score: -195868.000000 Penalty: 379.696594 Iteration 0F: 2 clusters Score -195868 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -193040.046875 Penalty: 759.393188 Iteration 0F: 3 clusters Score -193040 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -194180.515625 Penalty: 759.393188 Iteration 1F: 3 clusters Score -194180.5 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -194478.250000 Penalty: 759.393188 Iteration 2F: 3 clusters Score -194478.2 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -194784.125000 Penalty: 759.393188 Iteration 3F: 3 clusters Score -194784.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -195123.500000 Penalty: 759.393188 Iteration 4F: 3 clusters Score -195123.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -195382.906250 Penalty: 759.393188 Iteration 5F: 3 clusters Score -195382.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -195548.421875 Penalty: 759.393188 Iteration 6Q: 3 clusters Score -195548.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -195650.734375 Penalty: 759.393188 Iteration 7Q: 3 clusters Score -195650.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -195714.390625 Penalty: 759.393188 Iteration 8Q: 3 clusters Score -195714.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -195749.468750 Penalty: 759.393188 Iteration 9Q: 3 clusters Score -195749.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -195768.250000 Penalty: 759.393188 Iteration 10Q: 3 clusters Score -195768.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -195773.843750 Penalty: 759.393188 Iteration 11Q: 3 clusters Score -195773.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -195777.406250 Penalty: 759.393188 Iteration 12Q: 3 clusters Score -195777.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -195780.531250 Penalty: 759.393188 Iteration 13Q: 3 clusters Score -195780.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -195782.453125 Penalty: 759.393188 Iteration 14Q: 3 clusters Score -195782.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -195782.781250 Penalty: 759.393188 Iteration 15Q: 3 clusters Score -195782.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -195782.968750 Penalty: 759.393188 Iteration 16Q: 3 clusters Score -195783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -195783.062500 Penalty: 759.393188 Iteration 17Q: 3 clusters Score -195783.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -195783.062500 Penalty: 759.393188 Iteration 18F: 3 clusters Score -195783.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -5574.928223 Penalty: 223.190002 Iteration 0F: 2 clusters Score -5574.928 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5330.199219 Penalty: 446.380005 Iteration 0F: 3 clusters Score -5330.199 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5379.267578 Penalty: 446.380005 Iteration 1F: 3 clusters Score -5379.268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5390.326660 Penalty: 446.380005 Iteration 2Q: 3 clusters Score -5390.327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5394.347168 Penalty: 446.380005 Iteration 3Q: 3 clusters Score -5394.347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5394.347168 Penalty: 446.380005 Iteration 4F: 3 clusters Score -5394.347 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -30029.011719 Penalty: 296.419434 Iteration 0F: 2 clusters Score -30029.01 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 357 members Entering Unmasked Estep Score: -29427.490234 Penalty: 592.838867 Iteration 0F: 3 clusters Score -29427.49 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29594.083984 Penalty: 592.838867 Iteration 1F: 3 clusters Score -29594.08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29615.150391 Penalty: 592.838867 Iteration 2F: 3 clusters Score -29615.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -29633.792969 Penalty: 592.838867 Iteration 3Q: 3 clusters Score -29633.79 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29644.833984 Penalty: 592.838867 Iteration 4Q: 3 clusters Score -29644.83 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29657.615234 Penalty: 592.838867 Iteration 5Q: 3 clusters Score -29657.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -29668.906250 Penalty: 592.838867 Iteration 6Q: 3 clusters Score -29668.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29679.529297 Penalty: 592.838867 Iteration 7Q: 3 clusters Score -29679.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -29685.476562 Penalty: 592.838867 Iteration 8Q: 3 clusters Score -29685.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -29690.947266 Penalty: 592.838867 Iteration 9Q: 3 clusters Score -29690.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -29696.542969 Penalty: 592.838867 Iteration 10Q: 3 clusters Score -29696.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -29699.441406 Penalty: 592.838867 Iteration 11Q: 3 clusters Score -29699.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29699.550781 Penalty: 592.838867 Iteration 12Q: 3 clusters Score -29699.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29699.550781 Penalty: 592.838867 Iteration 13F: 3 clusters Score -29699.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Entering Unmasked Estep Score: -15137.902344 Penalty: 265.217041 Iteration 0F: 2 clusters Score -15137.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -14762.875977 Penalty: 530.434082 Iteration 0F: 3 clusters Score -14762.88 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -14878.553711 Penalty: 530.434082 Iteration 1F: 3 clusters Score -14878.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -14912.282227 Penalty: 530.434082 Iteration 2F: 3 clusters Score -14912.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14923.283203 Penalty: 530.434082 Iteration 3Q: 3 clusters Score -14923.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14928.418945 Penalty: 530.434082 Iteration 4Q: 3 clusters Score -14928.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14929.575195 Penalty: 530.434082 Iteration 5Q: 3 clusters Score -14929.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14929.575195 Penalty: 530.434082 Iteration 6F: 3 clusters Score -14929.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (200524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200524 members Entering Unmasked Estep Score: -9863296.000000 Penalty: 555.495361 Iteration 0F: 2 clusters Score -9863296 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99934 members Mstep: Class 2 contains 100590 members Entering Unmasked Estep Score: -9728633.000000 Penalty: 1110.990723 Iteration 0F: 3 clusters Score -9728633 nChanged 99036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86428 members Mstep: Class 2 contains 114096 members Entering Unmasked Estep Score: -9790626.000000 Penalty: 1110.990723 Iteration 1F: 3 clusters Score -9790626 nChanged 10715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77825 members Mstep: Class 2 contains 122699 members Entering Unmasked Estep Score: -9796498.000000 Penalty: 1110.990723 Iteration 2F: 3 clusters Score -9796498 nChanged 14424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65051 members Mstep: Class 2 contains 135473 members Entering Unmasked Estep Score: -9807355.000000 Penalty: 1110.990723 Iteration 3F: 3 clusters Score -9807355 nChanged 16986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49491 members Mstep: Class 2 contains 151033 members Entering Unmasked Estep Score: -9822602.000000 Penalty: 1110.990723 Iteration 4F: 3 clusters Score -9822602 nChanged 15554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35245 members Mstep: Class 2 contains 165279 members Entering Unmasked Estep Score: -9837440.000000 Penalty: 1110.990723 Iteration 5F: 3 clusters Score -9837440 nChanged 11310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25147 members Mstep: Class 2 contains 175377 members Entering Unmasked Estep Score: -9847660.000000 Penalty: 1110.990723 Iteration 6F: 3 clusters Score -9847660 nChanged 7227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18652 members Mstep: Class 2 contains 181872 members Entering Unmasked Estep Score: -9853578.000000 Penalty: 1110.990723 Iteration 7Q: 3 clusters Score -9853578 nChanged 4579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14369 members Mstep: Class 2 contains 186155 members Entering Unmasked Estep Score: -9857079.000000 Penalty: 1110.990723 Iteration 8Q: 3 clusters Score -9857079 nChanged 3167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 189220 members Entering Unmasked Estep Score: -9859324.000000 Penalty: 1110.990723 Iteration 9Q: 3 clusters Score -9859324 nChanged 2300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 191478 members Entering Unmasked Estep Score: -9860788.000000 Penalty: 1110.990723 Iteration 10Q: 3 clusters Score -9860788 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 193156 members Entering Unmasked Estep Score: -9861745.000000 Penalty: 1110.990723 Iteration 11Q: 3 clusters Score -9861745 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 194389 members Entering Unmasked Estep Score: -9862344.000000 Penalty: 1110.990723 Iteration 12Q: 3 clusters Score -9862344 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 195290 members Entering Unmasked Estep Score: -9862757.000000 Penalty: 1110.990723 Iteration 13Q: 3 clusters Score -9862757 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 195992 members Entering Unmasked Estep Score: -9863114.000000 Penalty: 1110.990723 Iteration 14Q: 3 clusters Score -9863114 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 196532 members Entering Unmasked Estep Score: -9863387.000000 Penalty: 1110.990723 Iteration 15Q: 3 clusters Score -9863387 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 196916 members Entering Unmasked Estep Score: -9863505.000000 Penalty: 1110.990723 Iteration 16Q: 3 clusters Score -9863505 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 197185 members Entering Unmasked Estep Score: -9863599.000000 Penalty: 1110.990723 Iteration 17Q: 3 clusters Score -9863599 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 197396 members Entering Unmasked Estep Score: -9863720.000000 Penalty: 1110.990723 Iteration 18Q: 3 clusters Score -9863720 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 197558 members Entering Unmasked Estep Score: -9863809.000000 Penalty: 1110.990723 Iteration 19Q: 3 clusters Score -9863809 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 197689 members Entering Unmasked Estep Score: -9863856.000000 Penalty: 1110.990723 Iteration 20F: 3 clusters Score -9863856 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 197778 members Entering Unmasked Estep Score: -9863888.000000 Penalty: 1110.990723 Iteration 21Q: 3 clusters Score -9863888 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 197854 members Entering Unmasked Estep Score: -9863904.000000 Penalty: 1110.990723 Iteration 22Q: 3 clusters Score -9863904 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 197925 members Entering Unmasked Estep Score: -9863902.000000 Penalty: 1110.990723 Iteration 23Q: 3 clusters Score -9863902 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 197982 members Entering Unmasked Estep Score: -9863923.000000 Penalty: 1110.990723 Iteration 24Q: 3 clusters Score -9863923 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 198020 members Entering Unmasked Estep Score: -9863930.000000 Penalty: 1110.990723 Iteration 25Q: 3 clusters Score -9863930 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 198048 members Entering Unmasked Estep Score: -9863936.000000 Penalty: 1110.990723 Iteration 26Q: 3 clusters Score -9863936 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 198084 members Entering Unmasked Estep Score: -9863953.000000 Penalty: 1110.990723 Iteration 27Q: 3 clusters Score -9863953 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 198112 members Entering Unmasked Estep Score: -9863949.000000 Penalty: 1110.990723 Iteration 28Q: 3 clusters Score -9863949 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 198132 members Entering Unmasked Estep Score: -9863944.000000 Penalty: 1110.990723 Iteration 29Q: 3 clusters Score -9863944 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 198158 members Entering Unmasked Estep Score: -9863954.000000 Penalty: 1110.990723 Iteration 30Q: 3 clusters Score -9863954 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 198193 members Entering Unmasked Estep Score: -9863960.000000 Penalty: 1110.990723 Iteration 31Q: 3 clusters Score -9863960 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 198226 members Entering Unmasked Estep Score: -9863935.000000 Penalty: 1110.990723 Iteration 32Q: 3 clusters Score -9863935 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 198250 members Entering Unmasked Estep Score: -9863930.000000 Penalty: 1110.990723 Iteration 33Q: 3 clusters Score -9863930 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 198271 members Entering Unmasked Estep Score: -9863934.000000 Penalty: 1110.990723 Iteration 34Q: 3 clusters Score -9863934 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 198281 members Entering Unmasked Estep Score: -9863928.000000 Penalty: 1110.990723 Iteration 35Q: 3 clusters Score -9863928 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 198294 members Entering Unmasked Estep Score: -9863933.000000 Penalty: 1110.990723 Iteration 36Q: 3 clusters Score -9863933 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 198302 members Entering Unmasked Estep Score: -9863929.000000 Penalty: 1110.990723 Iteration 37Q: 3 clusters Score -9863929 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 198313 members Entering Unmasked Estep Score: -9863935.000000 Penalty: 1110.990723 Iteration 38Q: 3 clusters Score -9863935 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 198320 members Entering Unmasked Estep Score: -9863946.000000 Penalty: 1110.990723 Iteration 39Q: 3 clusters Score -9863946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 198331 members Entering Unmasked Estep Score: -9863939.000000 Penalty: 1110.990723 Iteration 40F: 3 clusters Score -9863939 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 198341 members Entering Unmasked Estep Score: -9863950.000000 Penalty: 1110.990723 Iteration 41Q: 3 clusters Score -9863950 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 198345 members Entering Unmasked Estep Score: -9863942.000000 Penalty: 1110.990723 Iteration 42Q: 3 clusters Score -9863942 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 198351 members Entering Unmasked Estep Score: -9863948.000000 Penalty: 1110.990723 Iteration 43Q: 3 clusters Score -9863948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 198358 members Entering Unmasked Estep Score: -9863941.000000 Penalty: 1110.990723 Iteration 44Q: 3 clusters Score -9863941 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 198361 members Entering Unmasked Estep Score: -9863940.000000 Penalty: 1110.990723 Iteration 45Q: 3 clusters Score -9863940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 198362 members Entering Unmasked Estep Score: -9863942.000000 Penalty: 1110.990723 Iteration 46Q: 3 clusters Score -9863942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 198365 members Entering Unmasked Estep Score: -9863941.000000 Penalty: 1110.990723 Iteration 47Q: 3 clusters Score -9863941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 198367 members Entering Unmasked Estep Score: -9863940.000000 Penalty: 1110.990723 Iteration 48Q: 3 clusters Score -9863940 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 198369 members Entering Unmasked Estep Score: -9863947.000000 Penalty: 1110.990723 Iteration 49Q: 3 clusters Score -9863947 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 198373 members Entering Unmasked Estep Score: -9863945.000000 Penalty: 1110.990723 Iteration 50Q: 3 clusters Score -9863945 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 198373 members Entering Unmasked Estep Score: -9863948.000000 Penalty: 1110.990723 Iteration 51Q: 3 clusters Score -9863948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 198376 members Entering Unmasked Estep Score: -9863941.000000 Penalty: 1110.990723 Iteration 52Q: 3 clusters Score -9863941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 198377 members Entering Unmasked Estep Score: -9863940.000000 Penalty: 1110.990723 Iteration 53Q: 3 clusters Score -9863940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 198377 members Entering Unmasked Estep Score: -9863940.000000 Penalty: 1110.990723 Iteration 54F: 3 clusters Score -9863940 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2412 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28743 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149074 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 2147 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 331 members Mstep: Class 20 contains 55907 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Mstep: Class 28 contains 198377 members Entering Unmasked Estep Score: -24282316.000000 Penalty: 16732.337891 Splitting cluster 15 changes total score from -24281688.000000 to -24282316.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 16 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -7628.534668 Penalty: 231.765625 Iteration 0F: 2 clusters Score -7628.535 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -7374.789062 Penalty: 463.531250 Iteration 0F: 3 clusters Score -7374.789 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -7417.714844 Penalty: 463.531250 Iteration 1F: 3 clusters Score -7417.715 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -7432.914551 Penalty: 463.531250 Iteration 2F: 3 clusters Score -7432.915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -7438.925781 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -7438.926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -7440.879395 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -7440.879 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7448.790527 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -7448.791 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -7454.967773 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -7454.968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7456.514648 Penalty: 463.531250 Iteration 7Q: 3 clusters Score -7456.515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7459.031738 Penalty: 463.531250 Iteration 8Q: 3 clusters Score -7459.032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -7461.786621 Penalty: 463.531250 Iteration 9Q: 3 clusters Score -7461.787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7463.762207 Penalty: 463.531250 Iteration 10Q: 3 clusters Score -7463.762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -7463.762207 Penalty: 463.531250 Iteration 11F: 3 clusters Score -7463.762 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Entering Unmasked Estep Score: -17826.392578 Penalty: 272.039307 Iteration 0F: 2 clusters Score -17826.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -17405.787109 Penalty: 544.078613 Iteration 0F: 3 clusters Score -17405.79 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -17539.486328 Penalty: 544.078613 Iteration 1F: 3 clusters Score -17539.49 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -17580.798828 Penalty: 544.078613 Iteration 2F: 3 clusters Score -17580.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -17610.617188 Penalty: 544.078613 Iteration 3F: 3 clusters Score -17610.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -17621.812500 Penalty: 544.078613 Iteration 4Q: 3 clusters Score -17621.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -17633.931641 Penalty: 544.078613 Iteration 5Q: 3 clusters Score -17633.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -17641.236328 Penalty: 544.078613 Iteration 6Q: 3 clusters Score -17641.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -17647.894531 Penalty: 544.078613 Iteration 7Q: 3 clusters Score -17647.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -17656.509766 Penalty: 544.078613 Iteration 8Q: 3 clusters Score -17656.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -17665.839844 Penalty: 544.078613 Iteration 9Q: 3 clusters Score -17665.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -17683.425781 Penalty: 544.078613 Iteration 10Q: 3 clusters Score -17683.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -17703.072266 Penalty: 544.078613 Iteration 11Q: 3 clusters Score -17703.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -17719.177734 Penalty: 544.078613 Iteration 12Q: 3 clusters Score -17719.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -17721.292969 Penalty: 544.078613 Iteration 13Q: 3 clusters Score -17721.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -17721.292969 Penalty: 544.078613 Iteration 14F: 3 clusters Score -17721.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (28116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28116 members Entering Unmasked Estep Score: -1338667.000000 Penalty: 466.106262 Iteration 0F: 2 clusters Score -1338667 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -1319823.625000 Penalty: 932.212524 Iteration 0F: 3 clusters Score -1319824 nChanged 13483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 13685 members Entering Unmasked Estep Score: -1327443.125000 Penalty: 932.212524 Iteration 1F: 3 clusters Score -1327443 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -1327661.875000 Penalty: 932.212524 Iteration 2Q: 3 clusters Score -1327662 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14689 members Mstep: Class 2 contains 13427 members Entering Unmasked Estep Score: -1327921.500000 Penalty: 932.212524 Iteration 3Q: 3 clusters Score -1327922 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15017 members Mstep: Class 2 contains 13099 members Entering Unmasked Estep Score: -1328244.500000 Penalty: 932.212524 Iteration 4Q: 3 clusters Score -1328244 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15507 members Mstep: Class 2 contains 12609 members Entering Unmasked Estep Score: -1328633.250000 Penalty: 932.212524 Iteration 5Q: 3 clusters Score -1328633 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16262 members Mstep: Class 2 contains 11854 members Entering Unmasked Estep Score: -1329215.000000 Penalty: 932.212524 Iteration 6Q: 3 clusters Score -1329215 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17340 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -1330165.250000 Penalty: 932.212524 Iteration 7F: 3 clusters Score -1330165 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18678 members Mstep: Class 2 contains 9438 members Entering Unmasked Estep Score: -1331519.125000 Penalty: 932.212524 Iteration 8F: 3 clusters Score -1331519 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -1332815.500000 Penalty: 932.212524 Iteration 9F: 3 clusters Score -1332816 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21084 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1333833.625000 Penalty: 932.212524 Iteration 10F: 3 clusters Score -1333834 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21963 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -1334475.250000 Penalty: 932.212524 Iteration 11Q: 3 clusters Score -1334475 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22728 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1334936.125000 Penalty: 932.212524 Iteration 12Q: 3 clusters Score -1334936 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23397 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1335308.875000 Penalty: 932.212524 Iteration 13Q: 3 clusters Score -1335309 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24063 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1335680.125000 Penalty: 932.212524 Iteration 14Q: 3 clusters Score -1335680 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24717 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1336090.250000 Penalty: 932.212524 Iteration 15Q: 3 clusters Score -1336090 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25354 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -1336488.375000 Penalty: 932.212524 Iteration 16Q: 3 clusters Score -1336488 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25939 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -1336876.000000 Penalty: 932.212524 Iteration 17Q: 3 clusters Score -1336876 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26465 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1337240.625000 Penalty: 932.212524 Iteration 18Q: 3 clusters Score -1337241 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26897 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1337544.000000 Penalty: 932.212524 Iteration 19Q: 3 clusters Score -1337544 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27219 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1337756.625000 Penalty: 932.212524 Iteration 20F: 3 clusters Score -1337757 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27448 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1337908.875000 Penalty: 932.212524 Iteration 21Q: 3 clusters Score -1337909 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27617 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1338020.625000 Penalty: 932.212524 Iteration 22Q: 3 clusters Score -1338021 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27736 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1338100.875000 Penalty: 932.212524 Iteration 23Q: 3 clusters Score -1338101 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27814 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -1338148.000000 Penalty: 932.212524 Iteration 24Q: 3 clusters Score -1338148 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27855 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -1338176.625000 Penalty: 932.212524 Iteration 25Q: 3 clusters Score -1338177 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27887 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -1338195.125000 Penalty: 932.212524 Iteration 26Q: 3 clusters Score -1338195 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27921 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -1338229.000000 Penalty: 932.212524 Iteration 27Q: 3 clusters Score -1338229 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27941 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -1338247.500000 Penalty: 932.212524 Iteration 28Q: 3 clusters Score -1338248 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27951 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1338257.000000 Penalty: 932.212524 Iteration 29Q: 3 clusters Score -1338257 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27963 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -1338266.750000 Penalty: 932.212524 Iteration 30Q: 3 clusters Score -1338267 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27976 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -1338277.125000 Penalty: 932.212524 Iteration 31Q: 3 clusters Score -1338277 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27981 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -1338280.125000 Penalty: 932.212524 Iteration 32Q: 3 clusters Score -1338280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27985 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -1338285.000000 Penalty: 932.212524 Iteration 33Q: 3 clusters Score -1338285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27986 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1338285.625000 Penalty: 932.212524 Iteration 34Q: 3 clusters Score -1338286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27989 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -1338286.500000 Penalty: 932.212524 Iteration 35Q: 3 clusters Score -1338286 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27989 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -1338286.500000 Penalty: 932.212524 Iteration 36F: 3 clusters Score -1338286 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Entering Unmasked Estep Score: -12007.248047 Penalty: 263.996368 Iteration 0F: 2 clusters Score -12007.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -11661.563477 Penalty: 527.992737 Iteration 0F: 3 clusters Score -11661.56 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -11918.694336 Penalty: 527.992737 Iteration 1F: 3 clusters Score -11918.69 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12139.247070 Penalty: 527.992737 Iteration 2F: 3 clusters Score -12139.25 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -12279.211914 Penalty: 527.992737 Iteration 3F: 3 clusters Score -12279.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -12307.719727 Penalty: 527.992737 Iteration 4Q: 3 clusters Score -12307.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -12313.970703 Penalty: 527.992737 Iteration 5Q: 3 clusters Score -12313.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -12318.050781 Penalty: 527.992737 Iteration 6Q: 3 clusters Score -12318.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -12321.825195 Penalty: 527.992737 Iteration 7Q: 3 clusters Score -12321.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -12323.613281 Penalty: 527.992737 Iteration 8Q: 3 clusters Score -12323.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -12323.989258 Penalty: 527.992737 Iteration 9Q: 3 clusters Score -12323.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -12323.989258 Penalty: 527.992737 Iteration 10F: 3 clusters Score -12323.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2412 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28743 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149074 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 2147 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 208 members Mstep: Class 20 contains 55907 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 790 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Mstep: Class 28 contains 198377 members Mstep: Class 29 contains 123 members Entering Unmasked Estep Score: -24282288.000000 Penalty: 17329.921875 Splitting cluster 19 changes total score from -24281688.000000 to -24282288.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 20 (55907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55907 members Entering Unmasked Estep Score: -2916099.000000 Penalty: 497.380768 Iteration 0F: 2 clusters Score -2916099 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27952 members Mstep: Class 2 contains 27955 members Entering Unmasked Estep Score: -2878518.500000 Penalty: 994.761536 Iteration 0F: 3 clusters Score -2878518 nChanged 26968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28078 members Mstep: Class 2 contains 27829 members Entering Unmasked Estep Score: -2894050.000000 Penalty: 994.761536 Iteration 1F: 3 clusters Score -2894050 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28211 members Mstep: Class 2 contains 27696 members Entering Unmasked Estep Score: -2894755.000000 Penalty: 994.761536 Iteration 2Q: 3 clusters Score -2894755 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28511 members Mstep: Class 2 contains 27396 members Entering Unmasked Estep Score: -2895966.500000 Penalty: 994.761536 Iteration 3Q: 3 clusters Score -2895966 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28970 members Mstep: Class 2 contains 26937 members Entering Unmasked Estep Score: -2897882.750000 Penalty: 994.761536 Iteration 4F: 3 clusters Score -2897883 nChanged 3693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29479 members Mstep: Class 2 contains 26428 members Entering Unmasked Estep Score: -2900787.750000 Penalty: 994.761536 Iteration 5F: 3 clusters Score -2900788 nChanged 4042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30007 members Mstep: Class 2 contains 25900 members Entering Unmasked Estep Score: -2904152.750000 Penalty: 994.761536 Iteration 6F: 3 clusters Score -2904153 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30314 members Mstep: Class 2 contains 25593 members Entering Unmasked Estep Score: -2906525.000000 Penalty: 994.761536 Iteration 7F: 3 clusters Score -2906525 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30522 members Mstep: Class 2 contains 25385 members Entering Unmasked Estep Score: -2907536.000000 Penalty: 994.761536 Iteration 8Q: 3 clusters Score -2907536 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30682 members Mstep: Class 2 contains 25225 members Entering Unmasked Estep Score: -2907887.500000 Penalty: 994.761536 Iteration 9Q: 3 clusters Score -2907888 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30862 members Mstep: Class 2 contains 25045 members Entering Unmasked Estep Score: -2908075.250000 Penalty: 994.761536 Iteration 10Q: 3 clusters Score -2908075 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31021 members Mstep: Class 2 contains 24886 members Entering Unmasked Estep Score: -2908204.500000 Penalty: 994.761536 Iteration 11Q: 3 clusters Score -2908204 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31166 members Mstep: Class 2 contains 24741 members Entering Unmasked Estep Score: -2908350.500000 Penalty: 994.761536 Iteration 12Q: 3 clusters Score -2908350 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31323 members Mstep: Class 2 contains 24584 members Entering Unmasked Estep Score: -2908502.750000 Penalty: 994.761536 Iteration 13Q: 3 clusters Score -2908503 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31501 members Mstep: Class 2 contains 24406 members Entering Unmasked Estep Score: -2908638.500000 Penalty: 994.761536 Iteration 14Q: 3 clusters Score -2908638 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31702 members Mstep: Class 2 contains 24205 members Entering Unmasked Estep Score: -2908767.250000 Penalty: 994.761536 Iteration 15Q: 3 clusters Score -2908767 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31935 members Mstep: Class 2 contains 23972 members Entering Unmasked Estep Score: -2908904.250000 Penalty: 994.761536 Iteration 16Q: 3 clusters Score -2908904 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 23681 members Entering Unmasked Estep Score: -2909039.750000 Penalty: 994.761536 Iteration 17Q: 3 clusters Score -2909040 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32514 members Mstep: Class 2 contains 23393 members Entering Unmasked Estep Score: -2909142.500000 Penalty: 994.761536 Iteration 18Q: 3 clusters Score -2909142 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32806 members Mstep: Class 2 contains 23101 members Entering Unmasked Estep Score: -2909211.250000 Penalty: 994.761536 Iteration 19Q: 3 clusters Score -2909211 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33090 members Mstep: Class 2 contains 22817 members Entering Unmasked Estep Score: -2909260.500000 Penalty: 994.761536 Iteration 20F: 3 clusters Score -2909260 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33392 members Mstep: Class 2 contains 22515 members Entering Unmasked Estep Score: -2909330.750000 Penalty: 994.761536 Iteration 21Q: 3 clusters Score -2909331 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33679 members Mstep: Class 2 contains 22228 members Entering Unmasked Estep Score: -2909383.250000 Penalty: 994.761536 Iteration 22Q: 3 clusters Score -2909383 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34001 members Mstep: Class 2 contains 21906 members Entering Unmasked Estep Score: -2909455.500000 Penalty: 994.761536 Iteration 23Q: 3 clusters Score -2909456 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34344 members Mstep: Class 2 contains 21563 members Entering Unmasked Estep Score: -2909523.250000 Penalty: 994.761536 Iteration 24Q: 3 clusters Score -2909523 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34706 members Mstep: Class 2 contains 21201 members Entering Unmasked Estep Score: -2909586.500000 Penalty: 994.761536 Iteration 25Q: 3 clusters Score -2909586 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35085 members Mstep: Class 2 contains 20822 members Entering Unmasked Estep Score: -2909654.500000 Penalty: 994.761536 Iteration 26Q: 3 clusters Score -2909654 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35461 members Mstep: Class 2 contains 20446 members Entering Unmasked Estep Score: -2909718.500000 Penalty: 994.761536 Iteration 27Q: 3 clusters Score -2909718 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35877 members Mstep: Class 2 contains 20030 members Entering Unmasked Estep Score: -2909792.750000 Penalty: 994.761536 Iteration 28Q: 3 clusters Score -2909793 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36325 members Mstep: Class 2 contains 19582 members Entering Unmasked Estep Score: -2909866.000000 Penalty: 994.761536 Iteration 29Q: 3 clusters Score -2909866 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36830 members Mstep: Class 2 contains 19077 members Entering Unmasked Estep Score: -2909977.250000 Penalty: 994.761536 Iteration 30Q: 3 clusters Score -2909977 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37354 members Mstep: Class 2 contains 18553 members Entering Unmasked Estep Score: -2910077.000000 Penalty: 994.761536 Iteration 31Q: 3 clusters Score -2910077 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37879 members Mstep: Class 2 contains 18028 members Entering Unmasked Estep Score: -2910134.500000 Penalty: 994.761536 Iteration 32Q: 3 clusters Score -2910134 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38389 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -2910222.750000 Penalty: 994.761536 Iteration 33Q: 3 clusters Score -2910223 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38931 members Mstep: Class 2 contains 16976 members Entering Unmasked Estep Score: -2910327.000000 Penalty: 994.761536 Iteration 34Q: 3 clusters Score -2910327 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39498 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -2910430.000000 Penalty: 994.761536 Iteration 35Q: 3 clusters Score -2910430 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40090 members Mstep: Class 2 contains 15817 members Entering Unmasked Estep Score: -2910555.500000 Penalty: 994.761536 Iteration 36Q: 3 clusters Score -2910556 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40671 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -2910680.500000 Penalty: 994.761536 Iteration 37Q: 3 clusters Score -2910680 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41294 members Mstep: Class 2 contains 14613 members Entering Unmasked Estep Score: -2910824.500000 Penalty: 994.761536 Iteration 38Q: 3 clusters Score -2910824 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41921 members Mstep: Class 2 contains 13986 members Entering Unmasked Estep Score: -2910978.250000 Penalty: 994.761536 Iteration 39Q: 3 clusters Score -2910978 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42539 members Mstep: Class 2 contains 13368 members Entering Unmasked Estep Score: -2911108.750000 Penalty: 994.761536 Iteration 40F: 3 clusters Score -2911109 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43218 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -2911296.250000 Penalty: 994.761536 Iteration 41Q: 3 clusters Score -2911296 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43922 members Mstep: Class 2 contains 11985 members Entering Unmasked Estep Score: -2911468.250000 Penalty: 994.761536 Iteration 42Q: 3 clusters Score -2911468 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44636 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -2911662.750000 Penalty: 994.761536 Iteration 43Q: 3 clusters Score -2911663 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45336 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -2911866.750000 Penalty: 994.761536 Iteration 44Q: 3 clusters Score -2911867 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46043 members Mstep: Class 2 contains 9864 members Entering Unmasked Estep Score: -2912073.750000 Penalty: 994.761536 Iteration 45Q: 3 clusters Score -2912074 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46789 members Mstep: Class 2 contains 9118 members Entering Unmasked Estep Score: -2912303.250000 Penalty: 994.761536 Iteration 46Q: 3 clusters Score -2912303 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47514 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -2912539.750000 Penalty: 994.761536 Iteration 47Q: 3 clusters Score -2912540 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48205 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -2912769.750000 Penalty: 994.761536 Iteration 48Q: 3 clusters Score -2912770 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48930 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -2913045.750000 Penalty: 994.761536 Iteration 49Q: 3 clusters Score -2913046 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49626 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -2913343.750000 Penalty: 994.761536 Iteration 50Q: 3 clusters Score -2913344 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50311 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -2913628.000000 Penalty: 994.761536 Iteration 51Q: 3 clusters Score -2913628 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50908 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -2913874.750000 Penalty: 994.761536 Iteration 52Q: 3 clusters Score -2913875 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51499 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -2914107.750000 Penalty: 994.761536 Iteration 53Q: 3 clusters Score -2914108 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52044 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -2914382.750000 Penalty: 994.761536 Iteration 54Q: 3 clusters Score -2914383 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52550 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -2914641.250000 Penalty: 994.761536 Iteration 55Q: 3 clusters Score -2914641 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52959 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -2914834.000000 Penalty: 994.761536 Iteration 56Q: 3 clusters Score -2914834 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53299 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -2914988.750000 Penalty: 994.761536 Iteration 57Q: 3 clusters Score -2914989 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53569 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -2915105.750000 Penalty: 994.761536 Iteration 58Q: 3 clusters Score -2915106 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53823 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -2915219.000000 Penalty: 994.761536 Iteration 59Q: 3 clusters Score -2915219 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54015 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -2915310.000000 Penalty: 994.761536 Iteration 60F: 3 clusters Score -2915310 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54194 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -2915399.750000 Penalty: 994.761536 Iteration 61Q: 3 clusters Score -2915400 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54361 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -2915473.750000 Penalty: 994.761536 Iteration 62Q: 3 clusters Score -2915474 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54483 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -2915528.500000 Penalty: 994.761536 Iteration 63Q: 3 clusters Score -2915528 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54606 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -2915563.250000 Penalty: 994.761536 Iteration 64Q: 3 clusters Score -2915563 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54710 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -2915602.500000 Penalty: 994.761536 Iteration 65Q: 3 clusters Score -2915602 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54804 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -2915635.000000 Penalty: 994.761536 Iteration 66Q: 3 clusters Score -2915635 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54889 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -2915668.500000 Penalty: 994.761536 Iteration 67Q: 3 clusters Score -2915668 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54972 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -2915699.250000 Penalty: 994.761536 Iteration 68Q: 3 clusters Score -2915699 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55029 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -2915713.750000 Penalty: 994.761536 Iteration 69Q: 3 clusters Score -2915714 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55070 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -2915714.500000 Penalty: 994.761536 Iteration 70Q: 3 clusters Score -2915714 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55104 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -2915721.500000 Penalty: 994.761536 Iteration 71Q: 3 clusters Score -2915722 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55132 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -2915723.750000 Penalty: 994.761536 Iteration 72Q: 3 clusters Score -2915724 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55152 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -2915731.000000 Penalty: 994.761536 Iteration 73Q: 3 clusters Score -2915731 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55171 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -2915734.750000 Penalty: 994.761536 Iteration 74Q: 3 clusters Score -2915735 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55195 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -2915741.500000 Penalty: 994.761536 Iteration 75Q: 3 clusters Score -2915742 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55213 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -2915745.250000 Penalty: 994.761536 Iteration 76Q: 3 clusters Score -2915745 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55226 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -2915746.250000 Penalty: 994.761536 Iteration 77Q: 3 clusters Score -2915746 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55239 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -2915753.250000 Penalty: 994.761536 Iteration 78Q: 3 clusters Score -2915753 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55250 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -2915760.250000 Penalty: 994.761536 Iteration 79Q: 3 clusters Score -2915760 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55259 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -2915757.250000 Penalty: 994.761536 Iteration 80F: 3 clusters Score -2915757 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55270 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -2915761.000000 Penalty: 994.761536 Iteration 81Q: 3 clusters Score -2915761 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55279 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -2915761.500000 Penalty: 994.761536 Iteration 82Q: 3 clusters Score -2915762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55284 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -2915765.250000 Penalty: 994.761536 Iteration 83Q: 3 clusters Score -2915765 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55287 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -2915765.500000 Penalty: 994.761536 Iteration 84Q: 3 clusters Score -2915766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55289 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -2915766.000000 Penalty: 994.761536 Iteration 85Q: 3 clusters Score -2915766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55292 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -2915764.250000 Penalty: 994.761536 Iteration 86Q: 3 clusters Score -2915764 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55295 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -2915760.750000 Penalty: 994.761536 Iteration 87Q: 3 clusters Score -2915761 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55296 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -2915760.000000 Penalty: 994.761536 Iteration 88Q: 3 clusters Score -2915760 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55296 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -2915760.000000 Penalty: 994.761536 Iteration 89F: 3 clusters Score -2915760 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -11126.081055 Penalty: 248.604355 Iteration 0F: 2 clusters Score -11126.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10816.316406 Penalty: 497.208710 Iteration 0F: 3 clusters Score -10816.32 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10883.113281 Penalty: 497.208710 Iteration 1F: 3 clusters Score -10883.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -10892.264648 Penalty: 497.208710 Iteration 2Q: 3 clusters Score -10892.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -10895.793945 Penalty: 497.208710 Iteration 3Q: 3 clusters Score -10895.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -10901.204102 Penalty: 497.208710 Iteration 4Q: 3 clusters Score -10901.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10902.625000 Penalty: 497.208710 Iteration 5Q: 3 clusters Score -10902.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10902.625000 Penalty: 497.208710 Iteration 6F: 3 clusters Score -10902.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Entering Unmasked Estep Score: -10293.149414 Penalty: 246.229889 Iteration 0F: 2 clusters Score -10293.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -9976.186523 Penalty: 492.459778 Iteration 0F: 3 clusters Score -9976.187 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10050.863281 Penalty: 492.459778 Iteration 1F: 3 clusters Score -10050.86 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -10083.829102 Penalty: 492.459778 Iteration 2F: 3 clusters Score -10083.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -10135.415039 Penalty: 492.459778 Iteration 3F: 3 clusters Score -10135.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -10178.804688 Penalty: 492.459778 Iteration 4Q: 3 clusters Score -10178.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -10203.278320 Penalty: 492.459778 Iteration 5Q: 3 clusters Score -10203.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -10231.672852 Penalty: 492.459778 Iteration 6Q: 3 clusters Score -10231.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -10242.174805 Penalty: 492.459778 Iteration 7Q: 3 clusters Score -10242.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -10245.880859 Penalty: 492.459778 Iteration 8Q: 3 clusters Score -10245.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -10245.880859 Penalty: 492.459778 Iteration 9F: 3 clusters Score -10245.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (100 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Entering Unmasked Estep Score: -3751.015381 Penalty: 209.535248 Iteration 0F: 2 clusters Score -3751.015 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3540.753906 Penalty: 419.070496 Iteration 0F: 3 clusters Score -3540.754 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3577.427002 Penalty: 419.070496 Iteration 1F: 3 clusters Score -3577.427 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3582.198242 Penalty: 419.070496 Iteration 2Q: 3 clusters Score -3582.198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3582.198242 Penalty: 419.070496 Iteration 3F: 3 clusters Score -3582.198 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Entering Unmasked Estep Score: -34184.308594 Penalty: 303.577484 Iteration 0F: 2 clusters Score -34184.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -33491.707031 Penalty: 607.154968 Iteration 0F: 3 clusters Score -33491.71 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -33724.929688 Penalty: 607.154968 Iteration 1F: 3 clusters Score -33724.93 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -33793.253906 Penalty: 607.154968 Iteration 2F: 3 clusters Score -33793.25 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -33860.312500 Penalty: 607.154968 Iteration 3F: 3 clusters Score -33860.31 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -33973.125000 Penalty: 607.154968 Iteration 4F: 3 clusters Score -33973.12 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -34050.625000 Penalty: 607.154968 Iteration 5F: 3 clusters Score -34050.62 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -34099.148438 Penalty: 607.154968 Iteration 6F: 3 clusters Score -34099.15 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -34141.132812 Penalty: 607.154968 Iteration 7F: 3 clusters Score -34141.13 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -34168.828125 Penalty: 607.154968 Iteration 8Q: 3 clusters Score -34168.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -34181.910156 Penalty: 607.154968 Iteration 9Q: 3 clusters Score -34181.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -34195.324219 Penalty: 607.154968 Iteration 10Q: 3 clusters Score -34195.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -34208.484375 Penalty: 607.154968 Iteration 11Q: 3 clusters Score -34208.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -34222.101562 Penalty: 607.154968 Iteration 12Q: 3 clusters Score -34222.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -34238.023438 Penalty: 607.154968 Iteration 13Q: 3 clusters Score -34238.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -34257.816406 Penalty: 607.154968 Iteration 14Q: 3 clusters Score -34257.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -34279.785156 Penalty: 607.154968 Iteration 15Q: 3 clusters Score -34279.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -34301.085938 Penalty: 607.154968 Iteration 16Q: 3 clusters Score -34301.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -34311.324219 Penalty: 607.154968 Iteration 17Q: 3 clusters Score -34311.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -34317.390625 Penalty: 607.154968 Iteration 18Q: 3 clusters Score -34317.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -34320.804688 Penalty: 607.154968 Iteration 19Q: 3 clusters Score -34320.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -34323.023438 Penalty: 607.154968 Iteration 20F: 3 clusters Score -34323.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -34324.382812 Penalty: 607.154968 Iteration 21Q: 3 clusters Score -34324.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -34324.382812 Penalty: 607.154968 Iteration 22F: 3 clusters Score -34324.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2412 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28743 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149074 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 2147 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 208 members Mstep: Class 20 contains 55907 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Mstep: Class 28 contains 198377 members Mstep: Class 29 contains 123 members Mstep: Class 30 contains 146 members Entering Unmasked Estep Score: -24282136.000000 Penalty: 17927.505859 Splitting cluster 24 changes total score from -24281688.000000 to -24282136.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 25 (392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Entering Unmasked Estep Score: -17076.654297 Penalty: 271.692413 Iteration 0F: 2 clusters Score -17076.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -16665.708984 Penalty: 543.384827 Iteration 0F: 3 clusters Score -16665.71 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16757.851562 Penalty: 543.384827 Iteration 1F: 3 clusters Score -16757.85 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -16774.642578 Penalty: 543.384827 Iteration 2F: 3 clusters Score -16774.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -16790.136719 Penalty: 543.384827 Iteration 3Q: 3 clusters Score -16790.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -16797.675781 Penalty: 543.384827 Iteration 4Q: 3 clusters Score -16797.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -16805.218750 Penalty: 543.384827 Iteration 5Q: 3 clusters Score -16805.22 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -16813.210938 Penalty: 543.384827 Iteration 6Q: 3 clusters Score -16813.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -16819.197266 Penalty: 543.384827 Iteration 7Q: 3 clusters Score -16819.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16823.271484 Penalty: 543.384827 Iteration 8Q: 3 clusters Score -16823.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -16823.705078 Penalty: 543.384827 Iteration 9Q: 3 clusters Score -16823.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16824.003906 Penalty: 543.384827 Iteration 10Q: 3 clusters Score -16824 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -16824.003906 Penalty: 543.384827 Iteration 11F: 3 clusters Score -16824 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Entering Unmasked Estep Score: -4693.553711 Penalty: 212.186493 Iteration 0F: 2 clusters Score -4693.554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4477.680176 Penalty: 424.372986 Iteration 0F: 3 clusters Score -4477.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4510.226074 Penalty: 424.372986 Iteration 1F: 3 clusters Score -4510.226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -4530.331055 Penalty: 424.372986 Iteration 2F: 3 clusters Score -4530.331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4532.227539 Penalty: 424.372986 Iteration 3Q: 3 clusters Score -4532.228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -4532.227539 Penalty: 424.372986 Iteration 4F: 3 clusters Score -4532.228 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Entering Unmasked Estep Score: -9986.544922 Penalty: 249.934296 Iteration 0F: 2 clusters Score -9986.545 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 110 members Entering Unmasked Estep Score: -9685.735352 Penalty: 499.868591 Iteration 0F: 3 clusters Score -9685.735 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -9770.732422 Penalty: 499.868591 Iteration 1F: 3 clusters Score -9770.732 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -9809.691406 Penalty: 499.868591 Iteration 2F: 3 clusters Score -9809.691 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -9829.038086 Penalty: 499.868591 Iteration 3F: 3 clusters Score -9829.038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -9840.842773 Penalty: 499.868591 Iteration 4Q: 3 clusters Score -9840.843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -9843.212891 Penalty: 499.868591 Iteration 5Q: 3 clusters Score -9843.213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -9845.035156 Penalty: 499.868591 Iteration 6Q: 3 clusters Score -9845.035 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -9846.630859 Penalty: 499.868591 Iteration 7Q: 3 clusters Score -9846.631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -9846.630859 Penalty: 499.868591 Iteration 8F: 3 clusters Score -9846.631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2412 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28743 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149074 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 340 members Mstep: Class 15 contains 2147 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 395 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 208 members Mstep: Class 20 contains 55907 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -24282160.000000 Penalty: 17927.505859 Iteration 159Q: 31 clusters Score -2.428216e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2434 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28782 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149118 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 135 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2150 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28119 members Mstep: Class 19 contains 207 members Mstep: Class 20 contains 55977 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 100 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 393 members Mstep: Class 26 contains 106 members Mstep: Class 27 contains 246 members Mstep: Class 28 contains 198186 members Mstep: Class 29 contains 121 members Mstep: Class 30 contains 146 members Entering Unmasked Estep ConsiderDeletion Score: -24282160.000000 Penalty: 17927.505859 Iteration 160F: 31 clusters Score -2.428216e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2435 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28641 members Mstep: Class 6 contains 2028 members Mstep: Class 7 contains 19514 members Mstep: Class 8 contains 149048 members Mstep: Class 9 contains 622 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4205 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2150 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28119 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55808 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 96 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 198567 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 152 members Entering Unmasked Estep ConsiderDeletion Score: -24282136.000000 Penalty: 17927.505859 Iteration 161Q: 31 clusters Score -2.428214e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2436 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28561 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 19516 members Mstep: Class 8 contains 149011 members Mstep: Class 9 contains 623 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4203 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2152 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28116 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55659 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 198834 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282160.000000 Penalty: 17927.505859 Iteration 162Q: 31 clusters Score -2.428216e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2437 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28498 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19520 members Mstep: Class 8 contains 148996 members Mstep: Class 9 contains 623 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4202 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 675 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2154 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28113 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55524 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199047 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282122.000000 Penalty: 17927.505859 Iteration 163Q: 31 clusters Score -2.428212e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2436 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28461 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148992 members Mstep: Class 9 contains 623 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4205 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2156 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28110 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55402 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199214 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282140.000000 Penalty: 17927.505859 Iteration 164Q: 31 clusters Score -2.428214e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2436 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28444 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148991 members Mstep: Class 9 contains 623 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4203 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2157 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28110 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55297 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199339 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282126.000000 Penalty: 17927.505859 Iteration 165Q: 31 clusters Score -2.428213e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2438 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28438 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148984 members Mstep: Class 9 contains 624 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4203 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2158 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28108 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55196 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199451 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282150.000000 Penalty: 17927.505859 Iteration 166Q: 31 clusters Score -2.428215e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2440 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28432 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148981 members Mstep: Class 9 contains 626 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4203 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2160 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28103 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55094 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199562 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282152.000000 Penalty: 17927.505859 Iteration 167Q: 31 clusters Score -2.428215e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2445 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28427 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148981 members Mstep: Class 9 contains 627 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4202 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2160 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28096 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 55001 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199660 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282200.000000 Penalty: 17927.505859 Iteration 168Q: 31 clusters Score -2.42822e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2452 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28424 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 19517 members Mstep: Class 8 contains 148987 members Mstep: Class 9 contains 627 members Mstep: Class 10 contains 4280 members Mstep: Class 11 contains 4202 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2160 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28091 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54908 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199749 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282182.000000 Penalty: 17927.505859 Iteration 169Q: 31 clusters Score -2.428218e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2453 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28422 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 19517 members Mstep: Class 8 contains 148985 members Mstep: Class 9 contains 628 members Mstep: Class 10 contains 4279 members Mstep: Class 11 contains 4203 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2160 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28089 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54816 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199844 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282208.000000 Penalty: 17927.505859 Iteration 170Q: 31 clusters Score -2.428221e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2451 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28418 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 19517 members Mstep: Class 8 contains 148982 members Mstep: Class 9 contains 629 members Mstep: Class 10 contains 4279 members Mstep: Class 11 contains 4204 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2161 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28086 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54733 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 199935 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282230.000000 Penalty: 17927.505859 Iteration 171Q: 31 clusters Score -2.428223e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2451 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28419 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19517 members Mstep: Class 8 contains 148985 members Mstep: Class 9 contains 629 members Mstep: Class 10 contains 4278 members Mstep: Class 11 contains 4204 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2161 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28085 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54651 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200014 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282178.000000 Penalty: 17927.505859 Iteration 172Q: 31 clusters Score -2.428218e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2456 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28419 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 19517 members Mstep: Class 8 contains 148983 members Mstep: Class 9 contains 630 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4204 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28080 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54559 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200103 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282164.000000 Penalty: 17927.505859 Iteration 173Q: 31 clusters Score -2.428216e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2456 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28422 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 19517 members Mstep: Class 8 contains 148987 members Mstep: Class 9 contains 632 members Mstep: Class 10 contains 4281 members Mstep: Class 11 contains 4204 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28078 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54474 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200182 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282192.000000 Penalty: 17927.505859 Iteration 174Q: 31 clusters Score -2.428219e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2454 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28429 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 19517 members Mstep: Class 8 contains 148992 members Mstep: Class 9 contains 635 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4204 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28076 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54410 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200234 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282174.000000 Penalty: 17927.505859 Iteration 175Q: 31 clusters Score -2.428217e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2451 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28434 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148992 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 4282 members Mstep: Class 11 contains 4206 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28075 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54344 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200293 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282154.000000 Penalty: 17927.505859 Iteration 176Q: 31 clusters Score -2.428215e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2451 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28440 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148990 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4208 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28073 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54289 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200345 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282142.000000 Penalty: 17927.505859 Iteration 177Q: 31 clusters Score -2.428214e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2453 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28445 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148987 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4209 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28071 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54241 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200391 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282190.000000 Penalty: 17927.505859 Iteration 178Q: 31 clusters Score -2.428219e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2455 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28450 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4210 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28068 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54192 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200433 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282176.000000 Penalty: 17927.505859 Iteration 179Q: 31 clusters Score -2.428218e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2456 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28456 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148991 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4212 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28068 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54133 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200481 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282186.000000 Penalty: 17927.505859 Iteration 180F: 31 clusters Score -2.428219e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2454 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28461 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148994 members Mstep: Class 9 contains 639 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4212 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28068 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 54066 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200542 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282186.000000 Penalty: 17927.505859 Iteration 181Q: 31 clusters Score -2.428219e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2453 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28468 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148997 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4212 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28065 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53997 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200604 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282186.000000 Penalty: 17927.505859 Iteration 182Q: 31 clusters Score -2.428219e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2455 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28476 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148999 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4213 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28063 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53924 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200666 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282180.000000 Penalty: 17927.505859 Iteration 183Q: 31 clusters Score -2.428218e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2455 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28479 members Mstep: Class 6 contains 2017 members Mstep: Class 7 contains 19518 members Mstep: Class 8 contains 148998 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4213 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28062 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53848 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200741 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282172.000000 Penalty: 17927.505859 Iteration 184Q: 31 clusters Score -2.428217e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2459 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28484 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19519 members Mstep: Class 8 contains 148996 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 676 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28059 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53784 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200800 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282132.000000 Penalty: 17927.505859 Iteration 185Q: 31 clusters Score -2.428213e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28493 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19520 members Mstep: Class 8 contains 148994 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 677 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2162 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28055 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53718 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200859 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282160.000000 Penalty: 17927.505859 Iteration 186Q: 31 clusters Score -2.428216e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2460 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28501 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19524 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2163 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28053 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53644 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200927 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282170.000000 Penalty: 17927.505859 Iteration 187Q: 31 clusters Score -2.428217e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28507 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148992 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2165 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28053 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53566 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 200992 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282184.000000 Penalty: 17927.505859 Iteration 188Q: 31 clusters Score -2.428218e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28514 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148995 members Mstep: Class 9 contains 640 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2169 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28053 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53475 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201069 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282200.000000 Penalty: 17927.505859 Iteration 189Q: 31 clusters Score -2.42822e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28518 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148997 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28053 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53400 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201136 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282192.000000 Penalty: 17927.505859 Iteration 190Q: 31 clusters Score -2.428219e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28524 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148995 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28053 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53315 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201217 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282152.000000 Penalty: 17927.505859 Iteration 191Q: 31 clusters Score -2.428215e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28532 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148993 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28053 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53243 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201283 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282144.000000 Penalty: 17927.505859 Iteration 192Q: 31 clusters Score -2.428214e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28541 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148991 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4214 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28053 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53195 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201324 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282130.000000 Penalty: 17927.505859 Iteration 193Q: 31 clusters Score -2.428213e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2461 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28553 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148990 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4215 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28052 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53158 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201350 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282120.000000 Penalty: 17927.505859 Iteration 194Q: 31 clusters Score -2.428212e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2463 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28559 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28052 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53128 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201372 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282114.000000 Penalty: 17927.505859 Iteration 195Q: 31 clusters Score -2.428211e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2463 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28563 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28052 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53102 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201395 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282138.000000 Penalty: 17927.505859 Iteration 196Q: 31 clusters Score -2.428214e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2464 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28569 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53079 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201412 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282128.000000 Penalty: 17927.505859 Iteration 197Q: 31 clusters Score -2.428213e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2465 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28577 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53061 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201421 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282124.000000 Penalty: 17927.505859 Iteration 198Q: 31 clusters Score -2.428212e+07 nChanged 17 Entering ConstructFrom: Score: -24282124.000000 Penalty: 17927.505859 Entering ConstructFrom: Trying to split cluster 1 (2037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Entering Unmasked Estep Score: -91317.828125 Penalty: 346.675140 Iteration 0F: 2 clusters Score -91317.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -89854.609375 Penalty: 693.350281 Iteration 0F: 3 clusters Score -89854.61 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -90333.203125 Penalty: 693.350281 Iteration 1F: 3 clusters Score -90333.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -90400.093750 Penalty: 693.350281 Iteration 2F: 3 clusters Score -90400.09 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -90436.296875 Penalty: 693.350281 Iteration 3Q: 3 clusters Score -90436.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -90459.968750 Penalty: 693.350281 Iteration 4Q: 3 clusters Score -90459.97 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -90476.507812 Penalty: 693.350281 Iteration 5Q: 3 clusters Score -90476.51 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -90487.132812 Penalty: 693.350281 Iteration 6Q: 3 clusters Score -90487.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -90504.179688 Penalty: 693.350281 Iteration 7Q: 3 clusters Score -90504.18 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -90550.898438 Penalty: 693.350281 Iteration 8Q: 3 clusters Score -90550.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -90624.343750 Penalty: 693.350281 Iteration 9Q: 3 clusters Score -90624.34 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -90723.328125 Penalty: 693.350281 Iteration 10F: 3 clusters Score -90723.33 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -90798.242188 Penalty: 693.350281 Iteration 11F: 3 clusters Score -90798.24 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -90871.234375 Penalty: 693.350281 Iteration 12F: 3 clusters Score -90871.23 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -90930.484375 Penalty: 693.350281 Iteration 13Q: 3 clusters Score -90930.48 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -90986.500000 Penalty: 693.350281 Iteration 14Q: 3 clusters Score -90986.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -91059.046875 Penalty: 693.350281 Iteration 15Q: 3 clusters Score -91059.05 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -91111.742188 Penalty: 693.350281 Iteration 16Q: 3 clusters Score -91111.74 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -91150.156250 Penalty: 693.350281 Iteration 17Q: 3 clusters Score -91150.16 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -91182.101562 Penalty: 693.350281 Iteration 18Q: 3 clusters Score -91182.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -91204.789062 Penalty: 693.350281 Iteration 19Q: 3 clusters Score -91204.79 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -91221.414062 Penalty: 693.350281 Iteration 20F: 3 clusters Score -91221.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -91230.812500 Penalty: 693.350281 Iteration 21Q: 3 clusters Score -91230.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -91241.429688 Penalty: 693.350281 Iteration 22Q: 3 clusters Score -91241.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -91251.195312 Penalty: 693.350281 Iteration 23Q: 3 clusters Score -91251.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -91257.601562 Penalty: 693.350281 Iteration 24Q: 3 clusters Score -91257.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -91260.414062 Penalty: 693.350281 Iteration 25Q: 3 clusters Score -91260.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -91262.867188 Penalty: 693.350281 Iteration 26Q: 3 clusters Score -91262.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -91266.281250 Penalty: 693.350281 Iteration 27Q: 3 clusters Score -91266.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -91267.070312 Penalty: 693.350281 Iteration 28Q: 3 clusters Score -91267.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -91267.070312 Penalty: 693.350281 Iteration 29F: 3 clusters Score -91267.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Entering Unmasked Estep Score: -117276.937500 Penalty: 355.371063 Iteration 0F: 2 clusters Score -117276.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -115530.031250 Penalty: 710.742126 Iteration 0F: 3 clusters Score -115530 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -116139.273438 Penalty: 710.742126 Iteration 1F: 3 clusters Score -116139.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -116241.718750 Penalty: 710.742126 Iteration 2F: 3 clusters Score -116241.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -116347.148438 Penalty: 710.742126 Iteration 3F: 3 clusters Score -116347.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -116450.742188 Penalty: 710.742126 Iteration 4F: 3 clusters Score -116450.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -116549.523438 Penalty: 710.742126 Iteration 5Q: 3 clusters Score -116549.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -116625.343750 Penalty: 710.742126 Iteration 6Q: 3 clusters Score -116625.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -116691.835938 Penalty: 710.742126 Iteration 7Q: 3 clusters Score -116691.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -116753.859375 Penalty: 710.742126 Iteration 8Q: 3 clusters Score -116753.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -116819.976562 Penalty: 710.742126 Iteration 9Q: 3 clusters Score -116820 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -116877.562500 Penalty: 710.742126 Iteration 10Q: 3 clusters Score -116877.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -116917.429688 Penalty: 710.742126 Iteration 11Q: 3 clusters Score -116917.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -116937.828125 Penalty: 710.742126 Iteration 12Q: 3 clusters Score -116937.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -116948.476562 Penalty: 710.742126 Iteration 13Q: 3 clusters Score -116948.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -116966.164062 Penalty: 710.742126 Iteration 14Q: 3 clusters Score -116966.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -116991.421875 Penalty: 710.742126 Iteration 15Q: 3 clusters Score -116991.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -117018.179688 Penalty: 710.742126 Iteration 16Q: 3 clusters Score -117018.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -117039.843750 Penalty: 710.742126 Iteration 17Q: 3 clusters Score -117039.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -117059.335938 Penalty: 710.742126 Iteration 18Q: 3 clusters Score -117059.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -117070.593750 Penalty: 710.742126 Iteration 19Q: 3 clusters Score -117070.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -117079.507812 Penalty: 710.742126 Iteration 20F: 3 clusters Score -117079.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -117088.976562 Penalty: 710.742126 Iteration 21Q: 3 clusters Score -117089 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -117098.250000 Penalty: 710.742126 Iteration 22Q: 3 clusters Score -117098.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -117107.632812 Penalty: 710.742126 Iteration 23Q: 3 clusters Score -117107.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -117118.351562 Penalty: 710.742126 Iteration 24Q: 3 clusters Score -117118.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -117124.484375 Penalty: 710.742126 Iteration 25Q: 3 clusters Score -117124.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -117128.890625 Penalty: 710.742126 Iteration 26Q: 3 clusters Score -117128.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -117131.570312 Penalty: 710.742126 Iteration 27Q: 3 clusters Score -117131.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -117132.765625 Penalty: 710.742126 Iteration 28Q: 3 clusters Score -117132.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -117133.140625 Penalty: 710.742126 Iteration 29Q: 3 clusters Score -117133.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -117133.804688 Penalty: 710.742126 Iteration 30Q: 3 clusters Score -117133.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -117134.109375 Penalty: 710.742126 Iteration 31Q: 3 clusters Score -117134.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -117134.945312 Penalty: 710.742126 Iteration 32Q: 3 clusters Score -117134.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -117135.773438 Penalty: 710.742126 Iteration 33Q: 3 clusters Score -117135.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -117136.468750 Penalty: 710.742126 Iteration 34Q: 3 clusters Score -117136.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -117137.093750 Penalty: 710.742126 Iteration 35Q: 3 clusters Score -117137.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -117137.500000 Penalty: 710.742126 Iteration 36Q: 3 clusters Score -117137.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -117137.445312 Penalty: 710.742126 Iteration 37Q: 3 clusters Score -117137.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -117137.976562 Penalty: 710.742126 Iteration 38Q: 3 clusters Score -117138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -117138.210938 Penalty: 710.742126 Iteration 39Q: 3 clusters Score -117138.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -117138.210938 Penalty: 710.742126 Iteration 40F: 3 clusters Score -117138.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (94 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Entering Unmasked Estep Score: -3615.738037 Penalty: 206.719925 Iteration 0F: 2 clusters Score -3615.738 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3418.847168 Penalty: 413.439850 Iteration 0F: 3 clusters Score -3418.847 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 34 members Entering Unmasked Estep Score: -3449.758789 Penalty: 413.439850 Iteration 1F: 3 clusters Score -3449.759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3452.085205 Penalty: 413.439850 Iteration 2Q: 3 clusters Score -3452.085 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3452.085205 Penalty: 413.439850 Iteration 3F: 3 clusters Score -3452.085 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Entering Unmasked Estep Score: -193486.843750 Penalty: 375.934662 Iteration 0F: 2 clusters Score -193486.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -190847.203125 Penalty: 751.869324 Iteration 0F: 3 clusters Score -190847.2 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -191828.734375 Penalty: 751.869324 Iteration 1F: 3 clusters Score -191828.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -191990.546875 Penalty: 751.869324 Iteration 2F: 3 clusters Score -191990.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -192163.828125 Penalty: 751.869324 Iteration 3F: 3 clusters Score -192163.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -192301.375000 Penalty: 751.869324 Iteration 4F: 3 clusters Score -192301.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -192393.703125 Penalty: 751.869324 Iteration 5Q: 3 clusters Score -192393.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -192448.031250 Penalty: 751.869324 Iteration 6Q: 3 clusters Score -192448 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -192485.031250 Penalty: 751.869324 Iteration 7Q: 3 clusters Score -192485 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -192516.375000 Penalty: 751.869324 Iteration 8Q: 3 clusters Score -192516.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -192542.703125 Penalty: 751.869324 Iteration 9Q: 3 clusters Score -192542.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -192574.375000 Penalty: 751.869324 Iteration 10Q: 3 clusters Score -192574.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -192602.703125 Penalty: 751.869324 Iteration 11Q: 3 clusters Score -192602.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -192630.390625 Penalty: 751.869324 Iteration 12Q: 3 clusters Score -192630.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -192654.375000 Penalty: 751.869324 Iteration 13Q: 3 clusters Score -192654.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -192678.515625 Penalty: 751.869324 Iteration 14Q: 3 clusters Score -192678.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -192707.343750 Penalty: 751.869324 Iteration 15Q: 3 clusters Score -192707.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -192728.437500 Penalty: 751.869324 Iteration 16Q: 3 clusters Score -192728.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -192749.375000 Penalty: 751.869324 Iteration 17Q: 3 clusters Score -192749.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -192776.531250 Penalty: 751.869324 Iteration 18Q: 3 clusters Score -192776.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -192804.578125 Penalty: 751.869324 Iteration 19Q: 3 clusters Score -192804.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -192837.296875 Penalty: 751.869324 Iteration 20F: 3 clusters Score -192837.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -192870.734375 Penalty: 751.869324 Iteration 21Q: 3 clusters Score -192870.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -192909.718750 Penalty: 751.869324 Iteration 22Q: 3 clusters Score -192909.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -192956.609375 Penalty: 751.869324 Iteration 23Q: 3 clusters Score -192956.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -192997.984375 Penalty: 751.869324 Iteration 24Q: 3 clusters Score -192998 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -193047.625000 Penalty: 751.869324 Iteration 25Q: 3 clusters Score -193047.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -193101.593750 Penalty: 751.869324 Iteration 26Q: 3 clusters Score -193101.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -193156.890625 Penalty: 751.869324 Iteration 27Q: 3 clusters Score -193156.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -193200.265625 Penalty: 751.869324 Iteration 28Q: 3 clusters Score -193200.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -193221.171875 Penalty: 751.869324 Iteration 29Q: 3 clusters Score -193221.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -193231.968750 Penalty: 751.869324 Iteration 30Q: 3 clusters Score -193232 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -193240.515625 Penalty: 751.869324 Iteration 31Q: 3 clusters Score -193240.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -193246.765625 Penalty: 751.869324 Iteration 32Q: 3 clusters Score -193246.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -193247.187500 Penalty: 751.869324 Iteration 33Q: 3 clusters Score -193247.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -193247.187500 Penalty: 751.869324 Iteration 34F: 3 clusters Score -193247.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28583 members Entering Unmasked Estep Score: -1340945.000000 Penalty: 466.855835 Iteration 0F: 2 clusters Score -1340945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 14299 members Entering Unmasked Estep Score: -1321786.500000 Penalty: 933.711670 Iteration 0F: 3 clusters Score -1321786 nChanged 13707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 13382 members Entering Unmasked Estep Score: -1330373.125000 Penalty: 933.711670 Iteration 1F: 3 clusters Score -1330373 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15576 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -1331225.000000 Penalty: 933.711670 Iteration 2F: 3 clusters Score -1331225 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16037 members Mstep: Class 2 contains 12546 members Entering Unmasked Estep Score: -1332228.750000 Penalty: 933.711670 Iteration 3F: 3 clusters Score -1332229 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16583 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -1333234.750000 Penalty: 933.711670 Iteration 4F: 3 clusters Score -1333235 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17243 members Mstep: Class 2 contains 11340 members Entering Unmasked Estep Score: -1334295.375000 Penalty: 933.711670 Iteration 5F: 3 clusters Score -1334295 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 10681 members Entering Unmasked Estep Score: -1335461.875000 Penalty: 933.711670 Iteration 6F: 3 clusters Score -1335462 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18524 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -1336450.500000 Penalty: 933.711670 Iteration 7Q: 3 clusters Score -1336450 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19109 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -1336968.750000 Penalty: 933.711670 Iteration 8Q: 3 clusters Score -1336969 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19672 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -1337227.125000 Penalty: 933.711670 Iteration 9Q: 3 clusters Score -1337227 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20198 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -1337421.875000 Penalty: 933.711670 Iteration 10Q: 3 clusters Score -1337422 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1337633.500000 Penalty: 933.711670 Iteration 11Q: 3 clusters Score -1337634 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21285 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -1337841.875000 Penalty: 933.711670 Iteration 12Q: 3 clusters Score -1337842 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21830 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -1338046.000000 Penalty: 933.711670 Iteration 13Q: 3 clusters Score -1338046 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22384 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -1338276.875000 Penalty: 933.711670 Iteration 14Q: 3 clusters Score -1338277 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22926 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -1338488.250000 Penalty: 933.711670 Iteration 15Q: 3 clusters Score -1338488 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23453 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1338694.375000 Penalty: 933.711670 Iteration 16Q: 3 clusters Score -1338694 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23952 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -1338898.125000 Penalty: 933.711670 Iteration 17Q: 3 clusters Score -1338898 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24432 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1339112.125000 Penalty: 933.711670 Iteration 18Q: 3 clusters Score -1339112 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24889 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -1339309.250000 Penalty: 933.711670 Iteration 19Q: 3 clusters Score -1339309 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25320 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -1339511.375000 Penalty: 933.711670 Iteration 20F: 3 clusters Score -1339511 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25722 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1339689.750000 Penalty: 933.711670 Iteration 21Q: 3 clusters Score -1339690 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26078 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -1339826.875000 Penalty: 933.711670 Iteration 22Q: 3 clusters Score -1339827 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26380 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1339943.250000 Penalty: 933.711670 Iteration 23Q: 3 clusters Score -1339943 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1340061.875000 Penalty: 933.711670 Iteration 24Q: 3 clusters Score -1340062 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26885 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -1340153.125000 Penalty: 933.711670 Iteration 25Q: 3 clusters Score -1340153 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27095 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1340240.875000 Penalty: 933.711670 Iteration 26Q: 3 clusters Score -1340241 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27259 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1340301.625000 Penalty: 933.711670 Iteration 27Q: 3 clusters Score -1340302 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27403 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1340355.625000 Penalty: 933.711670 Iteration 28Q: 3 clusters Score -1340356 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27522 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1340401.375000 Penalty: 933.711670 Iteration 29Q: 3 clusters Score -1340401 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27634 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1340445.750000 Penalty: 933.711670 Iteration 30Q: 3 clusters Score -1340446 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27719 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1340483.500000 Penalty: 933.711670 Iteration 31Q: 3 clusters Score -1340484 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27797 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1340509.750000 Penalty: 933.711670 Iteration 32Q: 3 clusters Score -1340510 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27870 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1340539.375000 Penalty: 933.711670 Iteration 33Q: 3 clusters Score -1340539 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27919 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1340559.000000 Penalty: 933.711670 Iteration 34Q: 3 clusters Score -1340559 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27964 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1340575.125000 Penalty: 933.711670 Iteration 35Q: 3 clusters Score -1340575 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27998 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1340585.875000 Penalty: 933.711670 Iteration 36Q: 3 clusters Score -1340586 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28026 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1340597.000000 Penalty: 933.711670 Iteration 37Q: 3 clusters Score -1340597 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28050 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1340604.375000 Penalty: 933.711670 Iteration 38Q: 3 clusters Score -1340604 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28067 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1340605.875000 Penalty: 933.711670 Iteration 39Q: 3 clusters Score -1340606 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28082 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1340607.375000 Penalty: 933.711670 Iteration 40F: 3 clusters Score -1340607 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28099 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -1340615.375000 Penalty: 933.711670 Iteration 41Q: 3 clusters Score -1340615 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28114 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1340619.750000 Penalty: 933.711670 Iteration 42Q: 3 clusters Score -1340620 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28127 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -1340622.500000 Penalty: 933.711670 Iteration 43Q: 3 clusters Score -1340622 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28137 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1340623.500000 Penalty: 933.711670 Iteration 44Q: 3 clusters Score -1340624 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28146 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1340627.500000 Penalty: 933.711670 Iteration 45Q: 3 clusters Score -1340628 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28154 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -1340631.125000 Penalty: 933.711670 Iteration 46Q: 3 clusters Score -1340631 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28160 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1340632.875000 Penalty: 933.711670 Iteration 47Q: 3 clusters Score -1340633 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28167 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1340632.500000 Penalty: 933.711670 Iteration 48Q: 3 clusters Score -1340632 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28174 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1340636.875000 Penalty: 933.711670 Iteration 49Q: 3 clusters Score -1340637 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28181 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1340642.125000 Penalty: 933.711670 Iteration 50Q: 3 clusters Score -1340642 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28192 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1340643.000000 Penalty: 933.711670 Iteration 51Q: 3 clusters Score -1340643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28197 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1340642.750000 Penalty: 933.711670 Iteration 52Q: 3 clusters Score -1340643 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28201 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1340642.000000 Penalty: 933.711670 Iteration 53Q: 3 clusters Score -1340642 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28207 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -1340645.500000 Penalty: 933.711670 Iteration 54Q: 3 clusters Score -1340646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28209 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1340644.000000 Penalty: 933.711670 Iteration 55Q: 3 clusters Score -1340644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28209 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1340644.000000 Penalty: 933.711670 Iteration 56F: 3 clusters Score -1340644 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Entering Unmasked Estep Score: -104039.140625 Penalty: 346.181030 Iteration 0F: 2 clusters Score -104039.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -102572.187500 Penalty: 692.362061 Iteration 0F: 3 clusters Score -102572.2 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -103061.500000 Penalty: 692.362061 Iteration 1F: 3 clusters Score -103061.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -103125.656250 Penalty: 692.362061 Iteration 2F: 3 clusters Score -103125.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -103173.195312 Penalty: 692.362061 Iteration 3F: 3 clusters Score -103173.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -103218.976562 Penalty: 692.362061 Iteration 4Q: 3 clusters Score -103219 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -103270.148438 Penalty: 692.362061 Iteration 5Q: 3 clusters Score -103270.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -103320.570312 Penalty: 692.362061 Iteration 6Q: 3 clusters Score -103320.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -103365.765625 Penalty: 692.362061 Iteration 7Q: 3 clusters Score -103365.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -103417.039062 Penalty: 692.362061 Iteration 8Q: 3 clusters Score -103417 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -103483.664062 Penalty: 692.362061 Iteration 9Q: 3 clusters Score -103483.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -103542.796875 Penalty: 692.362061 Iteration 10Q: 3 clusters Score -103542.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -103595.203125 Penalty: 692.362061 Iteration 11Q: 3 clusters Score -103595.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -103617.398438 Penalty: 692.362061 Iteration 12Q: 3 clusters Score -103617.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -103634.179688 Penalty: 692.362061 Iteration 13Q: 3 clusters Score -103634.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -103642.531250 Penalty: 692.362061 Iteration 14Q: 3 clusters Score -103642.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -103649.960938 Penalty: 692.362061 Iteration 15Q: 3 clusters Score -103650 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -103656.750000 Penalty: 692.362061 Iteration 16Q: 3 clusters Score -103656.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -103663.398438 Penalty: 692.362061 Iteration 17Q: 3 clusters Score -103663.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -103668.820312 Penalty: 692.362061 Iteration 18Q: 3 clusters Score -103668.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -103672.093750 Penalty: 692.362061 Iteration 19Q: 3 clusters Score -103672.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -103673.687500 Penalty: 692.362061 Iteration 20F: 3 clusters Score -103673.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -103674.289062 Penalty: 692.362061 Iteration 21Q: 3 clusters Score -103674.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -103674.656250 Penalty: 692.362061 Iteration 22Q: 3 clusters Score -103674.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -103674.664062 Penalty: 692.362061 Iteration 23Q: 3 clusters Score -103674.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -103674.898438 Penalty: 692.362061 Iteration 24Q: 3 clusters Score -103674.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -103674.992188 Penalty: 692.362061 Iteration 25Q: 3 clusters Score -103675 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -103675.039062 Penalty: 692.362061 Iteration 26Q: 3 clusters Score -103675 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -103675.273438 Penalty: 692.362061 Iteration 27Q: 3 clusters Score -103675.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -103675.398438 Penalty: 692.362061 Iteration 28Q: 3 clusters Score -103675.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -103675.726562 Penalty: 692.362061 Iteration 29Q: 3 clusters Score -103675.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -103676.007812 Penalty: 692.362061 Iteration 30Q: 3 clusters Score -103676 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -103676.421875 Penalty: 692.362061 Iteration 31Q: 3 clusters Score -103676.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -103676.828125 Penalty: 692.362061 Iteration 32Q: 3 clusters Score -103676.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -103678.242188 Penalty: 692.362061 Iteration 33Q: 3 clusters Score -103678.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -103678.640625 Penalty: 692.362061 Iteration 34Q: 3 clusters Score -103678.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -103678.898438 Penalty: 692.362061 Iteration 35Q: 3 clusters Score -103678.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -103679.265625 Penalty: 692.362061 Iteration 36Q: 3 clusters Score -103679.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -103679.609375 Penalty: 692.362061 Iteration 37Q: 3 clusters Score -103679.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -103679.671875 Penalty: 692.362061 Iteration 38Q: 3 clusters Score -103679.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -103679.757812 Penalty: 692.362061 Iteration 39Q: 3 clusters Score -103679.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -103679.757812 Penalty: 692.362061 Iteration 40F: 3 clusters Score -103679.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (19525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19525 members Entering Unmasked Estep Score: -1003263.625000 Penalty: 449.515015 Iteration 0F: 2 clusters Score -1003264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -990232.375000 Penalty: 899.030029 Iteration 0F: 3 clusters Score -990232.4 nChanged 9287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -995526.062500 Penalty: 899.030029 Iteration 1F: 3 clusters Score -995526.1 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Mstep: Class 2 contains 10087 members Entering Unmasked Estep Score: -995665.750000 Penalty: 899.030029 Iteration 2Q: 3 clusters Score -995665.8 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -995808.625000 Penalty: 899.030029 Iteration 3Q: 3 clusters Score -995808.6 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -995985.875000 Penalty: 899.030029 Iteration 4Q: 3 clusters Score -995985.9 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -996201.687500 Penalty: 899.030029 Iteration 5Q: 3 clusters Score -996201.7 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -996541.437500 Penalty: 899.030029 Iteration 6Q: 3 clusters Score -996541.4 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 12393 members Entering Unmasked Estep Score: -997070.687500 Penalty: 899.030029 Iteration 7Q: 3 clusters Score -997070.7 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -997861.562500 Penalty: 899.030029 Iteration 8F: 3 clusters Score -997861.6 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 14375 members Entering Unmasked Estep Score: -998809.375000 Penalty: 899.030029 Iteration 9F: 3 clusters Score -998809.4 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 15306 members Entering Unmasked Estep Score: -999809.000000 Penalty: 899.030029 Iteration 10F: 3 clusters Score -999809 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 16042 members Entering Unmasked Estep Score: -1000639.500000 Penalty: 899.030029 Iteration 11Q: 3 clusters Score -1000640 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 16540 members Entering Unmasked Estep Score: -1001129.250000 Penalty: 899.030029 Iteration 12Q: 3 clusters Score -1001129 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 16921 members Entering Unmasked Estep Score: -1001459.750000 Penalty: 899.030029 Iteration 13Q: 3 clusters Score -1001460 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 17243 members Entering Unmasked Estep Score: -1001691.812500 Penalty: 899.030029 Iteration 14Q: 3 clusters Score -1001692 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 17501 members Entering Unmasked Estep Score: -1001873.375000 Penalty: 899.030029 Iteration 15Q: 3 clusters Score -1001873 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 17732 members Entering Unmasked Estep Score: -1002042.875000 Penalty: 899.030029 Iteration 16Q: 3 clusters Score -1002043 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 17938 members Entering Unmasked Estep Score: -1002181.750000 Penalty: 899.030029 Iteration 17Q: 3 clusters Score -1002182 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 18125 members Entering Unmasked Estep Score: -1002298.562500 Penalty: 899.030029 Iteration 18Q: 3 clusters Score -1002299 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 18278 members Entering Unmasked Estep Score: -1002398.062500 Penalty: 899.030029 Iteration 19Q: 3 clusters Score -1002398 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 18406 members Entering Unmasked Estep Score: -1002486.625000 Penalty: 899.030029 Iteration 20F: 3 clusters Score -1002487 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 18511 members Entering Unmasked Estep Score: -1002555.812500 Penalty: 899.030029 Iteration 21Q: 3 clusters Score -1002556 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 18597 members Entering Unmasked Estep Score: -1002602.125000 Penalty: 899.030029 Iteration 22Q: 3 clusters Score -1002602 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 18687 members Entering Unmasked Estep Score: -1002646.937500 Penalty: 899.030029 Iteration 23Q: 3 clusters Score -1002647 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 18756 members Entering Unmasked Estep Score: -1002672.625000 Penalty: 899.030029 Iteration 24Q: 3 clusters Score -1002673 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 18799 members Entering Unmasked Estep Score: -1002689.250000 Penalty: 899.030029 Iteration 25Q: 3 clusters Score -1002689 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 18841 members Entering Unmasked Estep Score: -1002707.312500 Penalty: 899.030029 Iteration 26Q: 3 clusters Score -1002707 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 18881 members Entering Unmasked Estep Score: -1002721.562500 Penalty: 899.030029 Iteration 27Q: 3 clusters Score -1002722 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 18915 members Entering Unmasked Estep Score: -1002736.750000 Penalty: 899.030029 Iteration 28Q: 3 clusters Score -1002737 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 18958 members Entering Unmasked Estep Score: -1002763.875000 Penalty: 899.030029 Iteration 29Q: 3 clusters Score -1002764 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 19000 members Entering Unmasked Estep Score: -1002789.187500 Penalty: 899.030029 Iteration 30Q: 3 clusters Score -1002789 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 19041 members Entering Unmasked Estep Score: -1002812.000000 Penalty: 899.030029 Iteration 31Q: 3 clusters Score -1002812 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 19083 members Entering Unmasked Estep Score: -1002831.000000 Penalty: 899.030029 Iteration 32Q: 3 clusters Score -1002831 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 19112 members Entering Unmasked Estep Score: -1002842.125000 Penalty: 899.030029 Iteration 33Q: 3 clusters Score -1002842 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 19140 members Entering Unmasked Estep Score: -1002856.187500 Penalty: 899.030029 Iteration 34Q: 3 clusters Score -1002856 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 19152 members Entering Unmasked Estep Score: -1002861.500000 Penalty: 899.030029 Iteration 35Q: 3 clusters Score -1002862 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 19163 members Entering Unmasked Estep Score: -1002863.937500 Penalty: 899.030029 Iteration 36Q: 3 clusters Score -1002864 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 19174 members Entering Unmasked Estep Score: -1002867.500000 Penalty: 899.030029 Iteration 37Q: 3 clusters Score -1002868 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 19180 members Entering Unmasked Estep Score: -1002869.562500 Penalty: 899.030029 Iteration 38Q: 3 clusters Score -1002870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 19186 members Entering Unmasked Estep Score: -1002870.500000 Penalty: 899.030029 Iteration 39Q: 3 clusters Score -1002870 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 19191 members Entering Unmasked Estep Score: -1002872.375000 Penalty: 899.030029 Iteration 40F: 3 clusters Score -1002872 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 19193 members Entering Unmasked Estep Score: -1002873.375000 Penalty: 899.030029 Iteration 41Q: 3 clusters Score -1002873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 19196 members Entering Unmasked Estep Score: -1002872.562500 Penalty: 899.030029 Iteration 42Q: 3 clusters Score -1002873 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -1002874.937500 Penalty: 899.030029 Iteration 43Q: 3 clusters Score -1002875 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 19201 members Entering Unmasked Estep Score: -1002874.812500 Penalty: 899.030029 Iteration 44Q: 3 clusters Score -1002875 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 19203 members Entering Unmasked Estep Score: -1002874.625000 Penalty: 899.030029 Iteration 45Q: 3 clusters Score -1002875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 19208 members Entering Unmasked Estep Score: -1002877.187500 Penalty: 899.030029 Iteration 46Q: 3 clusters Score -1002877 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 19213 members Entering Unmasked Estep Score: -1002879.187500 Penalty: 899.030029 Iteration 47Q: 3 clusters Score -1002879 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 19221 members Entering Unmasked Estep Score: -1002879.937500 Penalty: 899.030029 Iteration 48Q: 3 clusters Score -1002880 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 19226 members Entering Unmasked Estep Score: -1002882.312500 Penalty: 899.030029 Iteration 49Q: 3 clusters Score -1002882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 19229 members Entering Unmasked Estep Score: -1002883.625000 Penalty: 899.030029 Iteration 50Q: 3 clusters Score -1002884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 19229 members Entering Unmasked Estep Score: -1002884.625000 Penalty: 899.030029 Iteration 51Q: 3 clusters Score -1002885 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -1002886.000000 Penalty: 899.030029 Iteration 52Q: 3 clusters Score -1002886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 19233 members Entering Unmasked Estep Score: -1002886.062500 Penalty: 899.030029 Iteration 53Q: 3 clusters Score -1002886 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 19237 members Entering Unmasked Estep Score: -1002885.875000 Penalty: 899.030029 Iteration 54Q: 3 clusters Score -1002886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 19238 members Entering Unmasked Estep Score: -1002886.562500 Penalty: 899.030029 Iteration 55Q: 3 clusters Score -1002887 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 19238 members Entering Unmasked Estep Score: -1002886.562500 Penalty: 899.030029 Iteration 56F: 3 clusters Score -1002887 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (148988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148988 members Entering Unmasked Estep Score: -7535103.000000 Penalty: 541.978760 Iteration 0F: 2 clusters Score -7535103 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74324 members Mstep: Class 2 contains 74664 members Entering Unmasked Estep Score: -7441948.000000 Penalty: 1083.957520 Iteration 0F: 3 clusters Score -7441948 nChanged 73261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70685 members Mstep: Class 2 contains 78303 members Entering Unmasked Estep Score: -7485828.500000 Penalty: 1083.957520 Iteration 1F: 3 clusters Score -7485828 nChanged 5391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67586 members Mstep: Class 2 contains 81402 members Entering Unmasked Estep Score: -7487841.500000 Penalty: 1083.957520 Iteration 2Q: 3 clusters Score -7487842 nChanged 6887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62849 members Mstep: Class 2 contains 86139 members Entering Unmasked Estep Score: -7491396.000000 Penalty: 1083.957520 Iteration 3Q: 3 clusters Score -7491396 nChanged 8799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56356 members Mstep: Class 2 contains 92632 members Entering Unmasked Estep Score: -7497526.500000 Penalty: 1083.957520 Iteration 4F: 3 clusters Score -7497526 nChanged 9994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49026 members Mstep: Class 2 contains 99962 members Entering Unmasked Estep Score: -7505906.500000 Penalty: 1083.957520 Iteration 5F: 3 clusters Score -7505906 nChanged 9766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42458 members Mstep: Class 2 contains 106530 members Entering Unmasked Estep Score: -7513560.500000 Penalty: 1083.957520 Iteration 6F: 3 clusters Score -7513560 nChanged 8010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37638 members Mstep: Class 2 contains 111350 members Entering Unmasked Estep Score: -7518424.000000 Penalty: 1083.957520 Iteration 7F: 3 clusters Score -7518424 nChanged 5642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33914 members Mstep: Class 2 contains 115074 members Entering Unmasked Estep Score: -7520821.000000 Penalty: 1083.957520 Iteration 8Q: 3 clusters Score -7520821 nChanged 4158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30452 members Mstep: Class 2 contains 118536 members Entering Unmasked Estep Score: -7522215.500000 Penalty: 1083.957520 Iteration 9Q: 3 clusters Score -7522216 nChanged 3541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27117 members Mstep: Class 2 contains 121871 members Entering Unmasked Estep Score: -7523420.500000 Penalty: 1083.957520 Iteration 10Q: 3 clusters Score -7523420 nChanged 3288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23913 members Mstep: Class 2 contains 125075 members Entering Unmasked Estep Score: -7524570.500000 Penalty: 1083.957520 Iteration 11Q: 3 clusters Score -7524570 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20906 members Mstep: Class 2 contains 128082 members Entering Unmasked Estep Score: -7525708.500000 Penalty: 1083.957520 Iteration 12Q: 3 clusters Score -7525708 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18200 members Mstep: Class 2 contains 130788 members Entering Unmasked Estep Score: -7526659.500000 Penalty: 1083.957520 Iteration 13Q: 3 clusters Score -7526660 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15766 members Mstep: Class 2 contains 133222 members Entering Unmasked Estep Score: -7527621.000000 Penalty: 1083.957520 Iteration 14Q: 3 clusters Score -7527621 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 135370 members Entering Unmasked Estep Score: -7528569.500000 Penalty: 1083.957520 Iteration 15Q: 3 clusters Score -7528570 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11683 members Mstep: Class 2 contains 137305 members Entering Unmasked Estep Score: -7529432.000000 Penalty: 1083.957520 Iteration 16Q: 3 clusters Score -7529432 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 139002 members Entering Unmasked Estep Score: -7530326.000000 Penalty: 1083.957520 Iteration 17Q: 3 clusters Score -7530326 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 140454 members Entering Unmasked Estep Score: -7530998.000000 Penalty: 1083.957520 Iteration 18Q: 3 clusters Score -7530998 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7299 members Mstep: Class 2 contains 141689 members Entering Unmasked Estep Score: -7531637.500000 Penalty: 1083.957520 Iteration 19Q: 3 clusters Score -7531638 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 142820 members Entering Unmasked Estep Score: -7532190.000000 Penalty: 1083.957520 Iteration 20F: 3 clusters Score -7532190 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 143771 members Entering Unmasked Estep Score: -7532633.000000 Penalty: 1083.957520 Iteration 21Q: 3 clusters Score -7532633 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 144567 members Entering Unmasked Estep Score: -7532955.500000 Penalty: 1083.957520 Iteration 22Q: 3 clusters Score -7532956 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 145275 members Entering Unmasked Estep Score: -7533236.500000 Penalty: 1083.957520 Iteration 23Q: 3 clusters Score -7533236 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 145897 members Entering Unmasked Estep Score: -7533456.500000 Penalty: 1083.957520 Iteration 24Q: 3 clusters Score -7533456 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 146419 members Entering Unmasked Estep Score: -7533661.500000 Penalty: 1083.957520 Iteration 25Q: 3 clusters Score -7533662 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 146851 members Entering Unmasked Estep Score: -7533866.000000 Penalty: 1083.957520 Iteration 26Q: 3 clusters Score -7533866 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 147220 members Entering Unmasked Estep Score: -7534006.500000 Penalty: 1083.957520 Iteration 27Q: 3 clusters Score -7534006 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 147516 members Entering Unmasked Estep Score: -7534100.500000 Penalty: 1083.957520 Iteration 28Q: 3 clusters Score -7534100 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 147761 members Entering Unmasked Estep Score: -7534202.000000 Penalty: 1083.957520 Iteration 29Q: 3 clusters Score -7534202 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 147963 members Entering Unmasked Estep Score: -7534268.500000 Penalty: 1083.957520 Iteration 30Q: 3 clusters Score -7534268 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 148122 members Entering Unmasked Estep Score: -7534364.500000 Penalty: 1083.957520 Iteration 31Q: 3 clusters Score -7534364 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 148235 members Entering Unmasked Estep Score: -7534438.500000 Penalty: 1083.957520 Iteration 32Q: 3 clusters Score -7534438 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 148326 members Entering Unmasked Estep Score: -7534469.000000 Penalty: 1083.957520 Iteration 33Q: 3 clusters Score -7534469 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 148409 members Entering Unmasked Estep Score: -7534484.000000 Penalty: 1083.957520 Iteration 34Q: 3 clusters Score -7534484 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 148470 members Entering Unmasked Estep Score: -7534519.500000 Penalty: 1083.957520 Iteration 35Q: 3 clusters Score -7534520 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 148525 members Entering Unmasked Estep Score: -7534544.000000 Penalty: 1083.957520 Iteration 36Q: 3 clusters Score -7534544 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 148567 members Entering Unmasked Estep Score: -7534575.500000 Penalty: 1083.957520 Iteration 37Q: 3 clusters Score -7534576 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 148602 members Entering Unmasked Estep Score: -7534599.500000 Penalty: 1083.957520 Iteration 38Q: 3 clusters Score -7534600 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 148629 members Entering Unmasked Estep Score: -7534624.500000 Penalty: 1083.957520 Iteration 39Q: 3 clusters Score -7534624 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 148656 members Entering Unmasked Estep Score: -7534629.000000 Penalty: 1083.957520 Iteration 40F: 3 clusters Score -7534629 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 148684 members Entering Unmasked Estep Score: -7534651.000000 Penalty: 1083.957520 Iteration 41Q: 3 clusters Score -7534651 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 148700 members Entering Unmasked Estep Score: -7534668.500000 Penalty: 1083.957520 Iteration 42Q: 3 clusters Score -7534668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 148714 members Entering Unmasked Estep Score: -7534668.500000 Penalty: 1083.957520 Iteration 43Q: 3 clusters Score -7534668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 148721 members Entering Unmasked Estep Score: -7534681.500000 Penalty: 1083.957520 Iteration 44Q: 3 clusters Score -7534682 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 148732 members Entering Unmasked Estep Score: -7534684.000000 Penalty: 1083.957520 Iteration 45Q: 3 clusters Score -7534684 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 148740 members Entering Unmasked Estep Score: -7534687.500000 Penalty: 1083.957520 Iteration 46Q: 3 clusters Score -7534688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 148744 members Entering Unmasked Estep Score: -7534687.500000 Penalty: 1083.957520 Iteration 47Q: 3 clusters Score -7534688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 148747 members Entering Unmasked Estep Score: -7534697.500000 Penalty: 1083.957520 Iteration 48Q: 3 clusters Score -7534698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 148752 members Entering Unmasked Estep Score: -7534697.500000 Penalty: 1083.957520 Iteration 49Q: 3 clusters Score -7534698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 148754 members Entering Unmasked Estep Score: -7534696.500000 Penalty: 1083.957520 Iteration 50Q: 3 clusters Score -7534696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 148755 members Entering Unmasked Estep Score: -7534697.500000 Penalty: 1083.957520 Iteration 51Q: 3 clusters Score -7534698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 148755 members Entering Unmasked Estep Score: -7534697.500000 Penalty: 1083.957520 Iteration 52F: 3 clusters Score -7534698 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Entering Unmasked Estep Score: -26573.878906 Penalty: 294.067841 Iteration 0F: 2 clusters Score -26573.88 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 308 members Entering Unmasked Estep Score: -25972.089844 Penalty: 588.135681 Iteration 0F: 3 clusters Score -25972.09 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26131.898438 Penalty: 588.135681 Iteration 1F: 3 clusters Score -26131.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -26172.986328 Penalty: 588.135681 Iteration 2F: 3 clusters Score -26172.99 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -26220.017578 Penalty: 588.135681 Iteration 3F: 3 clusters Score -26220.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -26247.519531 Penalty: 588.135681 Iteration 4Q: 3 clusters Score -26247.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -26276.330078 Penalty: 588.135681 Iteration 5Q: 3 clusters Score -26276.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26290.205078 Penalty: 588.135681 Iteration 6Q: 3 clusters Score -26290.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -26297.505859 Penalty: 588.135681 Iteration 7Q: 3 clusters Score -26297.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26301.921875 Penalty: 588.135681 Iteration 8Q: 3 clusters Score -26301.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -26308.945312 Penalty: 588.135681 Iteration 9Q: 3 clusters Score -26308.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -26313.320312 Penalty: 588.135681 Iteration 10Q: 3 clusters Score -26313.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -26315.570312 Penalty: 588.135681 Iteration 11Q: 3 clusters Score -26315.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -26320.302734 Penalty: 588.135681 Iteration 12Q: 3 clusters Score -26320.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -26321.353516 Penalty: 588.135681 Iteration 13Q: 3 clusters Score -26321.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -26321.464844 Penalty: 588.135681 Iteration 14Q: 3 clusters Score -26321.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -26322.001953 Penalty: 588.135681 Iteration 15Q: 3 clusters Score -26322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -26323.400391 Penalty: 588.135681 Iteration 16Q: 3 clusters Score -26323.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -26330.708984 Penalty: 588.135681 Iteration 17Q: 3 clusters Score -26330.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -26336.763672 Penalty: 588.135681 Iteration 18Q: 3 clusters Score -26336.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -26337.958984 Penalty: 588.135681 Iteration 19Q: 3 clusters Score -26337.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -26339.750000 Penalty: 588.135681 Iteration 20F: 3 clusters Score -26339.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -26340.402344 Penalty: 588.135681 Iteration 21Q: 3 clusters Score -26340.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -26340.992188 Penalty: 588.135681 Iteration 22Q: 3 clusters Score -26340.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -26340.992188 Penalty: 588.135681 Iteration 23F: 3 clusters Score -26340.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Entering Unmasked Estep Score: -220839.953125 Penalty: 380.489594 Iteration 0F: 2 clusters Score -220840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -217860.687500 Penalty: 760.979187 Iteration 0F: 3 clusters Score -217860.7 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -218920.468750 Penalty: 760.979187 Iteration 1F: 3 clusters Score -218920.5 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -218995.328125 Penalty: 760.979187 Iteration 2F: 3 clusters Score -218995.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -219074.390625 Penalty: 760.979187 Iteration 3Q: 3 clusters Score -219074.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -219200.843750 Penalty: 760.979187 Iteration 4F: 3 clusters Score -219200.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -219370.640625 Penalty: 760.979187 Iteration 5F: 3 clusters Score -219370.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -219613.406250 Penalty: 760.979187 Iteration 6F: 3 clusters Score -219613.4 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -219903.718750 Penalty: 760.979187 Iteration 7F: 3 clusters Score -219903.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -220188.484375 Penalty: 760.979187 Iteration 8F: 3 clusters Score -220188.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -220348.390625 Penalty: 760.979187 Iteration 9Q: 3 clusters Score -220348.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -220438.531250 Penalty: 760.979187 Iteration 10Q: 3 clusters Score -220438.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -220477.828125 Penalty: 760.979187 Iteration 11Q: 3 clusters Score -220477.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -220498.562500 Penalty: 760.979187 Iteration 12Q: 3 clusters Score -220498.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -220508.984375 Penalty: 760.979187 Iteration 13Q: 3 clusters Score -220509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -220510.078125 Penalty: 760.979187 Iteration 14Q: 3 clusters Score -220510.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -220510.078125 Penalty: 760.979187 Iteration 15F: 3 clusters Score -220510.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Entering Unmasked Estep Score: -196221.000000 Penalty: 379.772247 Iteration 0F: 2 clusters Score -196221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -193396.859375 Penalty: 759.544495 Iteration 0F: 3 clusters Score -193396.9 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -194426.218750 Penalty: 759.544495 Iteration 1F: 3 clusters Score -194426.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -194538.296875 Penalty: 759.544495 Iteration 2F: 3 clusters Score -194538.3 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -194649.156250 Penalty: 759.544495 Iteration 3F: 3 clusters Score -194649.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -194767.562500 Penalty: 759.544495 Iteration 4F: 3 clusters Score -194767.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -194919.421875 Penalty: 759.544495 Iteration 5F: 3 clusters Score -194919.4 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -195085.984375 Penalty: 759.544495 Iteration 6F: 3 clusters Score -195086 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -195266.046875 Penalty: 759.544495 Iteration 7F: 3 clusters Score -195266 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -195422.109375 Penalty: 759.544495 Iteration 8Q: 3 clusters Score -195422.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -195558.046875 Penalty: 759.544495 Iteration 9Q: 3 clusters Score -195558 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -195664.296875 Penalty: 759.544495 Iteration 10Q: 3 clusters Score -195664.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -195745.937500 Penalty: 759.544495 Iteration 11Q: 3 clusters Score -195745.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -195811.843750 Penalty: 759.544495 Iteration 12Q: 3 clusters Score -195811.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -195852.875000 Penalty: 759.544495 Iteration 13Q: 3 clusters Score -195852.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -195879.093750 Penalty: 759.544495 Iteration 14Q: 3 clusters Score -195879.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -195895.578125 Penalty: 759.544495 Iteration 15Q: 3 clusters Score -195895.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -195908.750000 Penalty: 759.544495 Iteration 16Q: 3 clusters Score -195908.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -195914.734375 Penalty: 759.544495 Iteration 17Q: 3 clusters Score -195914.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -195919.218750 Penalty: 759.544495 Iteration 18Q: 3 clusters Score -195919.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -195925.859375 Penalty: 759.544495 Iteration 19Q: 3 clusters Score -195925.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -195929.265625 Penalty: 759.544495 Iteration 20F: 3 clusters Score -195929.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -195933.203125 Penalty: 759.544495 Iteration 21Q: 3 clusters Score -195933.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -195935.031250 Penalty: 759.544495 Iteration 22Q: 3 clusters Score -195935 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -195936.703125 Penalty: 759.544495 Iteration 23Q: 3 clusters Score -195936.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -195936.625000 Penalty: 759.544495 Iteration 24Q: 3 clusters Score -195936.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -195936.625000 Penalty: 759.544495 Iteration 25F: 3 clusters Score -195936.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Entering Unmasked Estep Score: -5537.732910 Penalty: 222.851715 Iteration 0F: 2 clusters Score -5537.733 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5285.540527 Penalty: 445.703430 Iteration 0F: 3 clusters Score -5285.541 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5315.392578 Penalty: 445.703430 Iteration 1F: 3 clusters Score -5315.393 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5333.819824 Penalty: 445.703430 Iteration 2Q: 3 clusters Score -5333.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5348.174805 Penalty: 445.703430 Iteration 3Q: 3 clusters Score -5348.175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5350.618164 Penalty: 445.703430 Iteration 4Q: 3 clusters Score -5350.618 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -5350.618164 Penalty: 445.703430 Iteration 5F: 3 clusters Score -5350.618 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Entering Unmasked Estep Score: -30169.078125 Penalty: 296.621216 Iteration 0F: 2 clusters Score -30169.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -29544.410156 Penalty: 593.242432 Iteration 0F: 3 clusters Score -29544.41 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -29766.585938 Penalty: 593.242432 Iteration 1F: 3 clusters Score -29766.59 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -29829.902344 Penalty: 593.242432 Iteration 2F: 3 clusters Score -29829.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -29861.796875 Penalty: 593.242432 Iteration 3F: 3 clusters Score -29861.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -29882.128906 Penalty: 593.242432 Iteration 4Q: 3 clusters Score -29882.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -29892.923828 Penalty: 593.242432 Iteration 5Q: 3 clusters Score -29892.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -29897.982422 Penalty: 593.242432 Iteration 6Q: 3 clusters Score -29897.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -29902.765625 Penalty: 593.242432 Iteration 7Q: 3 clusters Score -29902.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -29906.771484 Penalty: 593.242432 Iteration 8Q: 3 clusters Score -29906.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -29909.734375 Penalty: 593.242432 Iteration 9Q: 3 clusters Score -29909.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29911.949219 Penalty: 593.242432 Iteration 10Q: 3 clusters Score -29911.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29912.980469 Penalty: 593.242432 Iteration 11Q: 3 clusters Score -29912.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29912.980469 Penalty: 593.242432 Iteration 12F: 3 clusters Score -29912.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -15102.447266 Penalty: 265.083008 Iteration 0F: 2 clusters Score -15102.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -14752.736328 Penalty: 530.166016 Iteration 0F: 3 clusters Score -14752.74 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14866.524414 Penalty: 530.166016 Iteration 1F: 3 clusters Score -14866.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -14896.475586 Penalty: 530.166016 Iteration 2F: 3 clusters Score -14896.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -14912.184570 Penalty: 530.166016 Iteration 3Q: 3 clusters Score -14912.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -14917.906250 Penalty: 530.166016 Iteration 4Q: 3 clusters Score -14917.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -14925.888672 Penalty: 530.166016 Iteration 5Q: 3 clusters Score -14925.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -14939.720703 Penalty: 530.166016 Iteration 6Q: 3 clusters Score -14939.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -14942.807617 Penalty: 530.166016 Iteration 7Q: 3 clusters Score -14942.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -14944.589844 Penalty: 530.166016 Iteration 8Q: 3 clusters Score -14944.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -14944.943359 Penalty: 530.166016 Iteration 9Q: 3 clusters Score -14944.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -14944.943359 Penalty: 530.166016 Iteration 10F: 3 clusters Score -14944.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Entering Unmasked Estep Score: -115222.359375 Penalty: 349.552948 Iteration 0F: 2 clusters Score -115222.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -113622.734375 Penalty: 699.105896 Iteration 0F: 3 clusters Score -113622.7 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -114203.937500 Penalty: 699.105896 Iteration 1F: 3 clusters Score -114203.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -114329.093750 Penalty: 699.105896 Iteration 2F: 3 clusters Score -114329.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -114445.609375 Penalty: 699.105896 Iteration 3F: 3 clusters Score -114445.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -114590.093750 Penalty: 699.105896 Iteration 4F: 3 clusters Score -114590.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -114742.695312 Penalty: 699.105896 Iteration 5F: 3 clusters Score -114742.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -114835.984375 Penalty: 699.105896 Iteration 6Q: 3 clusters Score -114836 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -114889.601562 Penalty: 699.105896 Iteration 7Q: 3 clusters Score -114889.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -114917.648438 Penalty: 699.105896 Iteration 8Q: 3 clusters Score -114917.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -114934.375000 Penalty: 699.105896 Iteration 9Q: 3 clusters Score -114934.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -114948.500000 Penalty: 699.105896 Iteration 10Q: 3 clusters Score -114948.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -114960.875000 Penalty: 699.105896 Iteration 11Q: 3 clusters Score -114960.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -114968.242188 Penalty: 699.105896 Iteration 12Q: 3 clusters Score -114968.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -114971.656250 Penalty: 699.105896 Iteration 13Q: 3 clusters Score -114971.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -114974.554688 Penalty: 699.105896 Iteration 14Q: 3 clusters Score -114974.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -114975.851562 Penalty: 699.105896 Iteration 15Q: 3 clusters Score -114975.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -114976.085938 Penalty: 699.105896 Iteration 16Q: 3 clusters Score -114976.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -114977.093750 Penalty: 699.105896 Iteration 17Q: 3 clusters Score -114977.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -114978.078125 Penalty: 699.105896 Iteration 18Q: 3 clusters Score -114978.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -114978.914062 Penalty: 699.105896 Iteration 19Q: 3 clusters Score -114978.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -114978.914062 Penalty: 699.105896 Iteration 20F: 3 clusters Score -114978.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -7628.534668 Penalty: 231.765625 Iteration 0F: 2 clusters Score -7628.535 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -7368.242676 Penalty: 463.531250 Iteration 0F: 3 clusters Score -7368.243 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7404.844727 Penalty: 463.531250 Iteration 1F: 3 clusters Score -7404.845 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -7412.520020 Penalty: 463.531250 Iteration 2Q: 3 clusters Score -7412.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -7413.286133 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -7413.286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -7414.516602 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -7414.517 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -7415.749023 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -7415.749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -7417.721680 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -7417.722 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -7419.027344 Penalty: 463.531250 Iteration 7Q: 3 clusters Score -7419.027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7419.551270 Penalty: 463.531250 Iteration 8Q: 3 clusters Score -7419.551 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -7419.551270 Penalty: 463.531250 Iteration 9F: 3 clusters Score -7419.551 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Entering Unmasked Estep Score: -17782.041016 Penalty: 271.923950 Iteration 0F: 2 clusters Score -17782.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -17393.968750 Penalty: 543.847900 Iteration 0F: 3 clusters Score -17393.97 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -17520.552734 Penalty: 543.847900 Iteration 1F: 3 clusters Score -17520.55 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -17569.843750 Penalty: 543.847900 Iteration 2F: 3 clusters Score -17569.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -17600.824219 Penalty: 543.847900 Iteration 3F: 3 clusters Score -17600.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -17633.777344 Penalty: 543.847900 Iteration 4F: 3 clusters Score -17633.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -17650.968750 Penalty: 543.847900 Iteration 5Q: 3 clusters Score -17650.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -17683.726562 Penalty: 543.847900 Iteration 6Q: 3 clusters Score -17683.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -17715.689453 Penalty: 543.847900 Iteration 7Q: 3 clusters Score -17715.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -17721.978516 Penalty: 543.847900 Iteration 8Q: 3 clusters Score -17721.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -17722.935547 Penalty: 543.847900 Iteration 9Q: 3 clusters Score -17722.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -17724.785156 Penalty: 543.847900 Iteration 10Q: 3 clusters Score -17724.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -17732.085938 Penalty: 543.847900 Iteration 11Q: 3 clusters Score -17732.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -17734.757812 Penalty: 543.847900 Iteration 12Q: 3 clusters Score -17734.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -17738.105469 Penalty: 543.847900 Iteration 13Q: 3 clusters Score -17738.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -17741.425781 Penalty: 543.847900 Iteration 14Q: 3 clusters Score -17741.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -17741.814453 Penalty: 543.847900 Iteration 15Q: 3 clusters Score -17741.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -17741.814453 Penalty: 543.847900 Iteration 16F: 3 clusters Score -17741.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (28051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28051 members Entering Unmasked Estep Score: -1335694.125000 Penalty: 466.000946 Iteration 0F: 2 clusters Score -1335694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13993 members Mstep: Class 2 contains 14058 members Entering Unmasked Estep Score: -1316994.500000 Penalty: 932.001892 Iteration 0F: 3 clusters Score -1316994 nChanged 13313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13708 members Mstep: Class 2 contains 14343 members Entering Unmasked Estep Score: -1324441.750000 Penalty: 932.001892 Iteration 1F: 3 clusters Score -1324442 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13540 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -1324753.500000 Penalty: 932.001892 Iteration 2Q: 3 clusters Score -1324754 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13305 members Mstep: Class 2 contains 14746 members Entering Unmasked Estep Score: -1325079.625000 Penalty: 932.001892 Iteration 3Q: 3 clusters Score -1325080 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 15090 members Entering Unmasked Estep Score: -1325457.625000 Penalty: 932.001892 Iteration 4Q: 3 clusters Score -1325458 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 15544 members Entering Unmasked Estep Score: -1325913.750000 Penalty: 932.001892 Iteration 5Q: 3 clusters Score -1325914 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 16217 members Entering Unmasked Estep Score: -1326457.750000 Penalty: 932.001892 Iteration 6Q: 3 clusters Score -1326458 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -1327115.625000 Penalty: 932.001892 Iteration 7Q: 3 clusters Score -1327116 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 18311 members Entering Unmasked Estep Score: -1327934.000000 Penalty: 932.001892 Iteration 8F: 3 clusters Score -1327934 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 19675 members Entering Unmasked Estep Score: -1328855.625000 Penalty: 932.001892 Iteration 9F: 3 clusters Score -1328856 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 21236 members Entering Unmasked Estep Score: -1329926.625000 Penalty: 932.001892 Iteration 10F: 3 clusters Score -1329927 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 22793 members Entering Unmasked Estep Score: -1331097.750000 Penalty: 932.001892 Iteration 11F: 3 clusters Score -1331098 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 24267 members Entering Unmasked Estep Score: -1332240.375000 Penalty: 932.001892 Iteration 12F: 3 clusters Score -1332240 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 25539 members Entering Unmasked Estep Score: -1333275.000000 Penalty: 932.001892 Iteration 13Q: 3 clusters Score -1333275 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 26503 members Entering Unmasked Estep Score: -1334059.750000 Penalty: 932.001892 Iteration 14Q: 3 clusters Score -1334060 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 27153 members Entering Unmasked Estep Score: -1334588.750000 Penalty: 932.001892 Iteration 15Q: 3 clusters Score -1334589 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 27560 members Entering Unmasked Estep Score: -1334911.375000 Penalty: 932.001892 Iteration 16Q: 3 clusters Score -1334911 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 27772 members Entering Unmasked Estep Score: -1335083.000000 Penalty: 932.001892 Iteration 17Q: 3 clusters Score -1335083 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 27867 members Entering Unmasked Estep Score: -1335167.750000 Penalty: 932.001892 Iteration 18Q: 3 clusters Score -1335168 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 27915 members Entering Unmasked Estep Score: -1335209.000000 Penalty: 932.001892 Iteration 19Q: 3 clusters Score -1335209 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 27936 members Entering Unmasked Estep Score: -1335239.375000 Penalty: 932.001892 Iteration 20F: 3 clusters Score -1335239 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 27951 members Entering Unmasked Estep Score: -1335263.000000 Penalty: 932.001892 Iteration 21Q: 3 clusters Score -1335263 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 27961 members Entering Unmasked Estep Score: -1335271.125000 Penalty: 932.001892 Iteration 22Q: 3 clusters Score -1335271 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 27965 members Entering Unmasked Estep Score: -1335275.125000 Penalty: 932.001892 Iteration 23Q: 3 clusters Score -1335275 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 27966 members Entering Unmasked Estep Score: -1335276.750000 Penalty: 932.001892 Iteration 24Q: 3 clusters Score -1335277 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -1335282.375000 Penalty: 932.001892 Iteration 25Q: 3 clusters Score -1335282 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -1335287.500000 Penalty: 932.001892 Iteration 26Q: 3 clusters Score -1335288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 27970 members Entering Unmasked Estep Score: -1335293.125000 Penalty: 932.001892 Iteration 27Q: 3 clusters Score -1335293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 27968 members Entering Unmasked Estep Score: -1335294.125000 Penalty: 932.001892 Iteration 28Q: 3 clusters Score -1335294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 27969 members Entering Unmasked Estep Score: -1335296.625000 Penalty: 932.001892 Iteration 29Q: 3 clusters Score -1335297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -1335299.375000 Penalty: 932.001892 Iteration 30Q: 3 clusters Score -1335299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 27968 members Entering Unmasked Estep Score: -1335304.250000 Penalty: 932.001892 Iteration 31Q: 3 clusters Score -1335304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 27968 members Entering Unmasked Estep Score: -1335308.375000 Penalty: 932.001892 Iteration 32Q: 3 clusters Score -1335308 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 27969 members Entering Unmasked Estep Score: -1335309.250000 Penalty: 932.001892 Iteration 33Q: 3 clusters Score -1335309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 27969 members Entering Unmasked Estep Score: -1335309.250000 Penalty: 932.001892 Iteration 34F: 3 clusters Score -1335309 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Entering Unmasked Estep Score: -7966.111816 Penalty: 242.418365 Iteration 0F: 2 clusters Score -7966.112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7657.674316 Penalty: 484.836731 Iteration 0F: 3 clusters Score -7657.674 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7717.554199 Penalty: 484.836731 Iteration 1F: 3 clusters Score -7717.554 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -7731.773438 Penalty: 484.836731 Iteration 2F: 3 clusters Score -7731.773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7737.645020 Penalty: 484.836731 Iteration 3Q: 3 clusters Score -7737.645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7745.932617 Penalty: 484.836731 Iteration 4Q: 3 clusters Score -7745.933 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7760.606934 Penalty: 484.836731 Iteration 5Q: 3 clusters Score -7760.607 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7782.539551 Penalty: 484.836731 Iteration 6F: 3 clusters Score -7782.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7811.354492 Penalty: 484.836731 Iteration 7Q: 3 clusters Score -7811.354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7826.186523 Penalty: 484.836731 Iteration 8Q: 3 clusters Score -7826.187 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -7860.656738 Penalty: 484.836731 Iteration 9Q: 3 clusters Score -7860.657 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -7928.822266 Penalty: 484.836731 Iteration 10F: 3 clusters Score -7928.822 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -8015.025879 Penalty: 484.836731 Iteration 11Q: 3 clusters Score -8015.026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8080.644043 Penalty: 484.836731 Iteration 12Q: 3 clusters Score -8080.644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -8118.110352 Penalty: 484.836731 Iteration 13Q: 3 clusters Score -8118.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8145.441406 Penalty: 484.836731 Iteration 14Q: 3 clusters Score -8145.441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -8145.441406 Penalty: 484.836731 Iteration 15F: 3 clusters Score -8145.441 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 105 members Mstep: Class 20 contains 53053 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201423 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Mstep: Class 31 contains 101 members Entering Unmasked Estep Score: -24281978.000000 Penalty: 18525.087891 Splitting cluster 19 changes total score from -24282124.000000 to -24281978.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (53053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53053 members Entering Unmasked Estep Score: -2771959.250000 Penalty: 494.996613 Iteration 0F: 2 clusters Score -2771959 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26461 members Mstep: Class 2 contains 26592 members Entering Unmasked Estep Score: -2736086.250000 Penalty: 989.993225 Iteration 0F: 3 clusters Score -2736086 nChanged 25827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24460 members Mstep: Class 2 contains 28593 members Entering Unmasked Estep Score: -2751394.000000 Penalty: 989.993225 Iteration 1F: 3 clusters Score -2751394 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22961 members Mstep: Class 2 contains 30092 members Entering Unmasked Estep Score: -2752379.750000 Penalty: 989.993225 Iteration 2Q: 3 clusters Score -2752380 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20840 members Mstep: Class 2 contains 32213 members Entering Unmasked Estep Score: -2754031.000000 Penalty: 989.993225 Iteration 3F: 3 clusters Score -2754031 nChanged 3831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18109 members Mstep: Class 2 contains 34944 members Entering Unmasked Estep Score: -2756830.500000 Penalty: 989.993225 Iteration 4F: 3 clusters Score -2756830 nChanged 4332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14969 members Mstep: Class 2 contains 38084 members Entering Unmasked Estep Score: -2760670.000000 Penalty: 989.993225 Iteration 5F: 3 clusters Score -2760670 nChanged 3947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 40925 members Entering Unmasked Estep Score: -2764558.750000 Penalty: 989.993225 Iteration 6F: 3 clusters Score -2764559 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 42659 members Entering Unmasked Estep Score: -2766948.000000 Penalty: 989.993225 Iteration 7F: 3 clusters Score -2766948 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 43744 members Entering Unmasked Estep Score: -2767971.000000 Penalty: 989.993225 Iteration 8Q: 3 clusters Score -2767971 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 44608 members Entering Unmasked Estep Score: -2768514.500000 Penalty: 989.993225 Iteration 9Q: 3 clusters Score -2768514 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 45424 members Entering Unmasked Estep Score: -2768923.000000 Penalty: 989.993225 Iteration 10Q: 3 clusters Score -2768923 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 46137 members Entering Unmasked Estep Score: -2769260.250000 Penalty: 989.993225 Iteration 11Q: 3 clusters Score -2769260 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 46782 members Entering Unmasked Estep Score: -2769548.000000 Penalty: 989.993225 Iteration 12Q: 3 clusters Score -2769548 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 47372 members Entering Unmasked Estep Score: -2769812.500000 Penalty: 989.993225 Iteration 13Q: 3 clusters Score -2769812 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 47896 members Entering Unmasked Estep Score: -2770009.250000 Penalty: 989.993225 Iteration 14Q: 3 clusters Score -2770009 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 48382 members Entering Unmasked Estep Score: -2770205.750000 Penalty: 989.993225 Iteration 15Q: 3 clusters Score -2770206 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 48845 members Entering Unmasked Estep Score: -2770387.750000 Penalty: 989.993225 Iteration 16Q: 3 clusters Score -2770388 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 49283 members Entering Unmasked Estep Score: -2770559.000000 Penalty: 989.993225 Iteration 17Q: 3 clusters Score -2770559 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 49676 members Entering Unmasked Estep Score: -2770706.000000 Penalty: 989.993225 Iteration 18Q: 3 clusters Score -2770706 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 50039 members Entering Unmasked Estep Score: -2770830.250000 Penalty: 989.993225 Iteration 19Q: 3 clusters Score -2770830 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 50356 members Entering Unmasked Estep Score: -2770950.500000 Penalty: 989.993225 Iteration 20F: 3 clusters Score -2770950 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 50644 members Entering Unmasked Estep Score: -2771053.500000 Penalty: 989.993225 Iteration 21Q: 3 clusters Score -2771054 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 50872 members Entering Unmasked Estep Score: -2771133.750000 Penalty: 989.993225 Iteration 22Q: 3 clusters Score -2771134 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 51083 members Entering Unmasked Estep Score: -2771204.250000 Penalty: 989.993225 Iteration 23Q: 3 clusters Score -2771204 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 51265 members Entering Unmasked Estep Score: -2771264.250000 Penalty: 989.993225 Iteration 24Q: 3 clusters Score -2771264 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 51422 members Entering Unmasked Estep Score: -2771305.500000 Penalty: 989.993225 Iteration 25Q: 3 clusters Score -2771306 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 51577 members Entering Unmasked Estep Score: -2771356.000000 Penalty: 989.993225 Iteration 26Q: 3 clusters Score -2771356 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 51712 members Entering Unmasked Estep Score: -2771406.750000 Penalty: 989.993225 Iteration 27Q: 3 clusters Score -2771407 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 51837 members Entering Unmasked Estep Score: -2771455.750000 Penalty: 989.993225 Iteration 28Q: 3 clusters Score -2771456 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 51945 members Entering Unmasked Estep Score: -2771492.500000 Penalty: 989.993225 Iteration 29Q: 3 clusters Score -2771492 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 52020 members Entering Unmasked Estep Score: -2771511.500000 Penalty: 989.993225 Iteration 30Q: 3 clusters Score -2771512 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 52080 members Entering Unmasked Estep Score: -2771532.500000 Penalty: 989.993225 Iteration 31Q: 3 clusters Score -2771532 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 52130 members Entering Unmasked Estep Score: -2771548.750000 Penalty: 989.993225 Iteration 32Q: 3 clusters Score -2771549 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 52175 members Entering Unmasked Estep Score: -2771554.500000 Penalty: 989.993225 Iteration 33Q: 3 clusters Score -2771554 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 52206 members Entering Unmasked Estep Score: -2771564.500000 Penalty: 989.993225 Iteration 34Q: 3 clusters Score -2771564 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 52234 members Entering Unmasked Estep Score: -2771570.250000 Penalty: 989.993225 Iteration 35Q: 3 clusters Score -2771570 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 52261 members Entering Unmasked Estep Score: -2771577.250000 Penalty: 989.993225 Iteration 36Q: 3 clusters Score -2771577 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 52283 members Entering Unmasked Estep Score: -2771576.750000 Penalty: 989.993225 Iteration 37Q: 3 clusters Score -2771577 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 52298 members Entering Unmasked Estep Score: -2771578.750000 Penalty: 989.993225 Iteration 38Q: 3 clusters Score -2771579 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 52307 members Entering Unmasked Estep Score: -2771581.750000 Penalty: 989.993225 Iteration 39Q: 3 clusters Score -2771582 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 52321 members Entering Unmasked Estep Score: -2771583.250000 Penalty: 989.993225 Iteration 40F: 3 clusters Score -2771583 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 52332 members Entering Unmasked Estep Score: -2771584.000000 Penalty: 989.993225 Iteration 41Q: 3 clusters Score -2771584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 52338 members Entering Unmasked Estep Score: -2771582.250000 Penalty: 989.993225 Iteration 42Q: 3 clusters Score -2771582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 52343 members Entering Unmasked Estep Score: -2771582.750000 Penalty: 989.993225 Iteration 43Q: 3 clusters Score -2771583 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 52347 members Entering Unmasked Estep Score: -2771586.750000 Penalty: 989.993225 Iteration 44Q: 3 clusters Score -2771587 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 52351 members Entering Unmasked Estep Score: -2771583.250000 Penalty: 989.993225 Iteration 45Q: 3 clusters Score -2771583 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 52352 members Entering Unmasked Estep Score: -2771584.750000 Penalty: 989.993225 Iteration 46Q: 3 clusters Score -2771585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 52357 members Entering Unmasked Estep Score: -2771585.000000 Penalty: 989.993225 Iteration 47Q: 3 clusters Score -2771585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 52360 members Entering Unmasked Estep Score: -2771584.500000 Penalty: 989.993225 Iteration 48Q: 3 clusters Score -2771584 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 52365 members Entering Unmasked Estep Score: -2771584.500000 Penalty: 989.993225 Iteration 49Q: 3 clusters Score -2771584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 52369 members Entering Unmasked Estep Score: -2771582.500000 Penalty: 989.993225 Iteration 50Q: 3 clusters Score -2771582 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 52377 members Entering Unmasked Estep Score: -2771585.250000 Penalty: 989.993225 Iteration 51Q: 3 clusters Score -2771585 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 52381 members Entering Unmasked Estep Score: -2771586.750000 Penalty: 989.993225 Iteration 52Q: 3 clusters Score -2771587 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 52389 members Entering Unmasked Estep Score: -2771586.000000 Penalty: 989.993225 Iteration 53Q: 3 clusters Score -2771586 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 52400 members Entering Unmasked Estep Score: -2771589.250000 Penalty: 989.993225 Iteration 54Q: 3 clusters Score -2771589 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 52413 members Entering Unmasked Estep Score: -2771588.750000 Penalty: 989.993225 Iteration 55Q: 3 clusters Score -2771589 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 52425 members Entering Unmasked Estep Score: -2771595.750000 Penalty: 989.993225 Iteration 56Q: 3 clusters Score -2771596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 52429 members Entering Unmasked Estep Score: -2771598.750000 Penalty: 989.993225 Iteration 57Q: 3 clusters Score -2771599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 52433 members Entering Unmasked Estep Score: -2771602.000000 Penalty: 989.993225 Iteration 58Q: 3 clusters Score -2771602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 52437 members Entering Unmasked Estep Score: -2771604.250000 Penalty: 989.993225 Iteration 59Q: 3 clusters Score -2771604 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 52442 members Entering Unmasked Estep Score: -2771602.250000 Penalty: 989.993225 Iteration 60F: 3 clusters Score -2771602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 52446 members Entering Unmasked Estep Score: -2771602.750000 Penalty: 989.993225 Iteration 61Q: 3 clusters Score -2771603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 52448 members Entering Unmasked Estep Score: -2771600.750000 Penalty: 989.993225 Iteration 62Q: 3 clusters Score -2771601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 52449 members Entering Unmasked Estep Score: -2771602.250000 Penalty: 989.993225 Iteration 63Q: 3 clusters Score -2771602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 52450 members Entering Unmasked Estep Score: -2771604.250000 Penalty: 989.993225 Iteration 64Q: 3 clusters Score -2771604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 52452 members Entering Unmasked Estep Score: -2771604.000000 Penalty: 989.993225 Iteration 65Q: 3 clusters Score -2771604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 52454 members Entering Unmasked Estep Score: -2771602.500000 Penalty: 989.993225 Iteration 66Q: 3 clusters Score -2771602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 52455 members Entering Unmasked Estep Score: -2771604.000000 Penalty: 989.993225 Iteration 67Q: 3 clusters Score -2771604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 52457 members Entering Unmasked Estep Score: -2771605.000000 Penalty: 989.993225 Iteration 68Q: 3 clusters Score -2771605 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 52460 members Entering Unmasked Estep Score: -2771603.500000 Penalty: 989.993225 Iteration 69Q: 3 clusters Score -2771604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 52461 members Entering Unmasked Estep Score: -2771603.250000 Penalty: 989.993225 Iteration 70Q: 3 clusters Score -2771603 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 52461 members Entering Unmasked Estep Score: -2771603.250000 Penalty: 989.993225 Iteration 71F: 3 clusters Score -2771603 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -11126.081055 Penalty: 248.604355 Iteration 0F: 2 clusters Score -11126.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -10814.818359 Penalty: 497.208710 Iteration 0F: 3 clusters Score -10814.82 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -10874.274414 Penalty: 497.208710 Iteration 1F: 3 clusters Score -10874.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10885.483398 Penalty: 497.208710 Iteration 2Q: 3 clusters Score -10885.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -10893.429688 Penalty: 497.208710 Iteration 3Q: 3 clusters Score -10893.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -10896.002930 Penalty: 497.208710 Iteration 4Q: 3 clusters Score -10896 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -10898.541992 Penalty: 497.208710 Iteration 5Q: 3 clusters Score -10898.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -10902.458984 Penalty: 497.208710 Iteration 6Q: 3 clusters Score -10902.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -10907.611328 Penalty: 497.208710 Iteration 7Q: 3 clusters Score -10907.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -10908.089844 Penalty: 497.208710 Iteration 8Q: 3 clusters Score -10908.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -10908.089844 Penalty: 497.208710 Iteration 9F: 3 clusters Score -10908.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Entering Unmasked Estep Score: -10293.149414 Penalty: 246.229889 Iteration 0F: 2 clusters Score -10293.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -9996.500000 Penalty: 492.459778 Iteration 0F: 3 clusters Score -9996.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -10133.764648 Penalty: 492.459778 Iteration 1F: 3 clusters Score -10133.76 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -10185.976562 Penalty: 492.459778 Iteration 2F: 3 clusters Score -10185.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -10201.593750 Penalty: 492.459778 Iteration 3Q: 3 clusters Score -10201.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -10212.707031 Penalty: 492.459778 Iteration 4Q: 3 clusters Score -10212.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -10217.656250 Penalty: 492.459778 Iteration 5Q: 3 clusters Score -10217.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -10232.218750 Penalty: 492.459778 Iteration 6Q: 3 clusters Score -10232.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -10234.519531 Penalty: 492.459778 Iteration 7Q: 3 clusters Score -10234.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -10234.519531 Penalty: 492.459778 Iteration 8F: 3 clusters Score -10234.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -3556.651367 Penalty: 207.201401 Iteration 0F: 2 clusters Score -3556.651 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -3344.649170 Penalty: 414.402802 Iteration 0F: 3 clusters Score -3344.649 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3384.658936 Penalty: 414.402802 Iteration 1F: 3 clusters Score -3384.659 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -3394.383301 Penalty: 414.402802 Iteration 2Q: 3 clusters Score -3394.383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3397.253662 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -3397.254 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3397.253662 Penalty: 414.402802 Iteration 4F: 3 clusters Score -3397.254 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Entering Unmasked Estep Score: -28461.455078 Penalty: 294.280273 Iteration 0F: 2 clusters Score -28461.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -27869.353516 Penalty: 588.560547 Iteration 0F: 3 clusters Score -27869.35 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -28019.884766 Penalty: 588.560547 Iteration 1F: 3 clusters Score -28019.88 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -28053.595703 Penalty: 588.560547 Iteration 2F: 3 clusters Score -28053.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -28071.306641 Penalty: 588.560547 Iteration 3Q: 3 clusters Score -28071.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -28079.585938 Penalty: 588.560547 Iteration 4Q: 3 clusters Score -28079.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -28091.957031 Penalty: 588.560547 Iteration 5Q: 3 clusters Score -28091.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -28106.027344 Penalty: 588.560547 Iteration 6Q: 3 clusters Score -28106.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -28122.634766 Penalty: 588.560547 Iteration 7Q: 3 clusters Score -28122.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -28134.478516 Penalty: 588.560547 Iteration 8Q: 3 clusters Score -28134.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -28142.119141 Penalty: 588.560547 Iteration 9Q: 3 clusters Score -28142.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -28149.845703 Penalty: 588.560547 Iteration 10Q: 3 clusters Score -28149.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -28166.080078 Penalty: 588.560547 Iteration 11Q: 3 clusters Score -28166.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -28188.583984 Penalty: 588.560547 Iteration 12Q: 3 clusters Score -28188.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -28201.400391 Penalty: 588.560547 Iteration 13Q: 3 clusters Score -28201.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -28208.687500 Penalty: 588.560547 Iteration 14Q: 3 clusters Score -28208.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -28221.455078 Penalty: 588.560547 Iteration 15Q: 3 clusters Score -28221.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -28229.757812 Penalty: 588.560547 Iteration 16Q: 3 clusters Score -28229.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -28238.591797 Penalty: 588.560547 Iteration 17Q: 3 clusters Score -28238.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -28245.673828 Penalty: 588.560547 Iteration 18Q: 3 clusters Score -28245.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -28252.089844 Penalty: 588.560547 Iteration 19Q: 3 clusters Score -28252.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -28258.253906 Penalty: 588.560547 Iteration 20F: 3 clusters Score -28258.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -28264.236328 Penalty: 588.560547 Iteration 21Q: 3 clusters Score -28264.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -28266.949219 Penalty: 588.560547 Iteration 22Q: 3 clusters Score -28266.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -28269.078125 Penalty: 588.560547 Iteration 23Q: 3 clusters Score -28269.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -28271.390625 Penalty: 588.560547 Iteration 24Q: 3 clusters Score -28271.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -28275.828125 Penalty: 588.560547 Iteration 25Q: 3 clusters Score -28275.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -28277.421875 Penalty: 588.560547 Iteration 26Q: 3 clusters Score -28277.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -28277.847656 Penalty: 588.560547 Iteration 27Q: 3 clusters Score -28277.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -28277.937500 Penalty: 588.560547 Iteration 28Q: 3 clusters Score -28277.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -28277.937500 Penalty: 588.560547 Iteration 29F: 3 clusters Score -28277.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Entering Unmasked Estep Score: -17073.751953 Penalty: 271.692413 Iteration 0F: 2 clusters Score -17073.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -16650.261719 Penalty: 543.384827 Iteration 0F: 3 clusters Score -16650.26 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -16732.414062 Penalty: 543.384827 Iteration 1F: 3 clusters Score -16732.41 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16763.003906 Penalty: 543.384827 Iteration 2F: 3 clusters Score -16763 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -16776.306641 Penalty: 543.384827 Iteration 3Q: 3 clusters Score -16776.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -16790.177734 Penalty: 543.384827 Iteration 4Q: 3 clusters Score -16790.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -16802.728516 Penalty: 543.384827 Iteration 5Q: 3 clusters Score -16802.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -16808.140625 Penalty: 543.384827 Iteration 6Q: 3 clusters Score -16808.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -16814.134766 Penalty: 543.384827 Iteration 7Q: 3 clusters Score -16814.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16819.957031 Penalty: 543.384827 Iteration 8Q: 3 clusters Score -16819.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -16823.962891 Penalty: 543.384827 Iteration 9Q: 3 clusters Score -16823.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16826.910156 Penalty: 543.384827 Iteration 10Q: 3 clusters Score -16826.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -16829.652344 Penalty: 543.384827 Iteration 11Q: 3 clusters Score -16829.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -16833.912109 Penalty: 543.384827 Iteration 12Q: 3 clusters Score -16833.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -16838.689453 Penalty: 543.384827 Iteration 13Q: 3 clusters Score -16838.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -16856.349609 Penalty: 543.384827 Iteration 14Q: 3 clusters Score -16856.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -16864.847656 Penalty: 543.384827 Iteration 15Q: 3 clusters Score -16864.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -16874.947266 Penalty: 543.384827 Iteration 16Q: 3 clusters Score -16874.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -16881.021484 Penalty: 543.384827 Iteration 17Q: 3 clusters Score -16881.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -16884.400391 Penalty: 543.384827 Iteration 18Q: 3 clusters Score -16884.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -16897.701172 Penalty: 543.384827 Iteration 19Q: 3 clusters Score -16897.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -16908.074219 Penalty: 543.384827 Iteration 20F: 3 clusters Score -16908.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -16912.664062 Penalty: 543.384827 Iteration 21Q: 3 clusters Score -16912.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16915.718750 Penalty: 543.384827 Iteration 22Q: 3 clusters Score -16915.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -16918.925781 Penalty: 543.384827 Iteration 23Q: 3 clusters Score -16918.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16927.005859 Penalty: 543.384827 Iteration 24Q: 3 clusters Score -16927.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -16934.273438 Penalty: 543.384827 Iteration 25Q: 3 clusters Score -16934.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16936.085938 Penalty: 543.384827 Iteration 26Q: 3 clusters Score -16936.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16936.085938 Penalty: 543.384827 Iteration 27F: 3 clusters Score -16936.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Entering Unmasked Estep Score: -4657.734375 Penalty: 211.755188 Iteration 0F: 2 clusters Score -4657.734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -4441.405273 Penalty: 423.510376 Iteration 0F: 3 clusters Score -4441.405 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4486.812988 Penalty: 423.510376 Iteration 1F: 3 clusters Score -4486.813 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -4497.942383 Penalty: 423.510376 Iteration 2Q: 3 clusters Score -4497.942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4499.680664 Penalty: 423.510376 Iteration 3Q: 3 clusters Score -4499.681 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -4499.680664 Penalty: 423.510376 Iteration 4F: 3 clusters Score -4499.681 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Entering Unmasked Estep Score: -10127.201172 Penalty: 250.677170 Iteration 0F: 2 clusters Score -10127.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9852.541016 Penalty: 501.354340 Iteration 0F: 3 clusters Score -9852.541 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -9956.941406 Penalty: 501.354340 Iteration 1F: 3 clusters Score -9956.941 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -9985.787109 Penalty: 501.354340 Iteration 2F: 3 clusters Score -9985.787 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -10001.250977 Penalty: 501.354340 Iteration 3Q: 3 clusters Score -10001.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -10020.270508 Penalty: 501.354340 Iteration 4Q: 3 clusters Score -10020.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -10040.040039 Penalty: 501.354340 Iteration 5Q: 3 clusters Score -10040.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -10060.017578 Penalty: 501.354340 Iteration 6Q: 3 clusters Score -10060.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -10061.266602 Penalty: 501.354340 Iteration 7Q: 3 clusters Score -10061.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -10061.585938 Penalty: 501.354340 Iteration 8Q: 3 clusters Score -10061.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -10064.034180 Penalty: 501.354340 Iteration 9Q: 3 clusters Score -10064.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -10065.006836 Penalty: 501.354340 Iteration 10Q: 3 clusters Score -10065.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -10065.006836 Penalty: 501.354340 Iteration 11F: 3 clusters Score -10065.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (201423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201423 members Entering Unmasked Estep Score: -9911163.000000 Penalty: 555.698914 Iteration 0F: 2 clusters Score -9911163 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100357 members Mstep: Class 2 contains 101066 members Entering Unmasked Estep Score: -9776112.000000 Penalty: 1111.397827 Iteration 0F: 3 clusters Score -9776112 nChanged 98975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84838 members Mstep: Class 2 contains 116585 members Entering Unmasked Estep Score: -9841320.000000 Penalty: 1111.397827 Iteration 1F: 3 clusters Score -9841320 nChanged 11031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76405 members Mstep: Class 2 contains 125018 members Entering Unmasked Estep Score: -9848283.000000 Penalty: 1111.397827 Iteration 2F: 3 clusters Score -9848283 nChanged 13305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66082 members Mstep: Class 2 contains 135341 members Entering Unmasked Estep Score: -9858920.000000 Penalty: 1111.397827 Iteration 3F: 3 clusters Score -9858920 nChanged 13620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55916 members Mstep: Class 2 contains 145507 members Entering Unmasked Estep Score: -9870816.000000 Penalty: 1111.397827 Iteration 4F: 3 clusters Score -9870816 nChanged 11920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47998 members Mstep: Class 2 contains 153425 members Entering Unmasked Estep Score: -9880021.000000 Penalty: 1111.397827 Iteration 5F: 3 clusters Score -9880021 nChanged 8772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42478 members Mstep: Class 2 contains 158945 members Entering Unmasked Estep Score: -9885039.000000 Penalty: 1111.397827 Iteration 6Q: 3 clusters Score -9885039 nChanged 5990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38120 members Mstep: Class 2 contains 163303 members Entering Unmasked Estep Score: -9887729.000000 Penalty: 1111.397827 Iteration 7Q: 3 clusters Score -9887729 nChanged 4737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33847 members Mstep: Class 2 contains 167576 members Entering Unmasked Estep Score: -9889861.000000 Penalty: 1111.397827 Iteration 8Q: 3 clusters Score -9889861 nChanged 4442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29473 members Mstep: Class 2 contains 171950 members Entering Unmasked Estep Score: -9892168.000000 Penalty: 1111.397827 Iteration 9Q: 3 clusters Score -9892168 nChanged 4327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25148 members Mstep: Class 2 contains 176275 members Entering Unmasked Estep Score: -9894277.000000 Penalty: 1111.397827 Iteration 10Q: 3 clusters Score -9894277 nChanged 4153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20995 members Mstep: Class 2 contains 180428 members Entering Unmasked Estep Score: -9896467.000000 Penalty: 1111.397827 Iteration 11Q: 3 clusters Score -9896467 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17058 members Mstep: Class 2 contains 184365 members Entering Unmasked Estep Score: -9898776.000000 Penalty: 1111.397827 Iteration 12Q: 3 clusters Score -9898776 nChanged 3635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13423 members Mstep: Class 2 contains 188000 members Entering Unmasked Estep Score: -9901117.000000 Penalty: 1111.397827 Iteration 13Q: 3 clusters Score -9901117 nChanged 3169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 191169 members Entering Unmasked Estep Score: -9903289.000000 Penalty: 1111.397827 Iteration 14Q: 3 clusters Score -9903289 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 193957 members Entering Unmasked Estep Score: -9905177.000000 Penalty: 1111.397827 Iteration 15Q: 3 clusters Score -9905177 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 196285 members Entering Unmasked Estep Score: -9906800.000000 Penalty: 1111.397827 Iteration 16Q: 3 clusters Score -9906800 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 198185 members Entering Unmasked Estep Score: -9908229.000000 Penalty: 1111.397827 Iteration 17Q: 3 clusters Score -9908229 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 199554 members Entering Unmasked Estep Score: -9909288.000000 Penalty: 1111.397827 Iteration 18Q: 3 clusters Score -9909288 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 200441 members Entering Unmasked Estep Score: -9909883.000000 Penalty: 1111.397827 Iteration 19Q: 3 clusters Score -9909883 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 200919 members Entering Unmasked Estep Score: -9910303.000000 Penalty: 1111.397827 Iteration 20F: 3 clusters Score -9910303 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 201149 members Entering Unmasked Estep Score: -9910490.000000 Penalty: 1111.397827 Iteration 21Q: 3 clusters Score -9910490 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 201256 members Entering Unmasked Estep Score: -9910569.000000 Penalty: 1111.397827 Iteration 22Q: 3 clusters Score -9910569 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 201306 members Entering Unmasked Estep Score: -9910597.000000 Penalty: 1111.397827 Iteration 23Q: 3 clusters Score -9910597 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 201327 members Entering Unmasked Estep Score: -9910627.000000 Penalty: 1111.397827 Iteration 24Q: 3 clusters Score -9910627 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 201339 members Entering Unmasked Estep Score: -9910636.000000 Penalty: 1111.397827 Iteration 25Q: 3 clusters Score -9910636 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 201345 members Entering Unmasked Estep Score: -9910643.000000 Penalty: 1111.397827 Iteration 26Q: 3 clusters Score -9910643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 201348 members Entering Unmasked Estep Score: -9910644.000000 Penalty: 1111.397827 Iteration 27Q: 3 clusters Score -9910644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 201350 members Entering Unmasked Estep Score: -9910653.000000 Penalty: 1111.397827 Iteration 28Q: 3 clusters Score -9910653 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 201351 members Entering Unmasked Estep Score: -9910651.000000 Penalty: 1111.397827 Iteration 29Q: 3 clusters Score -9910651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 201351 members Entering Unmasked Estep Score: -9910651.000000 Penalty: 1111.397827 Iteration 30F: 3 clusters Score -9910651 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Entering Unmasked Estep Score: -4560.338867 Penalty: 218.582947 Iteration 0F: 2 clusters Score -4560.339 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4332.478516 Penalty: 437.165894 Iteration 0F: 3 clusters Score -4332.479 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4373.024414 Penalty: 437.165894 Iteration 1F: 3 clusters Score -4373.024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -4401.143066 Penalty: 437.165894 Iteration 2F: 3 clusters Score -4401.143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -4411.488281 Penalty: 437.165894 Iteration 3Q: 3 clusters Score -4411.488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4418.181152 Penalty: 437.165894 Iteration 4Q: 3 clusters Score -4418.181 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4418.181152 Penalty: 437.165894 Iteration 5F: 3 clusters Score -4418.181 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -6611.509277 Penalty: 228.884933 Iteration 0F: 2 clusters Score -6611.509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -6363.703125 Penalty: 457.769867 Iteration 0F: 3 clusters Score -6363.703 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -6443.050293 Penalty: 457.769867 Iteration 1F: 3 clusters Score -6443.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -6462.815430 Penalty: 457.769867 Iteration 2F: 3 clusters Score -6462.815 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -6469.877930 Penalty: 457.769867 Iteration 3Q: 3 clusters Score -6469.878 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6477.734863 Penalty: 457.769867 Iteration 4Q: 3 clusters Score -6477.735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6481.357910 Penalty: 457.769867 Iteration 5Q: 3 clusters Score -6481.358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6481.357910 Penalty: 457.769867 Iteration 6F: 3 clusters Score -6481.358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53053 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201423 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282154.000000 Penalty: 17927.505859 Iteration 199Q: 31 clusters Score -2.428215e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148987 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53046 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201431 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282156.000000 Penalty: 17927.505859 Iteration 200F: 31 clusters Score -2.428216e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148987 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53041 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201436 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282156.000000 Penalty: 17927.505859 Iteration 201Q: 31 clusters Score -2.428216e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53035 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201440 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282144.000000 Penalty: 17927.505859 Iteration 202Q: 31 clusters Score -2.428214e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53031 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201444 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282146.000000 Penalty: 17927.505859 Iteration 203Q: 31 clusters Score -2.428215e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53027 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201448 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282144.000000 Penalty: 17927.505859 Iteration 204Q: 31 clusters Score -2.428214e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148989 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53019 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201456 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282142.000000 Penalty: 17927.505859 Iteration 205Q: 31 clusters Score -2.428214e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53013 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201463 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282136.000000 Penalty: 17927.505859 Iteration 206Q: 31 clusters Score -2.428214e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53007 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201469 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282146.000000 Penalty: 17927.505859 Iteration 207Q: 31 clusters Score -2.428215e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 53001 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201475 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282144.000000 Penalty: 17927.505859 Iteration 208Q: 31 clusters Score -2.428214e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 52997 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201479 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282138.000000 Penalty: 17927.505859 Iteration 209Q: 31 clusters Score -2.428214e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 52994 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201482 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282140.000000 Penalty: 17927.505859 Iteration 210Q: 31 clusters Score -2.428214e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 52990 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201486 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282140.000000 Penalty: 17927.505859 Iteration 211Q: 31 clusters Score -2.428214e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 150 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2466 members Mstep: Class 3 contains 94 members Mstep: Class 4 contains 3875 members Mstep: Class 5 contains 28583 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 19525 members Mstep: Class 8 contains 148988 members Mstep: Class 9 contains 641 members Mstep: Class 10 contains 4283 members Mstep: Class 11 contains 4216 members Mstep: Class 12 contains 134 members Mstep: Class 13 contains 678 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 2170 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 394 members Mstep: Class 18 contains 28051 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 52990 members Mstep: Class 21 contains 236 members Mstep: Class 22 contains 224 members Mstep: Class 23 contains 95 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 392 members Mstep: Class 26 contains 105 members Mstep: Class 27 contains 247 members Mstep: Class 28 contains 201486 members Mstep: Class 29 contains 122 members Mstep: Class 30 contains 153 members Entering Unmasked Estep ConsiderDeletion Score: -24282140.000000 Penalty: 17927.505859 Iteration 212F: 31 clusters Score -2.428214e+07 nChanged 0 Entering ConstructFrom: Score: -24282140.000000 Penalty: 17927.505859 Entering ConstructFrom: Trying to split cluster 1 (2037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Entering Unmasked Estep Score: -91317.828125 Penalty: 346.675140 Iteration 0F: 2 clusters Score -91317.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -89843.765625 Penalty: 693.350281 Iteration 0F: 3 clusters Score -89843.77 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -90515.851562 Penalty: 693.350281 Iteration 1F: 3 clusters Score -90515.85 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -90744.882812 Penalty: 693.350281 Iteration 2F: 3 clusters Score -90744.88 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -90912.203125 Penalty: 693.350281 Iteration 3F: 3 clusters Score -90912.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -91028.820312 Penalty: 693.350281 Iteration 4F: 3 clusters Score -91028.82 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -91117.390625 Penalty: 693.350281 Iteration 5F: 3 clusters Score -91117.39 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -91165.789062 Penalty: 693.350281 Iteration 6Q: 3 clusters Score -91165.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -91184.406250 Penalty: 693.350281 Iteration 7Q: 3 clusters Score -91184.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -91192.906250 Penalty: 693.350281 Iteration 8Q: 3 clusters Score -91192.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -91206.132812 Penalty: 693.350281 Iteration 9Q: 3 clusters Score -91206.13 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -91218.492188 Penalty: 693.350281 Iteration 10Q: 3 clusters Score -91218.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -91228.554688 Penalty: 693.350281 Iteration 11Q: 3 clusters Score -91228.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -91241.632812 Penalty: 693.350281 Iteration 12Q: 3 clusters Score -91241.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -91251.171875 Penalty: 693.350281 Iteration 13Q: 3 clusters Score -91251.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -91256.906250 Penalty: 693.350281 Iteration 14Q: 3 clusters Score -91256.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -91258.265625 Penalty: 693.350281 Iteration 15Q: 3 clusters Score -91258.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -91259.000000 Penalty: 693.350281 Iteration 16Q: 3 clusters Score -91259 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -91259.468750 Penalty: 693.350281 Iteration 17Q: 3 clusters Score -91259.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -91259.859375 Penalty: 693.350281 Iteration 18Q: 3 clusters Score -91259.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -91259.937500 Penalty: 693.350281 Iteration 19Q: 3 clusters Score -91259.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -91259.937500 Penalty: 693.350281 Iteration 20F: 3 clusters Score -91259.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Entering Unmasked Estep Score: -117276.937500 Penalty: 355.371063 Iteration 0F: 2 clusters Score -117276.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -115505.234375 Penalty: 710.742126 Iteration 0F: 3 clusters Score -115505.2 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -116127.125000 Penalty: 710.742126 Iteration 1F: 3 clusters Score -116127.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -116205.125000 Penalty: 710.742126 Iteration 2F: 3 clusters Score -116205.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -116261.781250 Penalty: 710.742126 Iteration 3F: 3 clusters Score -116261.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -116306.351562 Penalty: 710.742126 Iteration 4Q: 3 clusters Score -116306.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -116354.476562 Penalty: 710.742126 Iteration 5Q: 3 clusters Score -116354.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -116413.046875 Penalty: 710.742126 Iteration 6Q: 3 clusters Score -116413 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -116493.640625 Penalty: 710.742126 Iteration 7Q: 3 clusters Score -116493.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -116563.460938 Penalty: 710.742126 Iteration 8Q: 3 clusters Score -116563.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -116622.023438 Penalty: 710.742126 Iteration 9Q: 3 clusters Score -116622 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -116667.687500 Penalty: 710.742126 Iteration 10Q: 3 clusters Score -116667.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -116694.906250 Penalty: 710.742126 Iteration 11Q: 3 clusters Score -116694.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -116717.906250 Penalty: 710.742126 Iteration 12Q: 3 clusters Score -116717.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -116735.234375 Penalty: 710.742126 Iteration 13Q: 3 clusters Score -116735.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -116747.242188 Penalty: 710.742126 Iteration 14Q: 3 clusters Score -116747.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -116756.625000 Penalty: 710.742126 Iteration 15Q: 3 clusters Score -116756.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -116761.343750 Penalty: 710.742126 Iteration 16Q: 3 clusters Score -116761.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -116765.257812 Penalty: 710.742126 Iteration 17Q: 3 clusters Score -116765.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -116770.234375 Penalty: 710.742126 Iteration 18Q: 3 clusters Score -116770.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -116773.664062 Penalty: 710.742126 Iteration 19Q: 3 clusters Score -116773.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -116776.460938 Penalty: 710.742126 Iteration 20F: 3 clusters Score -116776.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -116780.390625 Penalty: 710.742126 Iteration 21Q: 3 clusters Score -116780.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -116785.703125 Penalty: 710.742126 Iteration 22Q: 3 clusters Score -116785.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -116791.117188 Penalty: 710.742126 Iteration 23Q: 3 clusters Score -116791.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -116795.250000 Penalty: 710.742126 Iteration 24Q: 3 clusters Score -116795.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -116801.671875 Penalty: 710.742126 Iteration 25Q: 3 clusters Score -116801.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -116806.890625 Penalty: 710.742126 Iteration 26Q: 3 clusters Score -116806.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -116814.164062 Penalty: 710.742126 Iteration 27Q: 3 clusters Score -116814.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -116819.960938 Penalty: 710.742126 Iteration 28Q: 3 clusters Score -116820 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -116828.367188 Penalty: 710.742126 Iteration 29Q: 3 clusters Score -116828.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -116836.023438 Penalty: 710.742126 Iteration 30Q: 3 clusters Score -116836 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -116843.875000 Penalty: 710.742126 Iteration 31Q: 3 clusters Score -116843.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -116853.250000 Penalty: 710.742126 Iteration 32Q: 3 clusters Score -116853.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -116861.726562 Penalty: 710.742126 Iteration 33Q: 3 clusters Score -116861.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -116871.351562 Penalty: 710.742126 Iteration 34Q: 3 clusters Score -116871.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -116877.140625 Penalty: 710.742126 Iteration 35Q: 3 clusters Score -116877.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -116880.093750 Penalty: 710.742126 Iteration 36Q: 3 clusters Score -116880.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -116885.234375 Penalty: 710.742126 Iteration 37Q: 3 clusters Score -116885.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -116890.796875 Penalty: 710.742126 Iteration 38Q: 3 clusters Score -116890.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -116895.000000 Penalty: 710.742126 Iteration 39Q: 3 clusters Score -116895 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -116901.101562 Penalty: 710.742126 Iteration 40F: 3 clusters Score -116901.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -116909.281250 Penalty: 710.742126 Iteration 41Q: 3 clusters Score -116909.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -116914.687500 Penalty: 710.742126 Iteration 42Q: 3 clusters Score -116914.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -116919.109375 Penalty: 710.742126 Iteration 43Q: 3 clusters Score -116919.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -116922.968750 Penalty: 710.742126 Iteration 44Q: 3 clusters Score -116923 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -116926.703125 Penalty: 710.742126 Iteration 45Q: 3 clusters Score -116926.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -116931.867188 Penalty: 710.742126 Iteration 46Q: 3 clusters Score -116931.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -116934.335938 Penalty: 710.742126 Iteration 47Q: 3 clusters Score -116934.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -116936.750000 Penalty: 710.742126 Iteration 48Q: 3 clusters Score -116936.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -116938.125000 Penalty: 710.742126 Iteration 49Q: 3 clusters Score -116938.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -116940.273438 Penalty: 710.742126 Iteration 50Q: 3 clusters Score -116940.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -116942.609375 Penalty: 710.742126 Iteration 51Q: 3 clusters Score -116942.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -116945.132812 Penalty: 710.742126 Iteration 52Q: 3 clusters Score -116945.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -116948.843750 Penalty: 710.742126 Iteration 53Q: 3 clusters Score -116948.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -116952.117188 Penalty: 710.742126 Iteration 54Q: 3 clusters Score -116952.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -116953.500000 Penalty: 710.742126 Iteration 55Q: 3 clusters Score -116953.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -116953.992188 Penalty: 710.742126 Iteration 56Q: 3 clusters Score -116954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -116954.156250 Penalty: 710.742126 Iteration 57Q: 3 clusters Score -116954.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -116954.156250 Penalty: 710.742126 Iteration 58F: 3 clusters Score -116954.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (94 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Entering Unmasked Estep Score: -3615.738037 Penalty: 206.719925 Iteration 0F: 2 clusters Score -3615.738 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3405.542480 Penalty: 413.439850 Iteration 0F: 3 clusters Score -3405.542 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3447.231689 Penalty: 413.439850 Iteration 1F: 3 clusters Score -3447.232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3459.181152 Penalty: 413.439850 Iteration 2F: 3 clusters Score -3459.181 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3468.758301 Penalty: 413.439850 Iteration 3Q: 3 clusters Score -3468.758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3470.916992 Penalty: 413.439850 Iteration 4Q: 3 clusters Score -3470.917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3472.968750 Penalty: 413.439850 Iteration 5Q: 3 clusters Score -3472.969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3475.380127 Penalty: 413.439850 Iteration 6Q: 3 clusters Score -3475.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3475.380127 Penalty: 413.439850 Iteration 7F: 3 clusters Score -3475.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Entering Unmasked Estep Score: -193486.843750 Penalty: 375.934662 Iteration 0F: 2 clusters Score -193486.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -190856.843750 Penalty: 751.869324 Iteration 0F: 3 clusters Score -190856.8 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -191933.375000 Penalty: 751.869324 Iteration 1F: 3 clusters Score -191933.4 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -192069.953125 Penalty: 751.869324 Iteration 2F: 3 clusters Score -192070 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -192185.296875 Penalty: 751.869324 Iteration 3F: 3 clusters Score -192185.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -192275.640625 Penalty: 751.869324 Iteration 4Q: 3 clusters Score -192275.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -192362.390625 Penalty: 751.869324 Iteration 5Q: 3 clusters Score -192362.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -192449.078125 Penalty: 751.869324 Iteration 6Q: 3 clusters Score -192449.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -192547.140625 Penalty: 751.869324 Iteration 7Q: 3 clusters Score -192547.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -192658.359375 Penalty: 751.869324 Iteration 8Q: 3 clusters Score -192658.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -192798.015625 Penalty: 751.869324 Iteration 9Q: 3 clusters Score -192798 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -192925.250000 Penalty: 751.869324 Iteration 10Q: 3 clusters Score -192925.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -193033.406250 Penalty: 751.869324 Iteration 11Q: 3 clusters Score -193033.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -193108.953125 Penalty: 751.869324 Iteration 12Q: 3 clusters Score -193109 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -193161.437500 Penalty: 751.869324 Iteration 13Q: 3 clusters Score -193161.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -193197.250000 Penalty: 751.869324 Iteration 14Q: 3 clusters Score -193197.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -193215.359375 Penalty: 751.869324 Iteration 15Q: 3 clusters Score -193215.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -193227.484375 Penalty: 751.869324 Iteration 16Q: 3 clusters Score -193227.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -193240.812500 Penalty: 751.869324 Iteration 17Q: 3 clusters Score -193240.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -193246.796875 Penalty: 751.869324 Iteration 18Q: 3 clusters Score -193246.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -193249.593750 Penalty: 751.869324 Iteration 19Q: 3 clusters Score -193249.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -193253.125000 Penalty: 751.869324 Iteration 20F: 3 clusters Score -193253.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -193256.125000 Penalty: 751.869324 Iteration 21Q: 3 clusters Score -193256.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -193259.546875 Penalty: 751.869324 Iteration 22Q: 3 clusters Score -193259.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -193262.578125 Penalty: 751.869324 Iteration 23Q: 3 clusters Score -193262.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -193262.484375 Penalty: 751.869324 Iteration 24Q: 3 clusters Score -193262.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -193262.968750 Penalty: 751.869324 Iteration 25Q: 3 clusters Score -193263 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -193263.656250 Penalty: 751.869324 Iteration 26Q: 3 clusters Score -193263.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -193263.656250 Penalty: 751.869324 Iteration 27Q: 3 clusters Score -193263.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -193264.328125 Penalty: 751.869324 Iteration 28Q: 3 clusters Score -193264.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -193265.250000 Penalty: 751.869324 Iteration 29Q: 3 clusters Score -193265.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -193265.250000 Penalty: 751.869324 Iteration 30F: 3 clusters Score -193265.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28583 members Entering Unmasked Estep Score: -1340945.000000 Penalty: 466.855835 Iteration 0F: 2 clusters Score -1340945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14280 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -1321769.250000 Penalty: 933.711670 Iteration 0F: 3 clusters Score -1321769 nChanged 13744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 16139 members Entering Unmasked Estep Score: -1330352.500000 Penalty: 933.711670 Iteration 1F: 3 clusters Score -1330352 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 17097 members Entering Unmasked Estep Score: -1330988.375000 Penalty: 933.711670 Iteration 2F: 3 clusters Score -1330988 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 18285 members Entering Unmasked Estep Score: -1331808.125000 Penalty: 933.711670 Iteration 3F: 3 clusters Score -1331808 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 19749 members Entering Unmasked Estep Score: -1332868.125000 Penalty: 933.711670 Iteration 4F: 3 clusters Score -1332868 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 21398 members Entering Unmasked Estep Score: -1334096.625000 Penalty: 933.711670 Iteration 5F: 3 clusters Score -1334097 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 23014 members Entering Unmasked Estep Score: -1335323.625000 Penalty: 933.711670 Iteration 6F: 3 clusters Score -1335324 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 24537 members Entering Unmasked Estep Score: -1336548.500000 Penalty: 933.711670 Iteration 7F: 3 clusters Score -1336548 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 25987 members Entering Unmasked Estep Score: -1337915.500000 Penalty: 933.711670 Iteration 8F: 3 clusters Score -1337916 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 27196 members Entering Unmasked Estep Score: -1339226.625000 Penalty: 933.711670 Iteration 9Q: 3 clusters Score -1339227 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 27956 members Entering Unmasked Estep Score: -1340047.000000 Penalty: 933.711670 Iteration 10Q: 3 clusters Score -1340047 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 28233 members Entering Unmasked Estep Score: -1340348.375000 Penalty: 933.711670 Iteration 11Q: 3 clusters Score -1340348 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 28308 members Entering Unmasked Estep Score: -1340459.500000 Penalty: 933.711670 Iteration 12Q: 3 clusters Score -1340460 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 28322 members Entering Unmasked Estep Score: -1340523.250000 Penalty: 933.711670 Iteration 13Q: 3 clusters Score -1340523 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 28314 members Entering Unmasked Estep Score: -1340586.750000 Penalty: 933.711670 Iteration 14Q: 3 clusters Score -1340587 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 28303 members Entering Unmasked Estep Score: -1340635.000000 Penalty: 933.711670 Iteration 15Q: 3 clusters Score -1340635 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 28291 members Entering Unmasked Estep Score: -1340654.500000 Penalty: 933.711670 Iteration 16Q: 3 clusters Score -1340654 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 28283 members Entering Unmasked Estep Score: -1340664.000000 Penalty: 933.711670 Iteration 17Q: 3 clusters Score -1340664 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 28271 members Entering Unmasked Estep Score: -1340669.250000 Penalty: 933.711670 Iteration 18Q: 3 clusters Score -1340669 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 28262 members Entering Unmasked Estep Score: -1340674.125000 Penalty: 933.711670 Iteration 19Q: 3 clusters Score -1340674 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 28256 members Entering Unmasked Estep Score: -1340680.000000 Penalty: 933.711670 Iteration 20F: 3 clusters Score -1340680 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 28255 members Entering Unmasked Estep Score: -1340685.625000 Penalty: 933.711670 Iteration 21Q: 3 clusters Score -1340686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 28253 members Entering Unmasked Estep Score: -1340685.375000 Penalty: 933.711670 Iteration 22Q: 3 clusters Score -1340685 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 28251 members Entering Unmasked Estep Score: -1340685.375000 Penalty: 933.711670 Iteration 23Q: 3 clusters Score -1340685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 28250 members Entering Unmasked Estep Score: -1340684.875000 Penalty: 933.711670 Iteration 24Q: 3 clusters Score -1340685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 28250 members Entering Unmasked Estep Score: -1340684.875000 Penalty: 933.711670 Iteration 25F: 3 clusters Score -1340685 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Entering Unmasked Estep Score: -104039.140625 Penalty: 346.181030 Iteration 0F: 2 clusters Score -104039.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -102588.093750 Penalty: 692.362061 Iteration 0F: 3 clusters Score -102588.1 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -103156.671875 Penalty: 692.362061 Iteration 1F: 3 clusters Score -103156.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -103305.289062 Penalty: 692.362061 Iteration 2F: 3 clusters Score -103305.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -103401.156250 Penalty: 692.362061 Iteration 3F: 3 clusters Score -103401.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -103490.367188 Penalty: 692.362061 Iteration 4Q: 3 clusters Score -103490.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -103569.351562 Penalty: 692.362061 Iteration 5Q: 3 clusters Score -103569.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -103621.570312 Penalty: 692.362061 Iteration 6Q: 3 clusters Score -103621.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -103683.382812 Penalty: 692.362061 Iteration 7Q: 3 clusters Score -103683.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -103706.218750 Penalty: 692.362061 Iteration 8Q: 3 clusters Score -103706.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -103723.296875 Penalty: 692.362061 Iteration 9Q: 3 clusters Score -103723.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -103731.164062 Penalty: 692.362061 Iteration 10Q: 3 clusters Score -103731.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -103734.054688 Penalty: 692.362061 Iteration 11Q: 3 clusters Score -103734.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -103735.343750 Penalty: 692.362061 Iteration 12Q: 3 clusters Score -103735.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -103735.460938 Penalty: 692.362061 Iteration 13Q: 3 clusters Score -103735.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -103735.648438 Penalty: 692.362061 Iteration 14Q: 3 clusters Score -103735.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -103736.445312 Penalty: 692.362061 Iteration 15Q: 3 clusters Score -103736.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -103736.468750 Penalty: 692.362061 Iteration 16Q: 3 clusters Score -103736.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -103737.070312 Penalty: 692.362061 Iteration 17Q: 3 clusters Score -103737.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -103737.718750 Penalty: 692.362061 Iteration 18Q: 3 clusters Score -103737.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -103738.250000 Penalty: 692.362061 Iteration 19Q: 3 clusters Score -103738.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -103739.351562 Penalty: 692.362061 Iteration 20F: 3 clusters Score -103739.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -103739.539062 Penalty: 692.362061 Iteration 21Q: 3 clusters Score -103739.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -103739.476562 Penalty: 692.362061 Iteration 22Q: 3 clusters Score -103739.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -103739.476562 Penalty: 692.362061 Iteration 23F: 3 clusters Score -103739.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (19525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19525 members Entering Unmasked Estep Score: -1003263.625000 Penalty: 449.515015 Iteration 0F: 2 clusters Score -1003264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -990210.062500 Penalty: 899.030029 Iteration 0F: 3 clusters Score -990210.1 nChanged 9276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 9199 members Entering Unmasked Estep Score: -995430.750000 Penalty: 899.030029 Iteration 1F: 3 clusters Score -995430.8 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -995677.812500 Penalty: 899.030029 Iteration 2Q: 3 clusters Score -995677.8 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11331 members Mstep: Class 2 contains 8194 members Entering Unmasked Estep Score: -995966.500000 Penalty: 899.030029 Iteration 3Q: 3 clusters Score -995966.5 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12148 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -996408.937500 Penalty: 899.030029 Iteration 4Q: 3 clusters Score -996408.9 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13227 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -997117.625000 Penalty: 899.030029 Iteration 5F: 3 clusters Score -997117.6 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14528 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -998216.250000 Penalty: 899.030029 Iteration 6F: 3 clusters Score -998216.2 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15905 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -999593.937500 Penalty: 899.030029 Iteration 7F: 3 clusters Score -999593.9 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17041 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1000802.750000 Penalty: 899.030029 Iteration 8F: 3 clusters Score -1000803 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17798 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -1001662.062500 Penalty: 899.030029 Iteration 9Q: 3 clusters Score -1001662 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18198 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1002089.437500 Penalty: 899.030029 Iteration 10Q: 3 clusters Score -1002089 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18430 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1002298.625000 Penalty: 899.030029 Iteration 11Q: 3 clusters Score -1002299 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18605 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1002432.687500 Penalty: 899.030029 Iteration 12Q: 3 clusters Score -1002433 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18728 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1002515.625000 Penalty: 899.030029 Iteration 13Q: 3 clusters Score -1002516 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1002583.562500 Penalty: 899.030029 Iteration 14Q: 3 clusters Score -1002584 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18924 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1002641.875000 Penalty: 899.030029 Iteration 15Q: 3 clusters Score -1002642 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18990 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1002687.437500 Penalty: 899.030029 Iteration 16Q: 3 clusters Score -1002687 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19043 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1002721.312500 Penalty: 899.030029 Iteration 17Q: 3 clusters Score -1002721 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19089 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1002753.125000 Penalty: 899.030029 Iteration 18Q: 3 clusters Score -1002753 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19128 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1002784.250000 Penalty: 899.030029 Iteration 19Q: 3 clusters Score -1002784 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19155 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1002797.375000 Penalty: 899.030029 Iteration 20F: 3 clusters Score -1002797 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19184 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1002809.375000 Penalty: 899.030029 Iteration 21Q: 3 clusters Score -1002809 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19212 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1002830.437500 Penalty: 899.030029 Iteration 22Q: 3 clusters Score -1002830 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19238 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1002842.750000 Penalty: 899.030029 Iteration 23Q: 3 clusters Score -1002843 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19257 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -1002855.875000 Penalty: 899.030029 Iteration 24Q: 3 clusters Score -1002856 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19273 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -1002867.437500 Penalty: 899.030029 Iteration 25Q: 3 clusters Score -1002867 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19284 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -1002877.125000 Penalty: 899.030029 Iteration 26Q: 3 clusters Score -1002877 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19289 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1002879.375000 Penalty: 899.030029 Iteration 27Q: 3 clusters Score -1002879 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19291 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -1002881.750000 Penalty: 899.030029 Iteration 28Q: 3 clusters Score -1002882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19294 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1002884.000000 Penalty: 899.030029 Iteration 29Q: 3 clusters Score -1002884 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19294 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1002884.000000 Penalty: 899.030029 Iteration 30F: 3 clusters Score -1002884 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (148988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148988 members Entering Unmasked Estep Score: -7535097.000000 Penalty: 541.978760 Iteration 0F: 2 clusters Score -7535097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74239 members Mstep: Class 2 contains 74749 members Entering Unmasked Estep Score: -7441749.000000 Penalty: 1083.957520 Iteration 0F: 3 clusters Score -7441749 nChanged 73203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63972 members Mstep: Class 2 contains 85016 members Entering Unmasked Estep Score: -7488080.000000 Penalty: 1083.957520 Iteration 1F: 3 clusters Score -7488080 nChanged 7599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57585 members Mstep: Class 2 contains 91403 members Entering Unmasked Estep Score: -7491709.000000 Penalty: 1083.957520 Iteration 2F: 3 clusters Score -7491709 nChanged 9630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48899 members Mstep: Class 2 contains 100089 members Entering Unmasked Estep Score: -7497505.000000 Penalty: 1083.957520 Iteration 3F: 3 clusters Score -7497505 nChanged 11181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38418 members Mstep: Class 2 contains 110570 members Entering Unmasked Estep Score: -7505509.500000 Penalty: 1083.957520 Iteration 4F: 3 clusters Score -7505510 nChanged 11068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27818 members Mstep: Class 2 contains 121170 members Entering Unmasked Estep Score: -7514208.500000 Penalty: 1083.957520 Iteration 5F: 3 clusters Score -7514208 nChanged 8721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19559 members Mstep: Class 2 contains 129429 members Entering Unmasked Estep Score: -7521036.500000 Penalty: 1083.957520 Iteration 6F: 3 clusters Score -7521036 nChanged 5669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14352 members Mstep: Class 2 contains 134636 members Entering Unmasked Estep Score: -7525248.000000 Penalty: 1083.957520 Iteration 7Q: 3 clusters Score -7525248 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 137905 members Entering Unmasked Estep Score: -7527579.500000 Penalty: 1083.957520 Iteration 8Q: 3 clusters Score -7527580 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 140346 members Entering Unmasked Estep Score: -7529134.000000 Penalty: 1083.957520 Iteration 9Q: 3 clusters Score -7529134 nChanged 1972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 142282 members Entering Unmasked Estep Score: -7530300.000000 Penalty: 1083.957520 Iteration 10Q: 3 clusters Score -7530300 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 143875 members Entering Unmasked Estep Score: -7531306.000000 Penalty: 1083.957520 Iteration 11Q: 3 clusters Score -7531306 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 145157 members Entering Unmasked Estep Score: -7532032.500000 Penalty: 1083.957520 Iteration 12Q: 3 clusters Score -7532032 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 146187 members Entering Unmasked Estep Score: -7532646.000000 Penalty: 1083.957520 Iteration 13Q: 3 clusters Score -7532646 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 146966 members Entering Unmasked Estep Score: -7533128.000000 Penalty: 1083.957520 Iteration 14Q: 3 clusters Score -7533128 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 147582 members Entering Unmasked Estep Score: -7533559.000000 Penalty: 1083.957520 Iteration 15Q: 3 clusters Score -7533559 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 148058 members Entering Unmasked Estep Score: -7533878.500000 Penalty: 1083.957520 Iteration 16Q: 3 clusters Score -7533878 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 148358 members Entering Unmasked Estep Score: -7534119.000000 Penalty: 1083.957520 Iteration 17Q: 3 clusters Score -7534119 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 148559 members Entering Unmasked Estep Score: -7534269.000000 Penalty: 1083.957520 Iteration 18Q: 3 clusters Score -7534269 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 148692 members Entering Unmasked Estep Score: -7534375.000000 Penalty: 1083.957520 Iteration 19Q: 3 clusters Score -7534375 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 148769 members Entering Unmasked Estep Score: -7534475.000000 Penalty: 1083.957520 Iteration 20F: 3 clusters Score -7534475 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 148817 members Entering Unmasked Estep Score: -7534528.000000 Penalty: 1083.957520 Iteration 21Q: 3 clusters Score -7534528 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 148845 members Entering Unmasked Estep Score: -7534566.000000 Penalty: 1083.957520 Iteration 22Q: 3 clusters Score -7534566 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 148863 members Entering Unmasked Estep Score: -7534589.000000 Penalty: 1083.957520 Iteration 23Q: 3 clusters Score -7534589 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 148869 members Entering Unmasked Estep Score: -7534601.000000 Penalty: 1083.957520 Iteration 24Q: 3 clusters Score -7534601 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 148871 members Entering Unmasked Estep Score: -7534601.500000 Penalty: 1083.957520 Iteration 25Q: 3 clusters Score -7534602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 148874 members Entering Unmasked Estep Score: -7534607.000000 Penalty: 1083.957520 Iteration 26Q: 3 clusters Score -7534607 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 148875 members Entering Unmasked Estep Score: -7534608.500000 Penalty: 1083.957520 Iteration 27Q: 3 clusters Score -7534608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 148877 members Entering Unmasked Estep Score: -7534614.500000 Penalty: 1083.957520 Iteration 28Q: 3 clusters Score -7534614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 148878 members Entering Unmasked Estep Score: -7534610.000000 Penalty: 1083.957520 Iteration 29Q: 3 clusters Score -7534610 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 148878 members Entering Unmasked Estep Score: -7534610.000000 Penalty: 1083.957520 Iteration 30F: 3 clusters Score -7534610 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Entering Unmasked Estep Score: -26573.878906 Penalty: 294.067841 Iteration 0F: 2 clusters Score -26573.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -25973.585938 Penalty: 588.135681 Iteration 0F: 3 clusters Score -25973.59 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -26139.041016 Penalty: 588.135681 Iteration 1F: 3 clusters Score -26139.04 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -26181.935547 Penalty: 588.135681 Iteration 2F: 3 clusters Score -26181.94 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -26205.576172 Penalty: 588.135681 Iteration 3Q: 3 clusters Score -26205.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -26217.580078 Penalty: 588.135681 Iteration 4Q: 3 clusters Score -26217.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -26226.152344 Penalty: 588.135681 Iteration 5Q: 3 clusters Score -26226.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -26231.359375 Penalty: 588.135681 Iteration 6Q: 3 clusters Score -26231.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -26236.396484 Penalty: 588.135681 Iteration 7Q: 3 clusters Score -26236.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -26242.197266 Penalty: 588.135681 Iteration 8Q: 3 clusters Score -26242.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -26244.283203 Penalty: 588.135681 Iteration 9Q: 3 clusters Score -26244.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -26245.298828 Penalty: 588.135681 Iteration 10Q: 3 clusters Score -26245.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -26245.628906 Penalty: 588.135681 Iteration 11Q: 3 clusters Score -26245.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -26245.628906 Penalty: 588.135681 Iteration 12F: 3 clusters Score -26245.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Entering Unmasked Estep Score: -220839.953125 Penalty: 380.489594 Iteration 0F: 2 clusters Score -220840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -217912.812500 Penalty: 760.979187 Iteration 0F: 3 clusters Score -217912.8 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -218966.343750 Penalty: 760.979187 Iteration 1F: 3 clusters Score -218966.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -219041.718750 Penalty: 760.979187 Iteration 2Q: 3 clusters Score -219041.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -219106.062500 Penalty: 760.979187 Iteration 3Q: 3 clusters Score -219106.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -219166.078125 Penalty: 760.979187 Iteration 4Q: 3 clusters Score -219166.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -219238.734375 Penalty: 760.979187 Iteration 5Q: 3 clusters Score -219238.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -219309.468750 Penalty: 760.979187 Iteration 6Q: 3 clusters Score -219309.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -219397.359375 Penalty: 760.979187 Iteration 7Q: 3 clusters Score -219397.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -219510.015625 Penalty: 760.979187 Iteration 8Q: 3 clusters Score -219510 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -219616.812500 Penalty: 760.979187 Iteration 9Q: 3 clusters Score -219616.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -219759.046875 Penalty: 760.979187 Iteration 10Q: 3 clusters Score -219759 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -219914.328125 Penalty: 760.979187 Iteration 11Q: 3 clusters Score -219914.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -220027.250000 Penalty: 760.979187 Iteration 12Q: 3 clusters Score -220027.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -220102.562500 Penalty: 760.979187 Iteration 13Q: 3 clusters Score -220102.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -220164.875000 Penalty: 760.979187 Iteration 14Q: 3 clusters Score -220164.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -220219.343750 Penalty: 760.979187 Iteration 15Q: 3 clusters Score -220219.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -220275.718750 Penalty: 760.979187 Iteration 16Q: 3 clusters Score -220275.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -220318.687500 Penalty: 760.979187 Iteration 17Q: 3 clusters Score -220318.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -220366.656250 Penalty: 760.979187 Iteration 18Q: 3 clusters Score -220366.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -220397.218750 Penalty: 760.979187 Iteration 19Q: 3 clusters Score -220397.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -220416.109375 Penalty: 760.979187 Iteration 20F: 3 clusters Score -220416.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -220427.781250 Penalty: 760.979187 Iteration 21Q: 3 clusters Score -220427.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -220439.484375 Penalty: 760.979187 Iteration 22Q: 3 clusters Score -220439.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -220446.828125 Penalty: 760.979187 Iteration 23Q: 3 clusters Score -220446.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -220449.296875 Penalty: 760.979187 Iteration 24Q: 3 clusters Score -220449.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -220453.296875 Penalty: 760.979187 Iteration 25Q: 3 clusters Score -220453.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -220454.593750 Penalty: 760.979187 Iteration 26Q: 3 clusters Score -220454.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -220456.187500 Penalty: 760.979187 Iteration 27Q: 3 clusters Score -220456.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -220456.984375 Penalty: 760.979187 Iteration 28Q: 3 clusters Score -220457 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -220457.343750 Penalty: 760.979187 Iteration 29Q: 3 clusters Score -220457.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -220456.890625 Penalty: 760.979187 Iteration 30Q: 3 clusters Score -220456.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -220457.375000 Penalty: 760.979187 Iteration 31Q: 3 clusters Score -220457.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -220457.359375 Penalty: 760.979187 Iteration 32Q: 3 clusters Score -220457.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -220457.765625 Penalty: 760.979187 Iteration 33Q: 3 clusters Score -220457.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -220457.812500 Penalty: 760.979187 Iteration 34Q: 3 clusters Score -220457.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -220458.828125 Penalty: 760.979187 Iteration 35Q: 3 clusters Score -220458.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -220458.671875 Penalty: 760.979187 Iteration 36Q: 3 clusters Score -220458.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -220458.953125 Penalty: 760.979187 Iteration 37Q: 3 clusters Score -220459 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -220459.546875 Penalty: 760.979187 Iteration 38Q: 3 clusters Score -220459.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -220459.984375 Penalty: 760.979187 Iteration 39Q: 3 clusters Score -220460 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -220461.062500 Penalty: 760.979187 Iteration 40F: 3 clusters Score -220461.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -220461.171875 Penalty: 760.979187 Iteration 41Q: 3 clusters Score -220461.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -220462.203125 Penalty: 760.979187 Iteration 42Q: 3 clusters Score -220462.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -220463.140625 Penalty: 760.979187 Iteration 43Q: 3 clusters Score -220463.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -220463.359375 Penalty: 760.979187 Iteration 44Q: 3 clusters Score -220463.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -220464.375000 Penalty: 760.979187 Iteration 45Q: 3 clusters Score -220464.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -220465.312500 Penalty: 760.979187 Iteration 46Q: 3 clusters Score -220465.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -220466.250000 Penalty: 760.979187 Iteration 47Q: 3 clusters Score -220466.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -220466.671875 Penalty: 760.979187 Iteration 48Q: 3 clusters Score -220466.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -220467.375000 Penalty: 760.979187 Iteration 49Q: 3 clusters Score -220467.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -220468.453125 Penalty: 760.979187 Iteration 50Q: 3 clusters Score -220468.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -220469.015625 Penalty: 760.979187 Iteration 51Q: 3 clusters Score -220469 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -220469.640625 Penalty: 760.979187 Iteration 52Q: 3 clusters Score -220469.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -220470.000000 Penalty: 760.979187 Iteration 53Q: 3 clusters Score -220470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -220470.546875 Penalty: 760.979187 Iteration 54Q: 3 clusters Score -220470.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -220470.703125 Penalty: 760.979187 Iteration 55Q: 3 clusters Score -220470.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -220471.078125 Penalty: 760.979187 Iteration 56Q: 3 clusters Score -220471.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -220471.500000 Penalty: 760.979187 Iteration 57Q: 3 clusters Score -220471.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -220471.343750 Penalty: 760.979187 Iteration 58Q: 3 clusters Score -220471.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -220471.343750 Penalty: 760.979187 Iteration 59F: 3 clusters Score -220471.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4216 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Entering Unmasked Estep Score: -196221.000000 Penalty: 379.772247 Iteration 0F: 2 clusters Score -196221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -193380.828125 Penalty: 759.544495 Iteration 0F: 3 clusters Score -193380.8 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -194358.531250 Penalty: 759.544495 Iteration 1F: 3 clusters Score -194358.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -194495.937500 Penalty: 759.544495 Iteration 2F: 3 clusters Score -194495.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -194705.078125 Penalty: 759.544495 Iteration 3F: 3 clusters Score -194705.1 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -194982.625000 Penalty: 759.544495 Iteration 4F: 3 clusters Score -194982.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -195264.484375 Penalty: 759.544495 Iteration 5F: 3 clusters Score -195264.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -195478.031250 Penalty: 759.544495 Iteration 6F: 3 clusters Score -195478 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -195574.421875 Penalty: 759.544495 Iteration 7Q: 3 clusters Score -195574.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -195626.671875 Penalty: 759.544495 Iteration 8Q: 3 clusters Score -195626.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -195650.921875 Penalty: 759.544495 Iteration 9Q: 3 clusters Score -195650.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -195669.687500 Penalty: 759.544495 Iteration 10Q: 3 clusters Score -195669.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -195682.625000 Penalty: 759.544495 Iteration 11Q: 3 clusters Score -195682.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -195692.875000 Penalty: 759.544495 Iteration 12Q: 3 clusters Score -195692.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -195702.515625 Penalty: 759.544495 Iteration 13Q: 3 clusters Score -195702.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -195711.515625 Penalty: 759.544495 Iteration 14Q: 3 clusters Score -195711.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -195720.875000 Penalty: 759.544495 Iteration 15Q: 3 clusters Score -195720.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -195733.671875 Penalty: 759.544495 Iteration 16Q: 3 clusters Score -195733.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -195750.640625 Penalty: 759.544495 Iteration 17Q: 3 clusters Score -195750.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -195765.609375 Penalty: 759.544495 Iteration 18Q: 3 clusters Score -195765.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -195780.812500 Penalty: 759.544495 Iteration 19Q: 3 clusters Score -195780.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -195793.421875 Penalty: 759.544495 Iteration 20F: 3 clusters Score -195793.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -195805.437500 Penalty: 759.544495 Iteration 21Q: 3 clusters Score -195805.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -195812.453125 Penalty: 759.544495 Iteration 22Q: 3 clusters Score -195812.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -195819.890625 Penalty: 759.544495 Iteration 23Q: 3 clusters Score -195819.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -195826.593750 Penalty: 759.544495 Iteration 24Q: 3 clusters Score -195826.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -195831.734375 Penalty: 759.544495 Iteration 25Q: 3 clusters Score -195831.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -195835.468750 Penalty: 759.544495 Iteration 26Q: 3 clusters Score -195835.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -195837.015625 Penalty: 759.544495 Iteration 27Q: 3 clusters Score -195837 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -195839.718750 Penalty: 759.544495 Iteration 28Q: 3 clusters Score -195839.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -195843.781250 Penalty: 759.544495 Iteration 29Q: 3 clusters Score -195843.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -195850.046875 Penalty: 759.544495 Iteration 30Q: 3 clusters Score -195850 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -195859.046875 Penalty: 759.544495 Iteration 31Q: 3 clusters Score -195859 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -195864.125000 Penalty: 759.544495 Iteration 32Q: 3 clusters Score -195864.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -195867.656250 Penalty: 759.544495 Iteration 33Q: 3 clusters Score -195867.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -195871.484375 Penalty: 759.544495 Iteration 34Q: 3 clusters Score -195871.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -195877.203125 Penalty: 759.544495 Iteration 35Q: 3 clusters Score -195877.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -195882.031250 Penalty: 759.544495 Iteration 36Q: 3 clusters Score -195882 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -195886.421875 Penalty: 759.544495 Iteration 37Q: 3 clusters Score -195886.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -195889.203125 Penalty: 759.544495 Iteration 38Q: 3 clusters Score -195889.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -195892.734375 Penalty: 759.544495 Iteration 39Q: 3 clusters Score -195892.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -195900.296875 Penalty: 759.544495 Iteration 40F: 3 clusters Score -195900.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -195905.687500 Penalty: 759.544495 Iteration 41Q: 3 clusters Score -195905.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -195913.609375 Penalty: 759.544495 Iteration 42Q: 3 clusters Score -195913.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -195935.531250 Penalty: 759.544495 Iteration 43Q: 3 clusters Score -195935.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -195957.375000 Penalty: 759.544495 Iteration 44Q: 3 clusters Score -195957.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -195977.812500 Penalty: 759.544495 Iteration 45Q: 3 clusters Score -195977.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -196008.437500 Penalty: 759.544495 Iteration 46Q: 3 clusters Score -196008.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -196052.125000 Penalty: 759.544495 Iteration 47Q: 3 clusters Score -196052.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -196066.031250 Penalty: 759.544495 Iteration 48Q: 3 clusters Score -196066 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -196072.843750 Penalty: 759.544495 Iteration 49Q: 3 clusters Score -196072.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -196079.562500 Penalty: 759.544495 Iteration 50Q: 3 clusters Score -196079.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -196088.421875 Penalty: 759.544495 Iteration 51Q: 3 clusters Score -196088.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -196095.187500 Penalty: 759.544495 Iteration 52Q: 3 clusters Score -196095.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -196101.218750 Penalty: 759.544495 Iteration 53Q: 3 clusters Score -196101.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -196106.281250 Penalty: 759.544495 Iteration 54Q: 3 clusters Score -196106.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -196110.765625 Penalty: 759.544495 Iteration 55Q: 3 clusters Score -196110.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -196113.109375 Penalty: 759.544495 Iteration 56Q: 3 clusters Score -196113.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -196113.875000 Penalty: 759.544495 Iteration 57Q: 3 clusters Score -196113.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -196114.859375 Penalty: 759.544495 Iteration 58Q: 3 clusters Score -196114.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -196115.343750 Penalty: 759.544495 Iteration 59Q: 3 clusters Score -196115.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -196116.468750 Penalty: 759.544495 Iteration 60F: 3 clusters Score -196116.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -196117.031250 Penalty: 759.544495 Iteration 61Q: 3 clusters Score -196117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -196116.828125 Penalty: 759.544495 Iteration 62Q: 3 clusters Score -196116.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -196117.140625 Penalty: 759.544495 Iteration 63Q: 3 clusters Score -196117.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -196117.140625 Penalty: 759.544495 Iteration 64F: 3 clusters Score -196117.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Entering Unmasked Estep Score: -5537.732910 Penalty: 222.851715 Iteration 0F: 2 clusters Score -5537.733 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -5300.834473 Penalty: 445.703430 Iteration 0F: 3 clusters Score -5300.834 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5343.208496 Penalty: 445.703430 Iteration 1F: 3 clusters Score -5343.208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5357.306641 Penalty: 445.703430 Iteration 2F: 3 clusters Score -5357.307 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -5364.046875 Penalty: 445.703430 Iteration 3Q: 3 clusters Score -5364.047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5367.150879 Penalty: 445.703430 Iteration 4Q: 3 clusters Score -5367.151 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -5367.150879 Penalty: 445.703430 Iteration 5F: 3 clusters Score -5367.151 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Entering Unmasked Estep Score: -30169.078125 Penalty: 296.621216 Iteration 0F: 2 clusters Score -30169.08 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 330 members Entering Unmasked Estep Score: -29558.496094 Penalty: 593.242432 Iteration 0F: 3 clusters Score -29558.5 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -29718.169922 Penalty: 593.242432 Iteration 1F: 3 clusters Score -29718.17 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -29734.972656 Penalty: 593.242432 Iteration 2F: 3 clusters Score -29734.97 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -29746.648438 Penalty: 593.242432 Iteration 3Q: 3 clusters Score -29746.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -29755.048828 Penalty: 593.242432 Iteration 4Q: 3 clusters Score -29755.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -29759.488281 Penalty: 593.242432 Iteration 5Q: 3 clusters Score -29759.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -29763.416016 Penalty: 593.242432 Iteration 6Q: 3 clusters Score -29763.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -29766.679688 Penalty: 593.242432 Iteration 7Q: 3 clusters Score -29766.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -29767.890625 Penalty: 593.242432 Iteration 8Q: 3 clusters Score -29767.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -29768.574219 Penalty: 593.242432 Iteration 9Q: 3 clusters Score -29768.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -29770.230469 Penalty: 593.242432 Iteration 10Q: 3 clusters Score -29770.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -29773.867188 Penalty: 593.242432 Iteration 11Q: 3 clusters Score -29773.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -29778.218750 Penalty: 593.242432 Iteration 12Q: 3 clusters Score -29778.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -29782.550781 Penalty: 593.242432 Iteration 13Q: 3 clusters Score -29782.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -29789.441406 Penalty: 593.242432 Iteration 14Q: 3 clusters Score -29789.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -29796.064453 Penalty: 593.242432 Iteration 15Q: 3 clusters Score -29796.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -29802.191406 Penalty: 593.242432 Iteration 16Q: 3 clusters Score -29802.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -29809.593750 Penalty: 593.242432 Iteration 17Q: 3 clusters Score -29809.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -29814.251953 Penalty: 593.242432 Iteration 18Q: 3 clusters Score -29814.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -29819.462891 Penalty: 593.242432 Iteration 19Q: 3 clusters Score -29819.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -29822.416016 Penalty: 593.242432 Iteration 20F: 3 clusters Score -29822.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -29825.708984 Penalty: 593.242432 Iteration 21Q: 3 clusters Score -29825.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -29828.673828 Penalty: 593.242432 Iteration 22Q: 3 clusters Score -29828.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29831.019531 Penalty: 593.242432 Iteration 23Q: 3 clusters Score -29831.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -29833.650391 Penalty: 593.242432 Iteration 24Q: 3 clusters Score -29833.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29835.593750 Penalty: 593.242432 Iteration 25Q: 3 clusters Score -29835.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29838.320312 Penalty: 593.242432 Iteration 26Q: 3 clusters Score -29838.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29840.250000 Penalty: 593.242432 Iteration 27Q: 3 clusters Score -29840.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -29842.121094 Penalty: 593.242432 Iteration 28Q: 3 clusters Score -29842.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -29843.025391 Penalty: 593.242432 Iteration 29Q: 3 clusters Score -29843.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -29844.064453 Penalty: 593.242432 Iteration 30Q: 3 clusters Score -29844.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -29844.443359 Penalty: 593.242432 Iteration 31Q: 3 clusters Score -29844.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -29844.443359 Penalty: 593.242432 Iteration 32F: 3 clusters Score -29844.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -15102.447266 Penalty: 265.083008 Iteration 0F: 2 clusters Score -15102.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -14725.133789 Penalty: 530.166016 Iteration 0F: 3 clusters Score -14725.13 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -14867.571289 Penalty: 530.166016 Iteration 1F: 3 clusters Score -14867.57 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -14918.485352 Penalty: 530.166016 Iteration 2F: 3 clusters Score -14918.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -14936.149414 Penalty: 530.166016 Iteration 3F: 3 clusters Score -14936.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -14949.532227 Penalty: 530.166016 Iteration 4Q: 3 clusters Score -14949.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -14967.744141 Penalty: 530.166016 Iteration 5Q: 3 clusters Score -14967.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -14976.431641 Penalty: 530.166016 Iteration 6Q: 3 clusters Score -14976.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -14980.209961 Penalty: 530.166016 Iteration 7Q: 3 clusters Score -14980.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -14980.429688 Penalty: 530.166016 Iteration 8Q: 3 clusters Score -14980.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14980.758789 Penalty: 530.166016 Iteration 9Q: 3 clusters Score -14980.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -14981.463867 Penalty: 530.166016 Iteration 10Q: 3 clusters Score -14981.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -14981.463867 Penalty: 530.166016 Iteration 11F: 3 clusters Score -14981.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Entering Unmasked Estep Score: -115222.359375 Penalty: 349.552948 Iteration 0F: 2 clusters Score -115222.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -113708.750000 Penalty: 699.105896 Iteration 0F: 3 clusters Score -113708.8 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -114269.539062 Penalty: 699.105896 Iteration 1F: 3 clusters Score -114269.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -114332.218750 Penalty: 699.105896 Iteration 2F: 3 clusters Score -114332.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -114385.171875 Penalty: 699.105896 Iteration 3Q: 3 clusters Score -114385.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -114457.601562 Penalty: 699.105896 Iteration 4Q: 3 clusters Score -114457.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -114550.382812 Penalty: 699.105896 Iteration 5F: 3 clusters Score -114550.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -114650.023438 Penalty: 699.105896 Iteration 6F: 3 clusters Score -114650 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -114745.921875 Penalty: 699.105896 Iteration 7Q: 3 clusters Score -114745.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -114809.734375 Penalty: 699.105896 Iteration 8Q: 3 clusters Score -114809.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -114856.593750 Penalty: 699.105896 Iteration 9Q: 3 clusters Score -114856.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -114884.632812 Penalty: 699.105896 Iteration 10Q: 3 clusters Score -114884.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -114899.625000 Penalty: 699.105896 Iteration 11Q: 3 clusters Score -114899.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -114914.015625 Penalty: 699.105896 Iteration 12Q: 3 clusters Score -114914 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -114922.671875 Penalty: 699.105896 Iteration 13Q: 3 clusters Score -114922.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -114925.109375 Penalty: 699.105896 Iteration 14Q: 3 clusters Score -114925.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -114927.343750 Penalty: 699.105896 Iteration 15Q: 3 clusters Score -114927.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -114930.750000 Penalty: 699.105896 Iteration 16Q: 3 clusters Score -114930.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -114933.210938 Penalty: 699.105896 Iteration 17Q: 3 clusters Score -114933.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -114935.320312 Penalty: 699.105896 Iteration 18Q: 3 clusters Score -114935.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -114937.375000 Penalty: 699.105896 Iteration 19Q: 3 clusters Score -114937.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -114942.484375 Penalty: 699.105896 Iteration 20F: 3 clusters Score -114942.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -114944.835938 Penalty: 699.105896 Iteration 21Q: 3 clusters Score -114944.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -114948.054688 Penalty: 699.105896 Iteration 22Q: 3 clusters Score -114948.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -114950.804688 Penalty: 699.105896 Iteration 23Q: 3 clusters Score -114950.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -114952.976562 Penalty: 699.105896 Iteration 24Q: 3 clusters Score -114953 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -114955.375000 Penalty: 699.105896 Iteration 25Q: 3 clusters Score -114955.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -114958.601562 Penalty: 699.105896 Iteration 26Q: 3 clusters Score -114958.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -114960.062500 Penalty: 699.105896 Iteration 27Q: 3 clusters Score -114960.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -114961.468750 Penalty: 699.105896 Iteration 28Q: 3 clusters Score -114961.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -114963.210938 Penalty: 699.105896 Iteration 29Q: 3 clusters Score -114963.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -114963.843750 Penalty: 699.105896 Iteration 30Q: 3 clusters Score -114963.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -114965.109375 Penalty: 699.105896 Iteration 31Q: 3 clusters Score -114965.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -114966.695312 Penalty: 699.105896 Iteration 32Q: 3 clusters Score -114966.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -114967.781250 Penalty: 699.105896 Iteration 33Q: 3 clusters Score -114967.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -114967.867188 Penalty: 699.105896 Iteration 34Q: 3 clusters Score -114967.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -114968.789062 Penalty: 699.105896 Iteration 35Q: 3 clusters Score -114968.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -114968.789062 Penalty: 699.105896 Iteration 36F: 3 clusters Score -114968.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Entering Unmasked Estep Score: -7628.534668 Penalty: 231.765625 Iteration 0F: 2 clusters Score -7628.535 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -7372.940430 Penalty: 463.531250 Iteration 0F: 3 clusters Score -7372.94 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -7406.645996 Penalty: 463.531250 Iteration 1F: 3 clusters Score -7406.646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7417.640625 Penalty: 463.531250 Iteration 2Q: 3 clusters Score -7417.641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7420.612793 Penalty: 463.531250 Iteration 3Q: 3 clusters Score -7420.613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -7421.751465 Penalty: 463.531250 Iteration 4Q: 3 clusters Score -7421.751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7423.478516 Penalty: 463.531250 Iteration 5Q: 3 clusters Score -7423.479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -7424.999512 Penalty: 463.531250 Iteration 6Q: 3 clusters Score -7425 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7433.131348 Penalty: 463.531250 Iteration 7Q: 3 clusters Score -7433.131 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7436.107422 Penalty: 463.531250 Iteration 8Q: 3 clusters Score -7436.107 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -7436.107422 Penalty: 463.531250 Iteration 9F: 3 clusters Score -7436.107 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Entering Unmasked Estep Score: -17782.041016 Penalty: 271.923950 Iteration 0F: 2 clusters Score -17782.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -17378.027344 Penalty: 543.847900 Iteration 0F: 3 clusters Score -17378.03 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -17504.755859 Penalty: 543.847900 Iteration 1F: 3 clusters Score -17504.76 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -17556.312500 Penalty: 543.847900 Iteration 2F: 3 clusters Score -17556.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -17604.800781 Penalty: 543.847900 Iteration 3F: 3 clusters Score -17604.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -17659.105469 Penalty: 543.847900 Iteration 4Q: 3 clusters Score -17659.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -17692.636719 Penalty: 543.847900 Iteration 5Q: 3 clusters Score -17692.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -17705.158203 Penalty: 543.847900 Iteration 6Q: 3 clusters Score -17705.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -17710.439453 Penalty: 543.847900 Iteration 7Q: 3 clusters Score -17710.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -17713.988281 Penalty: 543.847900 Iteration 8Q: 3 clusters Score -17713.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -17714.552734 Penalty: 543.847900 Iteration 9Q: 3 clusters Score -17714.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -17715.349609 Penalty: 543.847900 Iteration 10Q: 3 clusters Score -17715.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -17715.738281 Penalty: 543.847900 Iteration 11Q: 3 clusters Score -17715.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -17715.738281 Penalty: 543.847900 Iteration 12F: 3 clusters Score -17715.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (28051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28051 members Entering Unmasked Estep Score: -1335694.125000 Penalty: 466.000946 Iteration 0F: 2 clusters Score -1335694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13981 members Mstep: Class 2 contains 14070 members Entering Unmasked Estep Score: -1317015.000000 Penalty: 932.001892 Iteration 0F: 3 clusters Score -1317015 nChanged 13422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -1324535.875000 Penalty: 932.001892 Iteration 1F: 3 clusters Score -1324536 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14301 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -1324850.125000 Penalty: 932.001892 Iteration 2Q: 3 clusters Score -1324850 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 13519 members Entering Unmasked Estep Score: -1325181.000000 Penalty: 932.001892 Iteration 3Q: 3 clusters Score -1325181 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14833 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -1325515.375000 Penalty: 932.001892 Iteration 4Q: 3 clusters Score -1325515 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -1325853.500000 Penalty: 932.001892 Iteration 5Q: 3 clusters Score -1325854 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -1326223.375000 Penalty: 932.001892 Iteration 6Q: 3 clusters Score -1326223 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16195 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -1326594.000000 Penalty: 932.001892 Iteration 7Q: 3 clusters Score -1326594 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16826 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -1326993.250000 Penalty: 932.001892 Iteration 8Q: 3 clusters Score -1326993 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17553 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -1327415.625000 Penalty: 932.001892 Iteration 9Q: 3 clusters Score -1327416 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18338 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -1327837.875000 Penalty: 932.001892 Iteration 10Q: 3 clusters Score -1327838 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19231 members Mstep: Class 2 contains 8820 members Entering Unmasked Estep Score: -1328285.625000 Penalty: 932.001892 Iteration 11Q: 3 clusters Score -1328286 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20227 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -1328766.875000 Penalty: 932.001892 Iteration 12Q: 3 clusters Score -1328767 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21302 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1329313.500000 Penalty: 932.001892 Iteration 13Q: 3 clusters Score -1329314 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22539 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1330086.750000 Penalty: 932.001892 Iteration 14Q: 3 clusters Score -1330087 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23945 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -1331206.625000 Penalty: 932.001892 Iteration 15F: 3 clusters Score -1331207 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25400 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -1332633.375000 Penalty: 932.001892 Iteration 16F: 3 clusters Score -1332633 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26661 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1333939.000000 Penalty: 932.001892 Iteration 17Q: 3 clusters Score -1333939 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27436 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1334692.250000 Penalty: 932.001892 Iteration 18Q: 3 clusters Score -1334692 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27804 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -1335031.625000 Penalty: 932.001892 Iteration 19Q: 3 clusters Score -1335032 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27961 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -1335205.375000 Penalty: 932.001892 Iteration 20F: 3 clusters Score -1335205 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28003 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -1335248.875000 Penalty: 932.001892 Iteration 21Q: 3 clusters Score -1335249 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28012 members Mstep: Class 2 contains 39 members Entering Unmasked Estep Score: -1335262.125000 Penalty: 932.001892 Iteration 22Q: 3 clusters Score -1335262 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28016 members Mstep: Class 2 contains 35 members Entering Unmasked Estep Score: -1335271.750000 Penalty: 932.001892 Iteration 23Q: 3 clusters Score -1335272 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28020 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -1335276.750000 Penalty: 932.001892 Iteration 24Q: 3 clusters Score -1335277 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28020 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -1335279.000000 Penalty: 932.001892 Iteration 25Q: 3 clusters Score -1335279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28020 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -1335279.000000 Penalty: 932.001892 Iteration 26F: 3 clusters Score -1335279 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Entering Unmasked Estep Score: -7966.111816 Penalty: 242.418365 Iteration 0F: 2 clusters Score -7966.112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -7675.097656 Penalty: 484.836731 Iteration 0F: 3 clusters Score -7675.098 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -7741.577148 Penalty: 484.836731 Iteration 1F: 3 clusters Score -7741.577 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7759.204102 Penalty: 484.836731 Iteration 2F: 3 clusters Score -7759.204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -7765.802734 Penalty: 484.836731 Iteration 3Q: 3 clusters Score -7765.803 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -7773.487793 Penalty: 484.836731 Iteration 4Q: 3 clusters Score -7773.488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -7777.754395 Penalty: 484.836731 Iteration 5Q: 3 clusters Score -7777.754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7778.968262 Penalty: 484.836731 Iteration 6Q: 3 clusters Score -7778.968 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -7778.968262 Penalty: 484.836731 Iteration 7F: 3 clusters Score -7778.968 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (52990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52990 members Entering Unmasked Estep Score: -2768793.250000 Penalty: 494.942535 Iteration 0F: 2 clusters Score -2768793 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26536 members Mstep: Class 2 contains 26454 members Entering Unmasked Estep Score: -2733174.750000 Penalty: 989.885071 Iteration 0F: 3 clusters Score -2733175 nChanged 25835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26721 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -2748757.250000 Penalty: 989.885071 Iteration 1F: 3 clusters Score -2748757 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27109 members Mstep: Class 2 contains 25881 members Entering Unmasked Estep Score: -2749732.500000 Penalty: 989.885071 Iteration 2Q: 3 clusters Score -2749732 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27717 members Mstep: Class 2 contains 25273 members Entering Unmasked Estep Score: -2751399.750000 Penalty: 989.885071 Iteration 3F: 3 clusters Score -2751400 nChanged 3445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28504 members Mstep: Class 2 contains 24486 members Entering Unmasked Estep Score: -2754108.000000 Penalty: 989.885071 Iteration 4F: 3 clusters Score -2754108 nChanged 3813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29227 members Mstep: Class 2 contains 23763 members Entering Unmasked Estep Score: -2757371.750000 Penalty: 989.885071 Iteration 5F: 3 clusters Score -2757372 nChanged 3527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29740 members Mstep: Class 2 contains 23250 members Entering Unmasked Estep Score: -2759661.250000 Penalty: 989.885071 Iteration 6F: 3 clusters Score -2759661 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30100 members Mstep: Class 2 contains 22890 members Entering Unmasked Estep Score: -2760541.250000 Penalty: 989.885071 Iteration 7Q: 3 clusters Score -2760541 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30469 members Mstep: Class 2 contains 22521 members Entering Unmasked Estep Score: -2760871.750000 Penalty: 989.885071 Iteration 8Q: 3 clusters Score -2760872 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30853 members Mstep: Class 2 contains 22137 members Entering Unmasked Estep Score: -2761121.000000 Penalty: 989.885071 Iteration 9Q: 3 clusters Score -2761121 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31191 members Mstep: Class 2 contains 21799 members Entering Unmasked Estep Score: -2761343.000000 Penalty: 989.885071 Iteration 10Q: 3 clusters Score -2761343 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31548 members Mstep: Class 2 contains 21442 members Entering Unmasked Estep Score: -2761586.500000 Penalty: 989.885071 Iteration 11Q: 3 clusters Score -2761586 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31955 members Mstep: Class 2 contains 21035 members Entering Unmasked Estep Score: -2761815.000000 Penalty: 989.885071 Iteration 12Q: 3 clusters Score -2761815 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32412 members Mstep: Class 2 contains 20578 members Entering Unmasked Estep Score: -2762060.750000 Penalty: 989.885071 Iteration 13Q: 3 clusters Score -2762061 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32902 members Mstep: Class 2 contains 20088 members Entering Unmasked Estep Score: -2762275.750000 Penalty: 989.885071 Iteration 14Q: 3 clusters Score -2762276 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33442 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -2762511.500000 Penalty: 989.885071 Iteration 15Q: 3 clusters Score -2762512 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34046 members Mstep: Class 2 contains 18944 members Entering Unmasked Estep Score: -2762763.000000 Penalty: 989.885071 Iteration 16Q: 3 clusters Score -2762763 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34651 members Mstep: Class 2 contains 18339 members Entering Unmasked Estep Score: -2762981.500000 Penalty: 989.885071 Iteration 17Q: 3 clusters Score -2762982 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35265 members Mstep: Class 2 contains 17725 members Entering Unmasked Estep Score: -2763201.750000 Penalty: 989.885071 Iteration 18Q: 3 clusters Score -2763202 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35884 members Mstep: Class 2 contains 17106 members Entering Unmasked Estep Score: -2763415.500000 Penalty: 989.885071 Iteration 19Q: 3 clusters Score -2763416 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36503 members Mstep: Class 2 contains 16487 members Entering Unmasked Estep Score: -2763625.500000 Penalty: 989.885071 Iteration 20F: 3 clusters Score -2763626 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37142 members Mstep: Class 2 contains 15848 members Entering Unmasked Estep Score: -2763830.250000 Penalty: 989.885071 Iteration 21Q: 3 clusters Score -2763830 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37785 members Mstep: Class 2 contains 15205 members Entering Unmasked Estep Score: -2764067.250000 Penalty: 989.885071 Iteration 22Q: 3 clusters Score -2764067 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38404 members Mstep: Class 2 contains 14586 members Entering Unmasked Estep Score: -2764242.000000 Penalty: 989.885071 Iteration 23Q: 3 clusters Score -2764242 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38973 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -2764412.500000 Penalty: 989.885071 Iteration 24Q: 3 clusters Score -2764412 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39583 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -2764574.500000 Penalty: 989.885071 Iteration 25Q: 3 clusters Score -2764574 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40179 members Mstep: Class 2 contains 12811 members Entering Unmasked Estep Score: -2764745.750000 Penalty: 989.885071 Iteration 26Q: 3 clusters Score -2764746 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40781 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -2764908.750000 Penalty: 989.885071 Iteration 27Q: 3 clusters Score -2764909 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41376 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -2765043.000000 Penalty: 989.885071 Iteration 28Q: 3 clusters Score -2765043 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41974 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -2765210.500000 Penalty: 989.885071 Iteration 29Q: 3 clusters Score -2765210 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42554 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -2765384.000000 Penalty: 989.885071 Iteration 30Q: 3 clusters Score -2765384 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43143 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -2765547.750000 Penalty: 989.885071 Iteration 31Q: 3 clusters Score -2765548 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43716 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -2765687.500000 Penalty: 989.885071 Iteration 32Q: 3 clusters Score -2765688 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44297 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -2765844.750000 Penalty: 989.885071 Iteration 33Q: 3 clusters Score -2765845 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44878 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -2766034.250000 Penalty: 989.885071 Iteration 34Q: 3 clusters Score -2766034 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45427 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -2766194.500000 Penalty: 989.885071 Iteration 35Q: 3 clusters Score -2766194 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45977 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -2766352.500000 Penalty: 989.885071 Iteration 36Q: 3 clusters Score -2766352 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46516 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -2766525.000000 Penalty: 989.885071 Iteration 37Q: 3 clusters Score -2766525 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47045 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -2766682.250000 Penalty: 989.885071 Iteration 38Q: 3 clusters Score -2766682 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47544 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -2766849.000000 Penalty: 989.885071 Iteration 39Q: 3 clusters Score -2766849 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48004 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -2766996.000000 Penalty: 989.885071 Iteration 40F: 3 clusters Score -2766996 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48444 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -2767137.250000 Penalty: 989.885071 Iteration 41Q: 3 clusters Score -2767137 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48885 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -2767293.500000 Penalty: 989.885071 Iteration 42Q: 3 clusters Score -2767294 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49288 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -2767440.000000 Penalty: 989.885071 Iteration 43Q: 3 clusters Score -2767440 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49648 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -2767553.500000 Penalty: 989.885071 Iteration 44Q: 3 clusters Score -2767554 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49989 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -2767671.500000 Penalty: 989.885071 Iteration 45Q: 3 clusters Score -2767672 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50307 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -2767792.750000 Penalty: 989.885071 Iteration 46Q: 3 clusters Score -2767793 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50565 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -2767872.000000 Penalty: 989.885071 Iteration 47Q: 3 clusters Score -2767872 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50807 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -2767965.750000 Penalty: 989.885071 Iteration 48Q: 3 clusters Score -2767966 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51023 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -2768046.000000 Penalty: 989.885071 Iteration 49Q: 3 clusters Score -2768046 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51214 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -2768098.500000 Penalty: 989.885071 Iteration 50Q: 3 clusters Score -2768098 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51368 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -2768136.250000 Penalty: 989.885071 Iteration 51Q: 3 clusters Score -2768136 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51504 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -2768184.750000 Penalty: 989.885071 Iteration 52Q: 3 clusters Score -2768185 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51645 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -2768233.250000 Penalty: 989.885071 Iteration 53Q: 3 clusters Score -2768233 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51772 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -2768292.000000 Penalty: 989.885071 Iteration 54Q: 3 clusters Score -2768292 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51873 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -2768322.250000 Penalty: 989.885071 Iteration 55Q: 3 clusters Score -2768322 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51951 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -2768340.500000 Penalty: 989.885071 Iteration 56Q: 3 clusters Score -2768340 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52028 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -2768370.500000 Penalty: 989.885071 Iteration 57Q: 3 clusters Score -2768370 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52086 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -2768388.250000 Penalty: 989.885071 Iteration 58Q: 3 clusters Score -2768388 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52128 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -2768390.000000 Penalty: 989.885071 Iteration 59Q: 3 clusters Score -2768390 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52155 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -2768395.750000 Penalty: 989.885071 Iteration 60F: 3 clusters Score -2768396 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52179 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -2768401.000000 Penalty: 989.885071 Iteration 61Q: 3 clusters Score -2768401 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52204 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -2768405.500000 Penalty: 989.885071 Iteration 62Q: 3 clusters Score -2768406 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52219 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -2768408.250000 Penalty: 989.885071 Iteration 63Q: 3 clusters Score -2768408 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52234 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -2768413.500000 Penalty: 989.885071 Iteration 64Q: 3 clusters Score -2768414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52246 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -2768416.250000 Penalty: 989.885071 Iteration 65Q: 3 clusters Score -2768416 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52258 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -2768417.000000 Penalty: 989.885071 Iteration 66Q: 3 clusters Score -2768417 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52273 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -2768416.500000 Penalty: 989.885071 Iteration 67Q: 3 clusters Score -2768416 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52284 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -2768415.000000 Penalty: 989.885071 Iteration 68Q: 3 clusters Score -2768415 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52292 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -2768414.250000 Penalty: 989.885071 Iteration 69Q: 3 clusters Score -2768414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52302 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -2768417.500000 Penalty: 989.885071 Iteration 70Q: 3 clusters Score -2768418 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52312 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -2768416.750000 Penalty: 989.885071 Iteration 71Q: 3 clusters Score -2768417 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52320 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -2768416.750000 Penalty: 989.885071 Iteration 72Q: 3 clusters Score -2768417 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52326 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -2768417.250000 Penalty: 989.885071 Iteration 73Q: 3 clusters Score -2768417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52329 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -2768417.750000 Penalty: 989.885071 Iteration 74Q: 3 clusters Score -2768418 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52335 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -2768417.500000 Penalty: 989.885071 Iteration 75Q: 3 clusters Score -2768418 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52342 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -2768422.000000 Penalty: 989.885071 Iteration 76Q: 3 clusters Score -2768422 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52350 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -2768426.500000 Penalty: 989.885071 Iteration 77Q: 3 clusters Score -2768426 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52357 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -2768432.000000 Penalty: 989.885071 Iteration 78Q: 3 clusters Score -2768432 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52364 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -2768430.500000 Penalty: 989.885071 Iteration 79Q: 3 clusters Score -2768430 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52370 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -2768436.000000 Penalty: 989.885071 Iteration 80F: 3 clusters Score -2768436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52376 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -2768438.250000 Penalty: 989.885071 Iteration 81Q: 3 clusters Score -2768438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52381 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -2768434.750000 Penalty: 989.885071 Iteration 82Q: 3 clusters Score -2768435 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52385 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -2768436.000000 Penalty: 989.885071 Iteration 83Q: 3 clusters Score -2768436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52391 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -2768434.500000 Penalty: 989.885071 Iteration 84Q: 3 clusters Score -2768434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52397 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -2768434.250000 Penalty: 989.885071 Iteration 85Q: 3 clusters Score -2768434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52403 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -2768434.500000 Penalty: 989.885071 Iteration 86Q: 3 clusters Score -2768434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52406 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -2768435.000000 Penalty: 989.885071 Iteration 87Q: 3 clusters Score -2768435 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52409 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -2768434.250000 Penalty: 989.885071 Iteration 88Q: 3 clusters Score -2768434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52416 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -2768440.000000 Penalty: 989.885071 Iteration 89Q: 3 clusters Score -2768440 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52424 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -2768441.250000 Penalty: 989.885071 Iteration 90Q: 3 clusters Score -2768441 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52428 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -2768441.750000 Penalty: 989.885071 Iteration 91Q: 3 clusters Score -2768442 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52432 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -2768444.500000 Penalty: 989.885071 Iteration 92Q: 3 clusters Score -2768444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52435 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -2768444.750000 Penalty: 989.885071 Iteration 93Q: 3 clusters Score -2768445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52438 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -2768445.500000 Penalty: 989.885071 Iteration 94Q: 3 clusters Score -2768446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52439 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -2768445.000000 Penalty: 989.885071 Iteration 95Q: 3 clusters Score -2768445 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52439 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -2768445.000000 Penalty: 989.885071 Iteration 96F: 3 clusters Score -2768445 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Entering Unmasked Estep Score: -11126.081055 Penalty: 248.604355 Iteration 0F: 2 clusters Score -11126.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -10807.691406 Penalty: 497.208710 Iteration 0F: 3 clusters Score -10807.69 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -10872.721680 Penalty: 497.208710 Iteration 1F: 3 clusters Score -10872.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -10888.531250 Penalty: 497.208710 Iteration 2F: 3 clusters Score -10888.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -10890.184570 Penalty: 497.208710 Iteration 3Q: 3 clusters Score -10890.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10892.586914 Penalty: 497.208710 Iteration 4Q: 3 clusters Score -10892.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10894.342773 Penalty: 497.208710 Iteration 5Q: 3 clusters Score -10894.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -10894.342773 Penalty: 497.208710 Iteration 6F: 3 clusters Score -10894.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Entering Unmasked Estep Score: -10293.149414 Penalty: 246.229889 Iteration 0F: 2 clusters Score -10293.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9978.889648 Penalty: 492.459778 Iteration 0F: 3 clusters Score -9978.89 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -10045.817383 Penalty: 492.459778 Iteration 1F: 3 clusters Score -10045.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -10080.199219 Penalty: 492.459778 Iteration 2F: 3 clusters Score -10080.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -10133.545898 Penalty: 492.459778 Iteration 3F: 3 clusters Score -10133.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -10166.421875 Penalty: 492.459778 Iteration 4Q: 3 clusters Score -10166.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -10185.066406 Penalty: 492.459778 Iteration 5F: 3 clusters Score -10185.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -10197.003906 Penalty: 492.459778 Iteration 6Q: 3 clusters Score -10197 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -10206.751953 Penalty: 492.459778 Iteration 7Q: 3 clusters Score -10206.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -10215.911133 Penalty: 492.459778 Iteration 8Q: 3 clusters Score -10215.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -10224.371094 Penalty: 492.459778 Iteration 9Q: 3 clusters Score -10224.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -10236.296875 Penalty: 492.459778 Iteration 10Q: 3 clusters Score -10236.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -10239.561523 Penalty: 492.459778 Iteration 11Q: 3 clusters Score -10239.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -10242.787109 Penalty: 492.459778 Iteration 12F: 3 clusters Score -10242.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -10259.481445 Penalty: 492.459778 Iteration 13Q: 3 clusters Score -10259.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -10262.543945 Penalty: 492.459778 Iteration 14Q: 3 clusters Score -10262.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10263.625000 Penalty: 492.459778 Iteration 15Q: 3 clusters Score -10263.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -10263.625000 Penalty: 492.459778 Iteration 16F: 3 clusters Score -10263.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (95 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Entering Unmasked Estep Score: -3556.651367 Penalty: 207.201401 Iteration 0F: 2 clusters Score -3556.651 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 38 members Entering Unmasked Estep Score: -3355.018555 Penalty: 414.402802 Iteration 0F: 3 clusters Score -3355.019 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3406.556152 Penalty: 414.402802 Iteration 1F: 3 clusters Score -3406.556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -3425.308350 Penalty: 414.402802 Iteration 2F: 3 clusters Score -3425.308 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3427.798584 Penalty: 414.402802 Iteration 3Q: 3 clusters Score -3427.799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -3427.798584 Penalty: 414.402802 Iteration 4F: 3 clusters Score -3427.799 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Entering Unmasked Estep Score: -28461.455078 Penalty: 294.280273 Iteration 0F: 2 clusters Score -28461.46 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 322 members Entering Unmasked Estep Score: -27898.445312 Penalty: 588.560547 Iteration 0F: 3 clusters Score -27898.45 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -28084.849609 Penalty: 588.560547 Iteration 1F: 3 clusters Score -28084.85 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -28119.542969 Penalty: 588.560547 Iteration 2F: 3 clusters Score -28119.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -28135.708984 Penalty: 588.560547 Iteration 3Q: 3 clusters Score -28135.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -28147.968750 Penalty: 588.560547 Iteration 4Q: 3 clusters Score -28147.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -28154.240234 Penalty: 588.560547 Iteration 5Q: 3 clusters Score -28154.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -28157.027344 Penalty: 588.560547 Iteration 6Q: 3 clusters Score -28157.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -28162.396484 Penalty: 588.560547 Iteration 7Q: 3 clusters Score -28162.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -28164.865234 Penalty: 588.560547 Iteration 8Q: 3 clusters Score -28164.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -28165.341797 Penalty: 588.560547 Iteration 9Q: 3 clusters Score -28165.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -28165.886719 Penalty: 588.560547 Iteration 10Q: 3 clusters Score -28165.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -28166.529297 Penalty: 588.560547 Iteration 11Q: 3 clusters Score -28166.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -28167.300781 Penalty: 588.560547 Iteration 12Q: 3 clusters Score -28167.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -28167.300781 Penalty: 588.560547 Iteration 13F: 3 clusters Score -28167.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Entering Unmasked Estep Score: -17073.751953 Penalty: 271.692413 Iteration 0F: 2 clusters Score -17073.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16658.902344 Penalty: 543.384827 Iteration 0F: 3 clusters Score -16658.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -16764.648438 Penalty: 543.384827 Iteration 1F: 3 clusters Score -16764.65 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16796.117188 Penalty: 543.384827 Iteration 2F: 3 clusters Score -16796.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -16820.603516 Penalty: 543.384827 Iteration 3F: 3 clusters Score -16820.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -16850.982422 Penalty: 543.384827 Iteration 4F: 3 clusters Score -16850.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -16872.363281 Penalty: 543.384827 Iteration 5Q: 3 clusters Score -16872.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16897.048828 Penalty: 543.384827 Iteration 6Q: 3 clusters Score -16897.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16899.908203 Penalty: 543.384827 Iteration 7Q: 3 clusters Score -16899.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16903.158203 Penalty: 543.384827 Iteration 8Q: 3 clusters Score -16903.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16904.876953 Penalty: 543.384827 Iteration 9Q: 3 clusters Score -16904.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16905.228516 Penalty: 543.384827 Iteration 10Q: 3 clusters Score -16905.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16906.667969 Penalty: 543.384827 Iteration 11Q: 3 clusters Score -16906.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16906.667969 Penalty: 543.384827 Iteration 12F: 3 clusters Score -16906.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Entering Unmasked Estep Score: -4657.734375 Penalty: 211.755188 Iteration 0F: 2 clusters Score -4657.734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -4443.457031 Penalty: 423.510376 Iteration 0F: 3 clusters Score -4443.457 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4476.695312 Penalty: 423.510376 Iteration 1F: 3 clusters Score -4476.695 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4487.296387 Penalty: 423.510376 Iteration 2Q: 3 clusters Score -4487.296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -4490.279297 Penalty: 423.510376 Iteration 3Q: 3 clusters Score -4490.279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4491.137207 Penalty: 423.510376 Iteration 4Q: 3 clusters Score -4491.137 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4492.095703 Penalty: 423.510376 Iteration 5Q: 3 clusters Score -4492.096 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4492.095703 Penalty: 423.510376 Iteration 6F: 3 clusters Score -4492.096 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Entering Unmasked Estep Score: -10127.201172 Penalty: 250.677170 Iteration 0F: 2 clusters Score -10127.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -9822.355469 Penalty: 501.354340 Iteration 0F: 3 clusters Score -9822.355 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -9922.110352 Penalty: 501.354340 Iteration 1F: 3 clusters Score -9922.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -9961.827148 Penalty: 501.354340 Iteration 2F: 3 clusters Score -9961.827 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9995.609375 Penalty: 501.354340 Iteration 3F: 3 clusters Score -9995.609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -10005.508789 Penalty: 501.354340 Iteration 4Q: 3 clusters Score -10005.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -10010.740234 Penalty: 501.354340 Iteration 5Q: 3 clusters Score -10010.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -10018.770508 Penalty: 501.354340 Iteration 6Q: 3 clusters Score -10018.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -10024.011719 Penalty: 501.354340 Iteration 7Q: 3 clusters Score -10024.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -10027.417969 Penalty: 501.354340 Iteration 8Q: 3 clusters Score -10027.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -10028.909180 Penalty: 501.354340 Iteration 9Q: 3 clusters Score -10028.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -10035.562500 Penalty: 501.354340 Iteration 10Q: 3 clusters Score -10035.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -10043.292969 Penalty: 501.354340 Iteration 11Q: 3 clusters Score -10043.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -10046.068359 Penalty: 501.354340 Iteration 12Q: 3 clusters Score -10046.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -10046.068359 Penalty: 501.354340 Iteration 13F: 3 clusters Score -10046.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (201486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201486 members Entering Unmasked Estep Score: -9914252.000000 Penalty: 555.713135 Iteration 0F: 2 clusters Score -9914252 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100665 members Mstep: Class 2 contains 100821 members Entering Unmasked Estep Score: -9779478.000000 Penalty: 1111.426270 Iteration 0F: 3 clusters Score -9779478 nChanged 99193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101100 members Mstep: Class 2 contains 100386 members Entering Unmasked Estep Score: -9841094.000000 Penalty: 1111.426270 Iteration 1F: 3 clusters Score -9841094 nChanged 7127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100321 members Mstep: Class 2 contains 101165 members Entering Unmasked Estep Score: -9843263.000000 Penalty: 1111.426270 Iteration 2Q: 3 clusters Score -9843263 nChanged 7756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98513 members Mstep: Class 2 contains 102973 members Entering Unmasked Estep Score: -9846350.000000 Penalty: 1111.426270 Iteration 3Q: 3 clusters Score -9846350 nChanged 8931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95118 members Mstep: Class 2 contains 106368 members Entering Unmasked Estep Score: -9850573.000000 Penalty: 1111.426270 Iteration 4Q: 3 clusters Score -9850573 nChanged 10735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90005 members Mstep: Class 2 contains 111481 members Entering Unmasked Estep Score: -9857363.000000 Penalty: 1111.426270 Iteration 5F: 3 clusters Score -9857363 nChanged 12878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83463 members Mstep: Class 2 contains 118023 members Entering Unmasked Estep Score: -9867243.000000 Penalty: 1111.426270 Iteration 6F: 3 clusters Score -9867243 nChanged 13391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77004 members Mstep: Class 2 contains 124482 members Entering Unmasked Estep Score: -9876525.000000 Penalty: 1111.426270 Iteration 7F: 3 clusters Score -9876525 nChanged 10797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71563 members Mstep: Class 2 contains 129923 members Entering Unmasked Estep Score: -9881602.000000 Penalty: 1111.426270 Iteration 8F: 3 clusters Score -9881602 nChanged 7345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66692 members Mstep: Class 2 contains 134794 members Entering Unmasked Estep Score: -9883826.000000 Penalty: 1111.426270 Iteration 9Q: 3 clusters Score -9883826 nChanged 5503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61735 members Mstep: Class 2 contains 139751 members Entering Unmasked Estep Score: -9885238.000000 Penalty: 1111.426270 Iteration 10Q: 3 clusters Score -9885238 nChanged 5301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56454 members Mstep: Class 2 contains 145032 members Entering Unmasked Estep Score: -9886896.000000 Penalty: 1111.426270 Iteration 11Q: 3 clusters Score -9886896 nChanged 5444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51010 members Mstep: Class 2 contains 150476 members Entering Unmasked Estep Score: -9888761.000000 Penalty: 1111.426270 Iteration 12Q: 3 clusters Score -9888761 nChanged 5597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45413 members Mstep: Class 2 contains 156073 members Entering Unmasked Estep Score: -9890801.000000 Penalty: 1111.426270 Iteration 13Q: 3 clusters Score -9890801 nChanged 5618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39795 members Mstep: Class 2 contains 161691 members Entering Unmasked Estep Score: -9893086.000000 Penalty: 1111.426270 Iteration 14Q: 3 clusters Score -9893086 nChanged 5615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34180 members Mstep: Class 2 contains 167306 members Entering Unmasked Estep Score: -9895482.000000 Penalty: 1111.426270 Iteration 15Q: 3 clusters Score -9895482 nChanged 5397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28783 members Mstep: Class 2 contains 172703 members Entering Unmasked Estep Score: -9897937.000000 Penalty: 1111.426270 Iteration 16Q: 3 clusters Score -9897937 nChanged 5102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23681 members Mstep: Class 2 contains 177805 members Entering Unmasked Estep Score: -9900525.000000 Penalty: 1111.426270 Iteration 17Q: 3 clusters Score -9900525 nChanged 4808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18873 members Mstep: Class 2 contains 182613 members Entering Unmasked Estep Score: -9903142.000000 Penalty: 1111.426270 Iteration 18Q: 3 clusters Score -9903142 nChanged 4235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14638 members Mstep: Class 2 contains 186848 members Entering Unmasked Estep Score: -9905637.000000 Penalty: 1111.426270 Iteration 19Q: 3 clusters Score -9905637 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11064 members Mstep: Class 2 contains 190422 members Entering Unmasked Estep Score: -9907903.000000 Penalty: 1111.426270 Iteration 20F: 3 clusters Score -9907903 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 193386 members Entering Unmasked Estep Score: -9909670.000000 Penalty: 1111.426270 Iteration 21Q: 3 clusters Score -9909670 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 195634 members Entering Unmasked Estep Score: -9911031.000000 Penalty: 1111.426270 Iteration 22Q: 3 clusters Score -9911031 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 197273 members Entering Unmasked Estep Score: -9911955.000000 Penalty: 1111.426270 Iteration 23Q: 3 clusters Score -9911955 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 198394 members Entering Unmasked Estep Score: -9912634.000000 Penalty: 1111.426270 Iteration 24Q: 3 clusters Score -9912634 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 199146 members Entering Unmasked Estep Score: -9913071.000000 Penalty: 1111.426270 Iteration 25Q: 3 clusters Score -9913071 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 199664 members Entering Unmasked Estep Score: -9913371.000000 Penalty: 1111.426270 Iteration 26Q: 3 clusters Score -9913371 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 200013 members Entering Unmasked Estep Score: -9913593.000000 Penalty: 1111.426270 Iteration 27Q: 3 clusters Score -9913593 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 200224 members Entering Unmasked Estep Score: -9913700.000000 Penalty: 1111.426270 Iteration 28Q: 3 clusters Score -9913700 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 200361 members Entering Unmasked Estep Score: -9913780.000000 Penalty: 1111.426270 Iteration 29Q: 3 clusters Score -9913780 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 200452 members Entering Unmasked Estep Score: -9913862.000000 Penalty: 1111.426270 Iteration 30Q: 3 clusters Score -9913862 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 200512 members Entering Unmasked Estep Score: -9913899.000000 Penalty: 1111.426270 Iteration 31Q: 3 clusters Score -9913899 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 200568 members Entering Unmasked Estep Score: -9913957.000000 Penalty: 1111.426270 Iteration 32Q: 3 clusters Score -9913957 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 200615 members Entering Unmasked Estep Score: -9913986.000000 Penalty: 1111.426270 Iteration 33Q: 3 clusters Score -9913986 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 200643 members Entering Unmasked Estep Score: -9913993.000000 Penalty: 1111.426270 Iteration 34Q: 3 clusters Score -9913993 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 200664 members Entering Unmasked Estep Score: -9913999.000000 Penalty: 1111.426270 Iteration 35Q: 3 clusters Score -9913999 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 200683 members Entering Unmasked Estep Score: -9914005.000000 Penalty: 1111.426270 Iteration 36Q: 3 clusters Score -9914005 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 200694 members Entering Unmasked Estep Score: -9914028.000000 Penalty: 1111.426270 Iteration 37Q: 3 clusters Score -9914028 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 200691 members Entering Unmasked Estep Score: -9914021.000000 Penalty: 1111.426270 Iteration 38Q: 3 clusters Score -9914021 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 200684 members Entering Unmasked Estep Score: -9914028.000000 Penalty: 1111.426270 Iteration 39Q: 3 clusters Score -9914028 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 200680 members Entering Unmasked Estep Score: -9914032.000000 Penalty: 1111.426270 Iteration 40F: 3 clusters Score -9914032 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 200676 members Entering Unmasked Estep Score: -9914036.000000 Penalty: 1111.426270 Iteration 41Q: 3 clusters Score -9914036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 200679 members Entering Unmasked Estep Score: -9914036.000000 Penalty: 1111.426270 Iteration 42Q: 3 clusters Score -9914036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 200677 members Entering Unmasked Estep Score: -9914031.000000 Penalty: 1111.426270 Iteration 43Q: 3 clusters Score -9914031 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 200674 members Entering Unmasked Estep Score: -9914029.000000 Penalty: 1111.426270 Iteration 44Q: 3 clusters Score -9914029 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 200672 members Entering Unmasked Estep Score: -9914033.000000 Penalty: 1111.426270 Iteration 45Q: 3 clusters Score -9914033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 200671 members Entering Unmasked Estep Score: -9914029.000000 Penalty: 1111.426270 Iteration 46Q: 3 clusters Score -9914029 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 200669 members Entering Unmasked Estep Score: -9914038.000000 Penalty: 1111.426270 Iteration 47Q: 3 clusters Score -9914038 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 200668 members Entering Unmasked Estep Score: -9914037.000000 Penalty: 1111.426270 Iteration 48Q: 3 clusters Score -9914037 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 200667 members Entering Unmasked Estep Score: -9914040.000000 Penalty: 1111.426270 Iteration 49Q: 3 clusters Score -9914040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 200666 members Entering Unmasked Estep Score: -9914036.000000 Penalty: 1111.426270 Iteration 50Q: 3 clusters Score -9914036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 200665 members Entering Unmasked Estep Score: -9914037.000000 Penalty: 1111.426270 Iteration 51Q: 3 clusters Score -9914037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 200666 members Entering Unmasked Estep Score: -9914033.000000 Penalty: 1111.426270 Iteration 52Q: 3 clusters Score -9914033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 200668 members Entering Unmasked Estep Score: -9914027.000000 Penalty: 1111.426270 Iteration 53Q: 3 clusters Score -9914027 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 200670 members Entering Unmasked Estep Score: -9914028.000000 Penalty: 1111.426270 Iteration 54Q: 3 clusters Score -9914028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 200671 members Entering Unmasked Estep Score: -9914030.000000 Penalty: 1111.426270 Iteration 55Q: 3 clusters Score -9914030 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 200671 members Entering Unmasked Estep Score: -9914030.000000 Penalty: 1111.426270 Iteration 56F: 3 clusters Score -9914030 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Entering Unmasked Estep Score: -4560.338867 Penalty: 218.582947 Iteration 0F: 2 clusters Score -4560.339 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4348.811523 Penalty: 437.165894 Iteration 0F: 3 clusters Score -4348.812 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -4395.156250 Penalty: 437.165894 Iteration 1F: 3 clusters Score -4395.156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4410.479492 Penalty: 437.165894 Iteration 2F: 3 clusters Score -4410.479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4414.321289 Penalty: 437.165894 Iteration 3Q: 3 clusters Score -4414.321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4414.321289 Penalty: 437.165894 Iteration 4F: 3 clusters Score -4414.321 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Entering Unmasked Estep Score: -6611.509277 Penalty: 228.884933 Iteration 0F: 2 clusters Score -6611.509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6348.412598 Penalty: 457.769867 Iteration 0F: 3 clusters Score -6348.413 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -6377.662109 Penalty: 457.769867 Iteration 1F: 3 clusters Score -6377.662 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -6387.434082 Penalty: 457.769867 Iteration 2F: 3 clusters Score -6387.434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -6394.938477 Penalty: 457.769867 Iteration 3Q: 3 clusters Score -6394.938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6399.122070 Penalty: 457.769867 Iteration 4Q: 3 clusters Score -6399.122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6403.814453 Penalty: 457.769867 Iteration 5Q: 3 clusters Score -6403.814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6404.717773 Penalty: 457.769867 Iteration 6Q: 3 clusters Score -6404.718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6412.603516 Penalty: 457.769867 Iteration 7Q: 3 clusters Score -6412.604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6420.818359 Penalty: 457.769867 Iteration 8Q: 3 clusters Score -6420.818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6422.348633 Penalty: 457.769867 Iteration 9Q: 3 clusters Score -6422.349 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6422.348633 Penalty: 457.769867 Iteration 10F: 3 clusters Score -6422.349 nChanged 0 --- Evaluating fit on full set of 1517107 points --- Entering Unmasked Estep Score: -72733720.000000 Penalty: 19427.111328 25->31 Clusters: Score -72733720.000000, best is -72845912.000000 Main iterations: 0 (time per=infms) Total iterations: 29923 (time per=122.082681ms) Iterations metric 2: 250797948928.000000 (time per=14.565829ns) Iterations metric 3: 3009422295040.000000 (time per=1213.880845ps) That took 3653.080078 seconds.